== Physical Plan ==
CollectLimit (17)
+- * ColumnarToRow (16)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (15)
+- * BroadcastNestedLoopJoin Cross BuildRight (14)
:- * Project (8)
: +- * Filter (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (13)
+- * Project (12)
+- * Filter (11)
+- InMemoryTableScan (9)
+- InMemoryRelation (10)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94135279, ret_small#94135360, differential#94135705]
Arguments: [ret_large#94135279, ret_small#94135360, differential#94135705]
(2) InMemoryRelation
Arguments: [ret_large#94135279, ret_small#94135360, differential#94135705], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94013861, ret_small#94013891, (ret_large#94013861 - ret_small#94013891) AS differential#94013977]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94010671 AS ret_large#94013861]
: +- *(2) Filter (isnotnull(cap#94010644) AND (cap#94010644 = 1.0))
: +- InMemoryTableScan [annual_ret#94010671, cap#94010644], [isnotnull(cap#94010644), (cap#94010644 = 1.0)]
: +- InMemoryRelation [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
: +- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7506383]
+- *(1) Project [annual_ret#94010671 AS ret_small#94013891]
+- *(1) Filter (isnotnull(cap#94010644) AND (cap#94010644 = 3.0))
+- InMemoryTableScan [annual_ret#94010671, cap#94010644], [isnotnull(cap#94010644), (cap#94010644 = 3.0)]
+- InMemoryRelation [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
+- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94010671, cap#94010644]
Arguments: [annual_ret#94010671, cap#94010644], [isnotnull(cap#94010644), (cap#94010644 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
+- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94010439, retIC#94010440, resretIC#94010441, numcos#94010442, numdates#94010443, annual_bmret#94010444, annual_ret#94010445, std_ret#94010446, Sharpe_ret#94010447, PctPos_ret#94010448, TR_ret#94010449, IR_ret#94010450, annual_resret#94010451, std_resret#94010452, Sharpe_resret#94010453, PctPos_resret#94010454, TR_resret#94010455, IR_resret#94010456, annual_retnet#94010457, std_retnet#94010458, Sharpe_retnet#94010459, PctPos_retnet#94010460, TR_retnet#94010461, IR_retnet#94010462, turnover#94010463, coverage#94010464]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rankviews/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#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, CASE WHEN ((turnover#94010463 = NA) OR (turnover#94010463 = null)) THEN null ELSE cast(turnover#94010463 as float) END AS turnover#94010724, CASE WHEN ((coverage#94010464 = NA) OR (coverage#94010464 = null)) THEN null ELSE cast(coverage#94010464 as float) END AS coverage#94010737]
Input [26]: [cap#94010439, retIC#94010440, resretIC#94010441, numcos#94010442, numdates#94010443, annual_bmret#94010444, annual_ret#94010445, std_ret#94010446, Sharpe_ret#94010447, PctPos_ret#94010448, TR_ret#94010449, IR_ret#94010450, annual_resret#94010451, std_resret#94010452, Sharpe_resret#94010453, PctPos_resret#94010454, TR_resret#94010455, IR_resret#94010456, annual_retnet#94010457, std_retnet#94010458, Sharpe_retnet#94010459, PctPos_retnet#94010460, TR_retnet#94010461, IR_retnet#94010462, turnover#94010463, coverage#94010464]
(7) Filter [codegen id : 2]
Input [2]: [annual_ret#94010671, cap#94010644]
Condition : (isnotnull(cap#94010644) AND (cap#94010644 = 1.0))
(8) Project [codegen id : 2]
Output [1]: [annual_ret#94010671 AS ret_large#94013861]
Input [2]: [annual_ret#94010671, cap#94010644]
(9) InMemoryTableScan
Output [2]: [annual_ret#94010671, cap#94010644]
Arguments: [annual_ret#94010671, cap#94010644], [isnotnull(cap#94010644), (cap#94010644 = 3.0)]
(10) InMemoryRelation
Arguments: [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
+- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(11) Filter [codegen id : 1]
Input [2]: [annual_ret#94010671, cap#94010644]
Condition : (isnotnull(cap#94010644) AND (cap#94010644 = 3.0))
(12) Project [codegen id : 1]
Output [1]: [annual_ret#94010671 AS ret_small#94013891]
Input [2]: [annual_ret#94010671, cap#94010644]
(13) BroadcastExchange
Input [1]: [ret_small#94013891]
Arguments: IdentityBroadcastMode, [id=#7506383]
(14) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(15) Project [codegen id : 2]
Output [3]: [ret_large#94013861, ret_small#94013891, (ret_large#94013861 - ret_small#94013891) AS differential#94013977]
Input [2]: [ret_large#94013861, ret_small#94013891]
(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94135279, ret_small#94135360, differential#94135705]
(17) CollectLimit
Input [3]: [ret_large#94135279, ret_small#94135360, differential#94135705]
Arguments: 10000