== 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#94191444, ret_small#94191446, differential#94191504]
Arguments: [ret_large#94191444, ret_small#94191446, differential#94191504]
(2) InMemoryRelation
Arguments: [ret_large#94191444, ret_small#94191446, differential#94191504], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94191444, ret_small#94191446, (ret_large#94191444 - ret_small#94191446) AS differential#94191504]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94174814 AS ret_large#94191444]
: +- *(2) Filter (isnotnull(cap#94174703) AND (cap#94174703 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94174814, cap#94174703], [isnotnull(cap#94174703), (cap#94174703 = 1.0)]
: +- InMemoryRelation [cap#94174703, retIC#94174741, resretIC#94174753, numcos#94174792, numdates#94174806, annual_bmret#94174810, annual_ret#94174814, std_ret#94174817, Sharpe_ret#94174820, PctPos_ret#94174826, TR_ret#94174830, IR_ret#94174835, annual_resret#94174838, std_resret#94174842, Sharpe_resret#94174845, PctPos_resret#94174849, TR_resret#94174851, IR_resret#94174853, annual_retnet#94174855, std_retnet#94174867, Sharpe_retnet#94174868, PctPos_retnet#94174881, TR_retnet#94174882, IR_retnet#94174883, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94174534 = NA) OR (cap#94174534 = null)) THEN null ELSE cast(cap#94174534 as float) END AS cap#94174703, CASE WHEN ((retIC#94174535 = NA) OR (retIC#94174535 = null)) THEN null ELSE cast(retIC#94174535 as float) END AS retIC#94174741, CASE WHEN ((resretIC#94174536 = NA) OR (resretIC#94174536 = null)) THEN null ELSE cast(resretIC#94174536 as float) END AS resretIC#94174753, CASE WHEN ((numcos#94174537 = NA) OR (numcos#94174537 = null)) THEN null ELSE cast(numcos#94174537 as float) END AS numcos#94174792, CASE WHEN ((numdates#94174538 = NA) OR (numdates#94174538 = null)) THEN null ELSE cast(numdates#94174538 as int) END AS numdates#94174806, CASE WHEN ((annual_bmret#94174539 = NA) OR (annual_bmret#94174539 = null)) THEN null ELSE cast(annual_bmret#94174539 as float) END AS annual_bmret#94174810, CASE WHEN ((annual_ret#94174540 = NA) OR (annual_ret#94174540 = null)) THEN null ELSE cast(annual_ret#94174540 as float) END AS annual_ret#94174814, CASE WHEN ((std_ret#94174541 = NA) OR (std_ret#94174541 = null)) THEN null ELSE cast(std_ret#94174541 as float) END AS std_ret#94174817, CASE WHEN ((Sharpe_ret#94174542 = NA) OR (Sharpe_ret#94174542 = null)) THEN null ELSE cast(Sharpe_ret#94174542 as float) END AS Sharpe_ret#94174820, CASE WHEN ((PctPos_ret#94174543 = NA) OR (PctPos_ret#94174543 = null)) THEN null ELSE cast(PctPos_ret#94174543 as float) END AS PctPos_ret#94174826, CASE WHEN ((TR_ret#94174544 = NA) OR (TR_ret#94174544 = null)) THEN null ELSE cast(TR_ret#94174544 as float) END AS TR_ret#94174830, CASE WHEN ((IR_ret#94174545 = NA) OR (IR_ret#94174545 = null)) THEN null ELSE cast(IR_ret#94174545 as float) END AS IR_ret#94174835, CASE WHEN ((annual_resret#94174546 = NA) OR (annual_resret#94174546 = null)) THEN null ELSE cast(annual_resret#94174546 as float) END AS annual_resret#94174838, CASE WHEN ((std_resret#94174547 = NA) OR (std_resret#94174547 = null)) THEN null ELSE cast(std_resret#94174547 as float) END AS std_resret#94174842, CASE WHEN ((Sharpe_resret#94174548 = NA) OR (Sharpe_resret#94174548 = null)) THEN null ELSE cast(Sharpe_resret#94174548 as float) END AS Sharpe_resret#94174845, CASE WHEN ((PctPos_resret#94174549 = NA) OR (PctPos_resret#94174549 = null)) THEN null ELSE cast(PctPos_resret#94174549 as float) END AS PctPos_resret#94174849, CASE WHEN ((TR_resret#94174550 = NA) OR (TR_resret#94174550 = null)) THEN null ELSE cast(TR_resret#94174550 as float) END AS TR_resret#94174851, CASE WHEN ((IR_resret#94174551 = NA) OR (IR_resret#94174551 = null)) THEN null ELSE cast(IR_resret#94174551 as float) END AS IR_resret#94174853, CASE WHEN ((annual_retnet#94174552 = NA) OR (annual_retnet#94174552 = null)) THEN null ELSE cast(annual_retnet#94174552 as float) END AS annual_retnet#94174855, CASE WHEN ((std_retnet#94174553 = NA) OR (std_retnet#94174553 = null)) THEN null ELSE cast(std_retnet#94174553 as float) END AS std_retnet#94174867, CASE WHEN ((Sharpe_retnet#94174554 = NA) OR (Sharpe_retnet#94174554 = null)) THEN null ELSE cast(Sharpe_retnet#94174554 as float) END AS Sharpe_retnet#94174868, CASE WHEN ((PctPos_retnet#94174555 = NA) OR (PctPos_retnet#94174555 = null)) THEN null ELSE cast(PctPos_retnet#94174555 as float) END AS PctPos_retnet#94174881, CASE WHEN ((TR_retnet#94174556 = NA) OR (TR_retnet#94174556 = null)) THEN null ELSE cast(TR_retnet#94174556 as float) END AS TR_retnet#94174882, CASE WHEN ((IR_retnet#94174557 = NA) OR (IR_retnet#94174557 = null)) THEN null ELSE cast(IR_retnet#94174557 as float) END AS IR_retnet#94174883, ... 2 more fields]
: +- FileScan csv [cap#94174534,retIC#94174535,resretIC#94174536,numcos#94174537,numdates#94174538,annual_bmret#94174539,annual_ret#94174540,std_ret#94174541,Sharpe_ret#94174542,PctPos_ret#94174543,TR_ret#94174544,IR_ret#94174545,annual_resret#94174546,std_resret#94174547,Sharpe_resret#94174548,PctPos_resret#94174549,TR_resret#94174550,IR_resret#94174551,annual_retnet#94174552,std_retnet#94174553,Sharpe_retnet#94174554,PctPos_retnet#94174555,TR_retnet#94174556,IR_retnet#94174557,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/stat..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7520374]
+- *(1) Project [annual_ret#94174814 AS ret_small#94191446]
+- *(1) Filter (isnotnull(cap#94174703) AND (cap#94174703 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94174814, cap#94174703], [isnotnull(cap#94174703), (cap#94174703 = 3.0)]
+- InMemoryRelation [cap#94174703, retIC#94174741, resretIC#94174753, numcos#94174792, numdates#94174806, annual_bmret#94174810, annual_ret#94174814, std_ret#94174817, Sharpe_ret#94174820, PctPos_ret#94174826, TR_ret#94174830, IR_ret#94174835, annual_resret#94174838, std_resret#94174842, Sharpe_resret#94174845, PctPos_resret#94174849, TR_resret#94174851, IR_resret#94174853, annual_retnet#94174855, std_retnet#94174867, Sharpe_retnet#94174868, PctPos_retnet#94174881, TR_retnet#94174882, IR_retnet#94174883, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94174534 = NA) OR (cap#94174534 = null)) THEN null ELSE cast(cap#94174534 as float) END AS cap#94174703, CASE WHEN ((retIC#94174535 = NA) OR (retIC#94174535 = null)) THEN null ELSE cast(retIC#94174535 as float) END AS retIC#94174741, CASE WHEN ((resretIC#94174536 = NA) OR (resretIC#94174536 = null)) THEN null ELSE cast(resretIC#94174536 as float) END AS resretIC#94174753, CASE WHEN ((numcos#94174537 = NA) OR (numcos#94174537 = null)) THEN null ELSE cast(numcos#94174537 as float) END AS numcos#94174792, CASE WHEN ((numdates#94174538 = NA) OR (numdates#94174538 = null)) THEN null ELSE cast(numdates#94174538 as int) END AS numdates#94174806, CASE WHEN ((annual_bmret#94174539 = NA) OR (annual_bmret#94174539 = null)) THEN null ELSE cast(annual_bmret#94174539 as float) END AS annual_bmret#94174810, CASE WHEN ((annual_ret#94174540 = NA) OR (annual_ret#94174540 = null)) THEN null ELSE cast(annual_ret#94174540 as float) END AS annual_ret#94174814, CASE WHEN ((std_ret#94174541 = NA) OR (std_ret#94174541 = null)) THEN null ELSE cast(std_ret#94174541 as float) END AS std_ret#94174817, CASE WHEN ((Sharpe_ret#94174542 = NA) OR (Sharpe_ret#94174542 = null)) THEN null ELSE cast(Sharpe_ret#94174542 as float) END AS Sharpe_ret#94174820, CASE WHEN ((PctPos_ret#94174543 = NA) OR (PctPos_ret#94174543 = null)) THEN null ELSE cast(PctPos_ret#94174543 as float) END AS PctPos_ret#94174826, CASE WHEN ((TR_ret#94174544 = NA) OR (TR_ret#94174544 = null)) THEN null ELSE cast(TR_ret#94174544 as float) END AS TR_ret#94174830, CASE WHEN ((IR_ret#94174545 = NA) OR (IR_ret#94174545 = null)) THEN null ELSE cast(IR_ret#94174545 as float) END AS IR_ret#94174835, CASE WHEN ((annual_resret#94174546 = NA) OR (annual_resret#94174546 = null)) THEN null ELSE cast(annual_resret#94174546 as float) END AS annual_resret#94174838, CASE WHEN ((std_resret#94174547 = NA) OR (std_resret#94174547 = null)) THEN null ELSE cast(std_resret#94174547 as float) END AS std_resret#94174842, CASE WHEN ((Sharpe_resret#94174548 = NA) OR (Sharpe_resret#94174548 = null)) THEN null ELSE cast(Sharpe_resret#94174548 as float) END AS Sharpe_resret#94174845, CASE WHEN ((PctPos_resret#94174549 = NA) OR (PctPos_resret#94174549 = null)) THEN null ELSE cast(PctPos_resret#94174549 as float) END AS PctPos_resret#94174849, CASE WHEN ((TR_resret#94174550 = NA) OR (TR_resret#94174550 = null)) THEN null ELSE cast(TR_resret#94174550 as float) END AS TR_resret#94174851, CASE WHEN ((IR_resret#94174551 = NA) OR (IR_resret#94174551 = null)) THEN null ELSE cast(IR_resret#94174551 as float) END AS IR_resret#94174853, CASE WHEN ((annual_retnet#94174552 = NA) OR (annual_retnet#94174552 = null)) THEN null ELSE cast(annual_retnet#94174552 as float) END AS annual_retnet#94174855, CASE WHEN ((std_retnet#94174553 = NA) OR (std_retnet#94174553 = null)) THEN null ELSE cast(std_retnet#94174553 as float) END AS std_retnet#94174867, CASE WHEN ((Sharpe_retnet#94174554 = NA) OR (Sharpe_retnet#94174554 = null)) THEN null ELSE cast(Sharpe_retnet#94174554 as float) END AS Sharpe_retnet#94174868, CASE WHEN ((PctPos_retnet#94174555 = NA) OR (PctPos_retnet#94174555 = null)) THEN null ELSE cast(PctPos_retnet#94174555 as float) END AS PctPos_retnet#94174881, CASE WHEN ((TR_retnet#94174556 = NA) OR (TR_retnet#94174556 = null)) THEN null ELSE cast(TR_retnet#94174556 as float) END AS TR_retnet#94174882, CASE WHEN ((IR_retnet#94174557 = NA) OR (IR_retnet#94174557 = null)) THEN null ELSE cast(IR_retnet#94174557 as float) END AS IR_retnet#94174883, ... 2 more fields]
+- FileScan csv [cap#94174534,retIC#94174535,resretIC#94174536,numcos#94174537,numdates#94174538,annual_bmret#94174539,annual_ret#94174540,std_ret#94174541,Sharpe_ret#94174542,PctPos_ret#94174543,TR_ret#94174544,IR_ret#94174545,annual_resret#94174546,std_resret#94174547,Sharpe_resret#94174548,PctPos_resret#94174549,TR_resret#94174550,IR_resret#94174551,annual_retnet#94174552,std_retnet#94174553,Sharpe_retnet#94174554,PctPos_retnet#94174555,TR_retnet#94174556,IR_retnet#94174557,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/stat..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94174814, cap#94174703]
Arguments: [annual_ret#94174814, cap#94174703], [isnotnull(cap#94174703), (cap#94174703 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94174703, retIC#94174741, resretIC#94174753, numcos#94174792, numdates#94174806, annual_bmret#94174810, annual_ret#94174814, std_ret#94174817, Sharpe_ret#94174820, PctPos_ret#94174826, TR_ret#94174830, IR_ret#94174835, annual_resret#94174838, std_resret#94174842, Sharpe_resret#94174845, PctPos_resret#94174849, TR_resret#94174851, IR_resret#94174853, annual_retnet#94174855, std_retnet#94174867, Sharpe_retnet#94174868, PctPos_retnet#94174881, TR_retnet#94174882, IR_retnet#94174883, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94174534 = NA) OR (cap#94174534 = null)) THEN null ELSE cast(cap#94174534 as float) END AS cap#94174703, CASE WHEN ((retIC#94174535 = NA) OR (retIC#94174535 = null)) THEN null ELSE cast(retIC#94174535 as float) END AS retIC#94174741, CASE WHEN ((resretIC#94174536 = NA) OR (resretIC#94174536 = null)) THEN null ELSE cast(resretIC#94174536 as float) END AS resretIC#94174753, CASE WHEN ((numcos#94174537 = NA) OR (numcos#94174537 = null)) THEN null ELSE cast(numcos#94174537 as float) END AS numcos#94174792, CASE WHEN ((numdates#94174538 = NA) OR (numdates#94174538 = null)) THEN null ELSE cast(numdates#94174538 as int) END AS numdates#94174806, CASE WHEN ((annual_bmret#94174539 = NA) OR (annual_bmret#94174539 = null)) THEN null ELSE cast(annual_bmret#94174539 as float) END AS annual_bmret#94174810, CASE WHEN ((annual_ret#94174540 = NA) OR (annual_ret#94174540 = null)) THEN null ELSE cast(annual_ret#94174540 as float) END AS annual_ret#94174814, CASE WHEN ((std_ret#94174541 = NA) OR (std_ret#94174541 = null)) THEN null ELSE cast(std_ret#94174541 as float) END AS std_ret#94174817, CASE WHEN ((Sharpe_ret#94174542 = NA) OR (Sharpe_ret#94174542 = null)) THEN null ELSE cast(Sharpe_ret#94174542 as float) END AS Sharpe_ret#94174820, CASE WHEN ((PctPos_ret#94174543 = NA) OR (PctPos_ret#94174543 = null)) THEN null ELSE cast(PctPos_ret#94174543 as float) END AS PctPos_ret#94174826, CASE WHEN ((TR_ret#94174544 = NA) OR (TR_ret#94174544 = null)) THEN null ELSE cast(TR_ret#94174544 as float) END AS TR_ret#94174830, CASE WHEN ((IR_ret#94174545 = NA) OR (IR_ret#94174545 = null)) THEN null ELSE cast(IR_ret#94174545 as float) END AS IR_ret#94174835, CASE WHEN ((annual_resret#94174546 = NA) OR (annual_resret#94174546 = null)) THEN null ELSE cast(annual_resret#94174546 as float) END AS annual_resret#94174838, CASE WHEN ((std_resret#94174547 = NA) OR (std_resret#94174547 = null)) THEN null ELSE cast(std_resret#94174547 as float) END AS std_resret#94174842, CASE WHEN ((Sharpe_resret#94174548 = NA) OR (Sharpe_resret#94174548 = null)) THEN null ELSE cast(Sharpe_resret#94174548 as float) END AS Sharpe_resret#94174845, CASE WHEN ((PctPos_resret#94174549 = NA) OR (PctPos_resret#94174549 = null)) THEN null ELSE cast(PctPos_resret#94174549 as float) END AS PctPos_resret#94174849, CASE WHEN ((TR_resret#94174550 = NA) OR (TR_resret#94174550 = null)) THEN null ELSE cast(TR_resret#94174550 as float) END AS TR_resret#94174851, CASE WHEN ((IR_resret#94174551 = NA) OR (IR_resret#94174551 = null)) THEN null ELSE cast(IR_resret#94174551 as float) END AS IR_resret#94174853, CASE WHEN ((annual_retnet#94174552 = NA) OR (annual_retnet#94174552 = null)) THEN null ELSE cast(annual_retnet#94174552 as float) END AS annual_retnet#94174855, CASE WHEN ((std_retnet#94174553 = NA) OR (std_retnet#94174553 = null)) THEN null ELSE cast(std_retnet#94174553 as float) END AS std_retnet#94174867, CASE WHEN ((Sharpe_retnet#94174554 = NA) OR (Sharpe_retnet#94174554 = null)) THEN null ELSE cast(Sharpe_retnet#94174554 as float) END AS Sharpe_retnet#94174868, CASE WHEN ((PctPos_retnet#94174555 = NA) OR (PctPos_retnet#94174555 = null)) THEN null ELSE cast(PctPos_retnet#94174555 as float) END AS PctPos_retnet#94174881, CASE WHEN ((TR_retnet#94174556 = NA) OR (TR_retnet#94174556 = null)) THEN null ELSE cast(TR_retnet#94174556 as float) END AS TR_retnet#94174882, CASE WHEN ((IR_retnet#94174557 = NA) OR (IR_retnet#94174557 = null)) THEN null ELSE cast(IR_retnet#94174557 as float) END AS IR_retnet#94174883, ... 2 more fields]
+- FileScan csv [cap#94174534,retIC#94174535,resretIC#94174536,numcos#94174537,numdates#94174538,annual_bmret#94174539,annual_ret#94174540,std_ret#94174541,Sharpe_ret#94174542,PctPos_ret#94174543,TR_ret#94174544,IR_ret#94174545,annual_resret#94174546,std_resret#94174547,Sharpe_resret#94174548,PctPos_resret#94174549,TR_resret#94174550,IR_resret#94174551,annual_retnet#94174552,std_retnet#94174553,Sharpe_retnet#94174554,PctPos_retnet#94174555,TR_retnet#94174556,IR_retnet#94174557,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/stat..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94174534, retIC#94174535, resretIC#94174536, numcos#94174537, numdates#94174538, annual_bmret#94174539, annual_ret#94174540, std_ret#94174541, Sharpe_ret#94174542, PctPos_ret#94174543, TR_ret#94174544, IR_ret#94174545, annual_resret#94174546, std_resret#94174547, Sharpe_resret#94174548, PctPos_resret#94174549, TR_resret#94174550, IR_resret#94174551, annual_retnet#94174552, std_retnet#94174553, Sharpe_retnet#94174554, PctPos_retnet#94174555, TR_retnet#94174556, IR_retnet#94174557, turnover#94174558, coverage#94174559]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/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#94174534 = NA) OR (cap#94174534 = null)) THEN null ELSE cast(cap#94174534 as float) END AS cap#94174703, CASE WHEN ((retIC#94174535 = NA) OR (retIC#94174535 = null)) THEN null ELSE cast(retIC#94174535 as float) END AS retIC#94174741, CASE WHEN ((resretIC#94174536 = NA) OR (resretIC#94174536 = null)) THEN null ELSE cast(resretIC#94174536 as float) END AS resretIC#94174753, CASE WHEN ((numcos#94174537 = NA) OR (numcos#94174537 = null)) THEN null ELSE cast(numcos#94174537 as float) END AS numcos#94174792, CASE WHEN ((numdates#94174538 = NA) OR (numdates#94174538 = null)) THEN null ELSE cast(numdates#94174538 as int) END AS numdates#94174806, CASE WHEN ((annual_bmret#94174539 = NA) OR (annual_bmret#94174539 = null)) THEN null ELSE cast(annual_bmret#94174539 as float) END AS annual_bmret#94174810, CASE WHEN ((annual_ret#94174540 = NA) OR (annual_ret#94174540 = null)) THEN null ELSE cast(annual_ret#94174540 as float) END AS annual_ret#94174814, CASE WHEN ((std_ret#94174541 = NA) OR (std_ret#94174541 = null)) THEN null ELSE cast(std_ret#94174541 as float) END AS std_ret#94174817, CASE WHEN ((Sharpe_ret#94174542 = NA) OR (Sharpe_ret#94174542 = null)) THEN null ELSE cast(Sharpe_ret#94174542 as float) END AS Sharpe_ret#94174820, CASE WHEN ((PctPos_ret#94174543 = NA) OR (PctPos_ret#94174543 = null)) THEN null ELSE cast(PctPos_ret#94174543 as float) END AS PctPos_ret#94174826, CASE WHEN ((TR_ret#94174544 = NA) OR (TR_ret#94174544 = null)) THEN null ELSE cast(TR_ret#94174544 as float) END AS TR_ret#94174830, CASE WHEN ((IR_ret#94174545 = NA) OR (IR_ret#94174545 = null)) THEN null ELSE cast(IR_ret#94174545 as float) END AS IR_ret#94174835, CASE WHEN ((annual_resret#94174546 = NA) OR (annual_resret#94174546 = null)) THEN null ELSE cast(annual_resret#94174546 as float) END AS annual_resret#94174838, CASE WHEN ((std_resret#94174547 = NA) OR (std_resret#94174547 = null)) THEN null ELSE cast(std_resret#94174547 as float) END AS std_resret#94174842, CASE WHEN ((Sharpe_resret#94174548 = NA) OR (Sharpe_resret#94174548 = null)) THEN null ELSE cast(Sharpe_resret#94174548 as float) END AS Sharpe_resret#94174845, CASE WHEN ((PctPos_resret#94174549 = NA) OR (PctPos_resret#94174549 = null)) THEN null ELSE cast(PctPos_resret#94174549 as float) END AS PctPos_resret#94174849, CASE WHEN ((TR_resret#94174550 = NA) OR (TR_resret#94174550 = null)) THEN null ELSE cast(TR_resret#94174550 as float) END AS TR_resret#94174851, CASE WHEN ((IR_resret#94174551 = NA) OR (IR_resret#94174551 = null)) THEN null ELSE cast(IR_resret#94174551 as float) END AS IR_resret#94174853, CASE WHEN ((annual_retnet#94174552 = NA) OR (annual_retnet#94174552 = null)) THEN null ELSE cast(annual_retnet#94174552 as float) END AS annual_retnet#94174855, CASE WHEN ((std_retnet#94174553 = NA) OR (std_retnet#94174553 = null)) THEN null ELSE cast(std_retnet#94174553 as float) END AS std_retnet#94174867, CASE WHEN ((Sharpe_retnet#94174554 = NA) OR (Sharpe_retnet#94174554 = null)) THEN null ELSE cast(Sharpe_retnet#94174554 as float) END AS Sharpe_retnet#94174868, CASE WHEN ((PctPos_retnet#94174555 = NA) OR (PctPos_retnet#94174555 = null)) THEN null ELSE cast(PctPos_retnet#94174555 as float) END AS PctPos_retnet#94174881, CASE WHEN ((TR_retnet#94174556 = NA) OR (TR_retnet#94174556 = null)) THEN null ELSE cast(TR_retnet#94174556 as float) END AS TR_retnet#94174882, CASE WHEN ((IR_retnet#94174557 = NA) OR (IR_retnet#94174557 = null)) THEN null ELSE cast(IR_retnet#94174557 as float) END AS IR_retnet#94174883, CASE WHEN ((turnover#94174558 = NA) OR (turnover#94174558 = null)) THEN null ELSE cast(turnover#94174558 as float) END AS turnover#94174884, CASE WHEN ((coverage#94174559 = NA) OR (coverage#94174559 = null)) THEN null ELSE cast(coverage#94174559 as float) END AS coverage#94174885]
Input [26]: [cap#94174534, retIC#94174535, resretIC#94174536, numcos#94174537, numdates#94174538, annual_bmret#94174539, annual_ret#94174540, std_ret#94174541, Sharpe_ret#94174542, PctPos_ret#94174543, TR_ret#94174544, IR_ret#94174545, annual_resret#94174546, std_resret#94174547, Sharpe_resret#94174548, PctPos_resret#94174549, TR_resret#94174550, IR_resret#94174551, annual_retnet#94174552, std_retnet#94174553, Sharpe_retnet#94174554, PctPos_retnet#94174555, TR_retnet#94174556, IR_retnet#94174557, turnover#94174558, coverage#94174559]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94174814, cap#94174703]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94174814, cap#94174703]
Condition : (isnotnull(cap#94174703) AND (cap#94174703 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94174814 AS ret_large#94191444]
Input [2]: [annual_ret#94174814, cap#94174703]
(10) InMemoryTableScan
Output [2]: [annual_ret#94174814, cap#94174703]
Arguments: [annual_ret#94174814, cap#94174703], [isnotnull(cap#94174703), (cap#94174703 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94174703, retIC#94174741, resretIC#94174753, numcos#94174792, numdates#94174806, annual_bmret#94174810, annual_ret#94174814, std_ret#94174817, Sharpe_ret#94174820, PctPos_ret#94174826, TR_ret#94174830, IR_ret#94174835, annual_resret#94174838, std_resret#94174842, Sharpe_resret#94174845, PctPos_resret#94174849, TR_resret#94174851, IR_resret#94174853, annual_retnet#94174855, std_retnet#94174867, Sharpe_retnet#94174868, PctPos_retnet#94174881, TR_retnet#94174882, IR_retnet#94174883, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94174534 = NA) OR (cap#94174534 = null)) THEN null ELSE cast(cap#94174534 as float) END AS cap#94174703, CASE WHEN ((retIC#94174535 = NA) OR (retIC#94174535 = null)) THEN null ELSE cast(retIC#94174535 as float) END AS retIC#94174741, CASE WHEN ((resretIC#94174536 = NA) OR (resretIC#94174536 = null)) THEN null ELSE cast(resretIC#94174536 as float) END AS resretIC#94174753, CASE WHEN ((numcos#94174537 = NA) OR (numcos#94174537 = null)) THEN null ELSE cast(numcos#94174537 as float) END AS numcos#94174792, CASE WHEN ((numdates#94174538 = NA) OR (numdates#94174538 = null)) THEN null ELSE cast(numdates#94174538 as int) END AS numdates#94174806, CASE WHEN ((annual_bmret#94174539 = NA) OR (annual_bmret#94174539 = null)) THEN null ELSE cast(annual_bmret#94174539 as float) END AS annual_bmret#94174810, CASE WHEN ((annual_ret#94174540 = NA) OR (annual_ret#94174540 = null)) THEN null ELSE cast(annual_ret#94174540 as float) END AS annual_ret#94174814, CASE WHEN ((std_ret#94174541 = NA) OR (std_ret#94174541 = null)) THEN null ELSE cast(std_ret#94174541 as float) END AS std_ret#94174817, CASE WHEN ((Sharpe_ret#94174542 = NA) OR (Sharpe_ret#94174542 = null)) THEN null ELSE cast(Sharpe_ret#94174542 as float) END AS Sharpe_ret#94174820, CASE WHEN ((PctPos_ret#94174543 = NA) OR (PctPos_ret#94174543 = null)) THEN null ELSE cast(PctPos_ret#94174543 as float) END AS PctPos_ret#94174826, CASE WHEN ((TR_ret#94174544 = NA) OR (TR_ret#94174544 = null)) THEN null ELSE cast(TR_ret#94174544 as float) END AS TR_ret#94174830, CASE WHEN ((IR_ret#94174545 = NA) OR (IR_ret#94174545 = null)) THEN null ELSE cast(IR_ret#94174545 as float) END AS IR_ret#94174835, CASE WHEN ((annual_resret#94174546 = NA) OR (annual_resret#94174546 = null)) THEN null ELSE cast(annual_resret#94174546 as float) END AS annual_resret#94174838, CASE WHEN ((std_resret#94174547 = NA) OR (std_resret#94174547 = null)) THEN null ELSE cast(std_resret#94174547 as float) END AS std_resret#94174842, CASE WHEN ((Sharpe_resret#94174548 = NA) OR (Sharpe_resret#94174548 = null)) THEN null ELSE cast(Sharpe_resret#94174548 as float) END AS Sharpe_resret#94174845, CASE WHEN ((PctPos_resret#94174549 = NA) OR (PctPos_resret#94174549 = null)) THEN null ELSE cast(PctPos_resret#94174549 as float) END AS PctPos_resret#94174849, CASE WHEN ((TR_resret#94174550 = NA) OR (TR_resret#94174550 = null)) THEN null ELSE cast(TR_resret#94174550 as float) END AS TR_resret#94174851, CASE WHEN ((IR_resret#94174551 = NA) OR (IR_resret#94174551 = null)) THEN null ELSE cast(IR_resret#94174551 as float) END AS IR_resret#94174853, CASE WHEN ((annual_retnet#94174552 = NA) OR (annual_retnet#94174552 = null)) THEN null ELSE cast(annual_retnet#94174552 as float) END AS annual_retnet#94174855, CASE WHEN ((std_retnet#94174553 = NA) OR (std_retnet#94174553 = null)) THEN null ELSE cast(std_retnet#94174553 as float) END AS std_retnet#94174867, CASE WHEN ((Sharpe_retnet#94174554 = NA) OR (Sharpe_retnet#94174554 = null)) THEN null ELSE cast(Sharpe_retnet#94174554 as float) END AS Sharpe_retnet#94174868, CASE WHEN ((PctPos_retnet#94174555 = NA) OR (PctPos_retnet#94174555 = null)) THEN null ELSE cast(PctPos_retnet#94174555 as float) END AS PctPos_retnet#94174881, CASE WHEN ((TR_retnet#94174556 = NA) OR (TR_retnet#94174556 = null)) THEN null ELSE cast(TR_retnet#94174556 as float) END AS TR_retnet#94174882, CASE WHEN ((IR_retnet#94174557 = NA) OR (IR_retnet#94174557 = null)) THEN null ELSE cast(IR_retnet#94174557 as float) END AS IR_retnet#94174883, ... 2 more fields]
+- FileScan csv [cap#94174534,retIC#94174535,resretIC#94174536,numcos#94174537,numdates#94174538,annual_bmret#94174539,annual_ret#94174540,std_ret#94174541,Sharpe_ret#94174542,PctPos_ret#94174543,TR_ret#94174544,IR_ret#94174545,annual_resret#94174546,std_resret#94174547,Sharpe_resret#94174548,PctPos_resret#94174549,TR_resret#94174550,IR_resret#94174551,annual_retnet#94174552,std_retnet#94174553,Sharpe_retnet#94174554,PctPos_retnet#94174555,TR_retnet#94174556,IR_retnet#94174557,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/stat..., 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#94174814, cap#94174703]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94174814, cap#94174703]
Condition : (isnotnull(cap#94174703) AND (cap#94174703 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94174814 AS ret_small#94191446]
Input [2]: [annual_ret#94174814, cap#94174703]
(15) BroadcastExchange
Input [1]: [ret_small#94191446]
Arguments: IdentityBroadcastMode, [id=#7520374]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94191444, ret_small#94191446, (ret_large#94191444 - ret_small#94191446) AS differential#94191504]
Input [2]: [ret_large#94191444, ret_small#94191446]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94191444, ret_small#94191446, differential#94191504]
(19) CollectLimit
Input [3]: [ret_large#94191444, ret_small#94191446, differential#94191504]
Arguments: 1000000