• Submitted Time: 2025/08/02 15:17:22
• Duration: 45 ms
• Succeeded Jobs: 331260 

== 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#94328105, ret_small#94328107, differential#94328220]
Arguments: [ret_large#94328105, ret_small#94328107, differential#94328220]

(2) InMemoryRelation
Arguments: [ret_large#94328105, ret_small#94328107, differential#94328220], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94328105, ret_small#94328107, (ret_large#94328105 - ret_small#94328107) AS differential#94328220]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
   :- *(2) Project [annual_ret#94324984 AS ret_large#94328105]
   :  +- *(2) Filter (isnotnull(cap#94324901) AND (cap#94324901 = 1.0))
   :     +- *(2) ColumnarToRow
   :        +- InMemoryTableScan [annual_ret#94324984, cap#94324901], [isnotnull(cap#94324901), (cap#94324901 = 1.0)]
   :              +- InMemoryRelation [cap#94324901, retIC#94324914, resretIC#94324916, numcos#94324920, numdates#94324922, annual_bmret#94324925, annual_ret#94324984, std_ret#94324987, Sharpe_ret#94324989, PctPos_ret#94325003, TR_ret#94325095, IR_ret#94325159, annual_resret#94325161, std_resret#94325162, Sharpe_resret#94325163, PctPos_resret#94325164, TR_resret#94325165, IR_resret#94325166, annual_retnet#94325167, std_retnet#94325168, Sharpe_retnet#94325169, PctPos_retnet#94325170, TR_retnet#94325171, IR_retnet#94325172, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
   :                    +- *(1) Project [CASE WHEN ((cap#94324657 = NA) OR (cap#94324657 = null)) THEN null ELSE cast(cap#94324657 as float) END AS cap#94324901, CASE WHEN ((retIC#94324658 = NA) OR (retIC#94324658 = null)) THEN null ELSE cast(retIC#94324658 as float) END AS retIC#94324914, CASE WHEN ((resretIC#94324659 = NA) OR (resretIC#94324659 = null)) THEN null ELSE cast(resretIC#94324659 as float) END AS resretIC#94324916, CASE WHEN ((numcos#94324660 = NA) OR (numcos#94324660 = null)) THEN null ELSE cast(numcos#94324660 as float) END AS numcos#94324920, CASE WHEN ((numdates#94324661 = NA) OR (numdates#94324661 = null)) THEN null ELSE cast(numdates#94324661 as float) END AS numdates#94324922, CASE WHEN ((annual_bmret#94324662 = NA) OR (annual_bmret#94324662 = null)) THEN null ELSE cast(annual_bmret#94324662 as float) END AS annual_bmret#94324925, CASE WHEN ((annual_ret#94324663 = NA) OR (annual_ret#94324663 = null)) THEN null ELSE cast(annual_ret#94324663 as float) END AS annual_ret#94324984, CASE WHEN ((std_ret#94324664 = NA) OR (std_ret#94324664 = null)) THEN null ELSE cast(std_ret#94324664 as float) END AS std_ret#94324987, CASE WHEN ((Sharpe_ret#94324665 = NA) OR (Sharpe_ret#94324665 = null)) THEN null ELSE cast(Sharpe_ret#94324665 as float) END AS Sharpe_ret#94324989, CASE WHEN ((PctPos_ret#94324666 = NA) OR (PctPos_ret#94324666 = null)) THEN null ELSE cast(PctPos_ret#94324666 as float) END AS PctPos_ret#94325003, CASE WHEN ((TR_ret#94324667 = NA) OR (TR_ret#94324667 = null)) THEN null ELSE cast(TR_ret#94324667 as float) END AS TR_ret#94325095, CASE WHEN ((IR_ret#94324668 = NA) OR (IR_ret#94324668 = null)) THEN null ELSE cast(IR_ret#94324668 as float) END AS IR_ret#94325159, CASE WHEN ((annual_resret#94324669 = NA) OR (annual_resret#94324669 = null)) THEN null ELSE cast(annual_resret#94324669 as float) END AS annual_resret#94325161, CASE WHEN ((std_resret#94324670 = NA) OR (std_resret#94324670 = null)) THEN null ELSE cast(std_resret#94324670 as float) END AS std_resret#94325162, CASE WHEN ((Sharpe_resret#94324671 = NA) OR (Sharpe_resret#94324671 = null)) THEN null ELSE cast(Sharpe_resret#94324671 as float) END AS Sharpe_resret#94325163, CASE WHEN ((PctPos_resret#94324672 = NA) OR (PctPos_resret#94324672 = null)) THEN null ELSE cast(PctPos_resret#94324672 as float) END AS PctPos_resret#94325164, CASE WHEN ((TR_resret#94324673 = NA) OR (TR_resret#94324673 = null)) THEN null ELSE cast(TR_resret#94324673 as float) END AS TR_resret#94325165, CASE WHEN ((IR_resret#94324674 = NA) OR (IR_resret#94324674 = null)) THEN null ELSE cast(IR_resret#94324674 as float) END AS IR_resret#94325166, CASE WHEN ((annual_retnet#94324675 = NA) OR (annual_retnet#94324675 = null)) THEN null ELSE cast(annual_retnet#94324675 as float) END AS annual_retnet#94325167, CASE WHEN ((std_retnet#94324676 = NA) OR (std_retnet#94324676 = null)) THEN null ELSE cast(std_retnet#94324676 as float) END AS std_retnet#94325168, CASE WHEN ((Sharpe_retnet#94324677 = NA) OR (Sharpe_retnet#94324677 = null)) THEN null ELSE cast(Sharpe_retnet#94324677 as float) END AS Sharpe_retnet#94325169, CASE WHEN ((PctPos_retnet#94324678 = NA) OR (PctPos_retnet#94324678 = null)) THEN null ELSE cast(PctPos_retnet#94324678 as float) END AS PctPos_retnet#94325170, CASE WHEN ((TR_retnet#94324679 = NA) OR (TR_retnet#94324679 = null)) THEN null ELSE cast(TR_retnet#94324679 as float) END AS TR_retnet#94325171, CASE WHEN ((IR_retnet#94324680 = NA) OR (IR_retnet#94324680 = null)) THEN null ELSE cast(IR_retnet#94324680 as float) END AS IR_retnet#94325172, ... 2 more fields]
   :                       +- FileScan csv [cap#94324657,retIC#94324658,resretIC#94324659,numcos#94324660,numdates#94324661,annual_bmret#94324662,annual_ret#94324663,std_ret#94324664,Sharpe_ret#94324665,PctPos_ret#94324666,TR_ret#94324667,IR_ret#94324668,annual_resret#94324669,std_resret#94324670,Sharpe_resret#94324671,PctPos_resret#94324672,TR_resret#94324673,IR_resret#94324674,annual_retnet#94324675,std_retnet#94324676,Sharpe_retnet#94324677,PctPos_retnet#94324678,TR_retnet#94324679,IR_retnet#94324680,... 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=#7531480]
      +- *(1) Project [annual_ret#94324984 AS ret_small#94328107]
         +- *(1) Filter (isnotnull(cap#94324901) AND (cap#94324901 = 3.0))
            +- *(1) ColumnarToRow
               +- InMemoryTableScan [annual_ret#94324984, cap#94324901], [isnotnull(cap#94324901), (cap#94324901 = 3.0)]
                     +- InMemoryRelation [cap#94324901, retIC#94324914, resretIC#94324916, numcos#94324920, numdates#94324922, annual_bmret#94324925, annual_ret#94324984, std_ret#94324987, Sharpe_ret#94324989, PctPos_ret#94325003, TR_ret#94325095, IR_ret#94325159, annual_resret#94325161, std_resret#94325162, Sharpe_resret#94325163, PctPos_resret#94325164, TR_resret#94325165, IR_resret#94325166, annual_retnet#94325167, std_retnet#94325168, Sharpe_retnet#94325169, PctPos_retnet#94325170, TR_retnet#94325171, IR_retnet#94325172, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
                           +- *(1) Project [CASE WHEN ((cap#94324657 = NA) OR (cap#94324657 = null)) THEN null ELSE cast(cap#94324657 as float) END AS cap#94324901, CASE WHEN ((retIC#94324658 = NA) OR (retIC#94324658 = null)) THEN null ELSE cast(retIC#94324658 as float) END AS retIC#94324914, CASE WHEN ((resretIC#94324659 = NA) OR (resretIC#94324659 = null)) THEN null ELSE cast(resretIC#94324659 as float) END AS resretIC#94324916, CASE WHEN ((numcos#94324660 = NA) OR (numcos#94324660 = null)) THEN null ELSE cast(numcos#94324660 as float) END AS numcos#94324920, CASE WHEN ((numdates#94324661 = NA) OR (numdates#94324661 = null)) THEN null ELSE cast(numdates#94324661 as float) END AS numdates#94324922, CASE WHEN ((annual_bmret#94324662 = NA) OR (annual_bmret#94324662 = null)) THEN null ELSE cast(annual_bmret#94324662 as float) END AS annual_bmret#94324925, CASE WHEN ((annual_ret#94324663 = NA) OR (annual_ret#94324663 = null)) THEN null ELSE cast(annual_ret#94324663 as float) END AS annual_ret#94324984, CASE WHEN ((std_ret#94324664 = NA) OR (std_ret#94324664 = null)) THEN null ELSE cast(std_ret#94324664 as float) END AS std_ret#94324987, CASE WHEN ((Sharpe_ret#94324665 = NA) OR (Sharpe_ret#94324665 = null)) THEN null ELSE cast(Sharpe_ret#94324665 as float) END AS Sharpe_ret#94324989, CASE WHEN ((PctPos_ret#94324666 = NA) OR (PctPos_ret#94324666 = null)) THEN null ELSE cast(PctPos_ret#94324666 as float) END AS PctPos_ret#94325003, CASE WHEN ((TR_ret#94324667 = NA) OR (TR_ret#94324667 = null)) THEN null ELSE cast(TR_ret#94324667 as float) END AS TR_ret#94325095, CASE WHEN ((IR_ret#94324668 = NA) OR (IR_ret#94324668 = null)) THEN null ELSE cast(IR_ret#94324668 as float) END AS IR_ret#94325159, CASE WHEN ((annual_resret#94324669 = NA) OR (annual_resret#94324669 = null)) THEN null ELSE cast(annual_resret#94324669 as float) END AS annual_resret#94325161, CASE WHEN ((std_resret#94324670 = NA) OR (std_resret#94324670 = null)) THEN null ELSE cast(std_resret#94324670 as float) END AS std_resret#94325162, CASE WHEN ((Sharpe_resret#94324671 = NA) OR (Sharpe_resret#94324671 = null)) THEN null ELSE cast(Sharpe_resret#94324671 as float) END AS Sharpe_resret#94325163, CASE WHEN ((PctPos_resret#94324672 = NA) OR (PctPos_resret#94324672 = null)) THEN null ELSE cast(PctPos_resret#94324672 as float) END AS PctPos_resret#94325164, CASE WHEN ((TR_resret#94324673 = NA) OR (TR_resret#94324673 = null)) THEN null ELSE cast(TR_resret#94324673 as float) END AS TR_resret#94325165, CASE WHEN ((IR_resret#94324674 = NA) OR (IR_resret#94324674 = null)) THEN null ELSE cast(IR_resret#94324674 as float) END AS IR_resret#94325166, CASE WHEN ((annual_retnet#94324675 = NA) OR (annual_retnet#94324675 = null)) THEN null ELSE cast(annual_retnet#94324675 as float) END AS annual_retnet#94325167, CASE WHEN ((std_retnet#94324676 = NA) OR (std_retnet#94324676 = null)) THEN null ELSE cast(std_retnet#94324676 as float) END AS std_retnet#94325168, CASE WHEN ((Sharpe_retnet#94324677 = NA) OR (Sharpe_retnet#94324677 = null)) THEN null ELSE cast(Sharpe_retnet#94324677 as float) END AS Sharpe_retnet#94325169, CASE WHEN ((PctPos_retnet#94324678 = NA) OR (PctPos_retnet#94324678 = null)) THEN null ELSE cast(PctPos_retnet#94324678 as float) END AS PctPos_retnet#94325170, CASE WHEN ((TR_retnet#94324679 = NA) OR (TR_retnet#94324679 = null)) THEN null ELSE cast(TR_retnet#94324679 as float) END AS TR_retnet#94325171, CASE WHEN ((IR_retnet#94324680 = NA) OR (IR_retnet#94324680 = null)) THEN null ELSE cast(IR_retnet#94324680 as float) END AS IR_retnet#94325172, ... 2 more fields]
                              +- FileScan csv [cap#94324657,retIC#94324658,resretIC#94324659,numcos#94324660,numdates#94324661,annual_bmret#94324662,annual_ret#94324663,std_ret#94324664,Sharpe_ret#94324665,PctPos_ret#94324666,TR_ret#94324667,IR_ret#94324668,annual_resret#94324669,std_resret#94324670,Sharpe_resret#94324671,PctPos_resret#94324672,TR_resret#94324673,IR_resret#94324674,annual_retnet#94324675,std_retnet#94324676,Sharpe_retnet#94324677,PctPos_retnet#94324678,TR_retnet#94324679,IR_retnet#94324680,... 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#94324984, cap#94324901]
Arguments: [annual_ret#94324984, cap#94324901], [isnotnull(cap#94324901), (cap#94324901 = 1.0)]

(4) InMemoryRelation
Arguments: [cap#94324901, retIC#94324914, resretIC#94324916, numcos#94324920, numdates#94324922, annual_bmret#94324925, annual_ret#94324984, std_ret#94324987, Sharpe_ret#94324989, PctPos_ret#94325003, TR_ret#94325095, IR_ret#94325159, annual_resret#94325161, std_resret#94325162, Sharpe_resret#94325163, PctPos_resret#94325164, TR_resret#94325165, IR_resret#94325166, annual_retnet#94325167, std_retnet#94325168, Sharpe_retnet#94325169, PctPos_retnet#94325170, TR_retnet#94325171, IR_retnet#94325172, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94324657 = NA) OR (cap#94324657 = null)) THEN null ELSE cast(cap#94324657 as float) END AS cap#94324901, CASE WHEN ((retIC#94324658 = NA) OR (retIC#94324658 = null)) THEN null ELSE cast(retIC#94324658 as float) END AS retIC#94324914, CASE WHEN ((resretIC#94324659 = NA) OR (resretIC#94324659 = null)) THEN null ELSE cast(resretIC#94324659 as float) END AS resretIC#94324916, CASE WHEN ((numcos#94324660 = NA) OR (numcos#94324660 = null)) THEN null ELSE cast(numcos#94324660 as float) END AS numcos#94324920, CASE WHEN ((numdates#94324661 = NA) OR (numdates#94324661 = null)) THEN null ELSE cast(numdates#94324661 as float) END AS numdates#94324922, CASE WHEN ((annual_bmret#94324662 = NA) OR (annual_bmret#94324662 = null)) THEN null ELSE cast(annual_bmret#94324662 as float) END AS annual_bmret#94324925, CASE WHEN ((annual_ret#94324663 = NA) OR (annual_ret#94324663 = null)) THEN null ELSE cast(annual_ret#94324663 as float) END AS annual_ret#94324984, CASE WHEN ((std_ret#94324664 = NA) OR (std_ret#94324664 = null)) THEN null ELSE cast(std_ret#94324664 as float) END AS std_ret#94324987, CASE WHEN ((Sharpe_ret#94324665 = NA) OR (Sharpe_ret#94324665 = null)) THEN null ELSE cast(Sharpe_ret#94324665 as float) END AS Sharpe_ret#94324989, CASE WHEN ((PctPos_ret#94324666 = NA) OR (PctPos_ret#94324666 = null)) THEN null ELSE cast(PctPos_ret#94324666 as float) END AS PctPos_ret#94325003, CASE WHEN ((TR_ret#94324667 = NA) OR (TR_ret#94324667 = null)) THEN null ELSE cast(TR_ret#94324667 as float) END AS TR_ret#94325095, CASE WHEN ((IR_ret#94324668 = NA) OR (IR_ret#94324668 = null)) THEN null ELSE cast(IR_ret#94324668 as float) END AS IR_ret#94325159, CASE WHEN ((annual_resret#94324669 = NA) OR (annual_resret#94324669 = null)) THEN null ELSE cast(annual_resret#94324669 as float) END AS annual_resret#94325161, CASE WHEN ((std_resret#94324670 = NA) OR (std_resret#94324670 = null)) THEN null ELSE cast(std_resret#94324670 as float) END AS std_resret#94325162, CASE WHEN ((Sharpe_resret#94324671 = NA) OR (Sharpe_resret#94324671 = null)) THEN null ELSE cast(Sharpe_resret#94324671 as float) END AS Sharpe_resret#94325163, CASE WHEN ((PctPos_resret#94324672 = NA) OR (PctPos_resret#94324672 = null)) THEN null ELSE cast(PctPos_resret#94324672 as float) END AS PctPos_resret#94325164, CASE WHEN ((TR_resret#94324673 = NA) OR (TR_resret#94324673 = null)) THEN null ELSE cast(TR_resret#94324673 as float) END AS TR_resret#94325165, CASE WHEN ((IR_resret#94324674 = NA) OR (IR_resret#94324674 = null)) THEN null ELSE cast(IR_resret#94324674 as float) END AS IR_resret#94325166, CASE WHEN ((annual_retnet#94324675 = NA) OR (annual_retnet#94324675 = null)) THEN null ELSE cast(annual_retnet#94324675 as float) END AS annual_retnet#94325167, CASE WHEN ((std_retnet#94324676 = NA) OR (std_retnet#94324676 = null)) THEN null ELSE cast(std_retnet#94324676 as float) END AS std_retnet#94325168, CASE WHEN ((Sharpe_retnet#94324677 = NA) OR (Sharpe_retnet#94324677 = null)) THEN null ELSE cast(Sharpe_retnet#94324677 as float) END AS Sharpe_retnet#94325169, CASE WHEN ((PctPos_retnet#94324678 = NA) OR (PctPos_retnet#94324678 = null)) THEN null ELSE cast(PctPos_retnet#94324678 as float) END AS PctPos_retnet#94325170, CASE WHEN ((TR_retnet#94324679 = NA) OR (TR_retnet#94324679 = null)) THEN null ELSE cast(TR_retnet#94324679 as float) END AS TR_retnet#94325171, CASE WHEN ((IR_retnet#94324680 = NA) OR (IR_retnet#94324680 = null)) THEN null ELSE cast(IR_retnet#94324680 as float) END AS IR_retnet#94325172, ... 2 more fields]
+- FileScan csv [cap#94324657,retIC#94324658,resretIC#94324659,numcos#94324660,numdates#94324661,annual_bmret#94324662,annual_ret#94324663,std_ret#94324664,Sharpe_ret#94324665,PctPos_ret#94324666,TR_ret#94324667,IR_ret#94324668,annual_resret#94324669,std_resret#94324670,Sharpe_resret#94324671,PctPos_resret#94324672,TR_resret#94324673,IR_resret#94324674,annual_retnet#94324675,std_retnet#94324676,Sharpe_retnet#94324677,PctPos_retnet#94324678,TR_retnet#94324679,IR_retnet#94324680,... 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#94324657, retIC#94324658, resretIC#94324659, numcos#94324660, numdates#94324661, annual_bmret#94324662, annual_ret#94324663, std_ret#94324664, Sharpe_ret#94324665, PctPos_ret#94324666, TR_ret#94324667, IR_ret#94324668, annual_resret#94324669, std_resret#94324670, Sharpe_resret#94324671, PctPos_resret#94324672, TR_resret#94324673, IR_resret#94324674, annual_retnet#94324675, std_retnet#94324676, Sharpe_retnet#94324677, PctPos_retnet#94324678, TR_retnet#94324679, IR_retnet#94324680, turnover#94324681, coverage#94324682]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_postearnings/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#94324657 = NA) OR (cap#94324657 = null)) THEN null ELSE cast(cap#94324657 as float) END AS cap#94324901, CASE WHEN ((retIC#94324658 = NA) OR (retIC#94324658 = null)) THEN null ELSE cast(retIC#94324658 as float) END AS retIC#94324914, CASE WHEN ((resretIC#94324659 = NA) OR (resretIC#94324659 = null)) THEN null ELSE cast(resretIC#94324659 as float) END AS resretIC#94324916, CASE WHEN ((numcos#94324660 = NA) OR (numcos#94324660 = null)) THEN null ELSE cast(numcos#94324660 as float) END AS numcos#94324920, CASE WHEN ((numdates#94324661 = NA) OR (numdates#94324661 = null)) THEN null ELSE cast(numdates#94324661 as float) END AS numdates#94324922, CASE WHEN ((annual_bmret#94324662 = NA) OR (annual_bmret#94324662 = null)) THEN null ELSE cast(annual_bmret#94324662 as float) END AS annual_bmret#94324925, CASE WHEN ((annual_ret#94324663 = NA) OR (annual_ret#94324663 = null)) THEN null ELSE cast(annual_ret#94324663 as float) END AS annual_ret#94324984, CASE WHEN ((std_ret#94324664 = NA) OR (std_ret#94324664 = null)) THEN null ELSE cast(std_ret#94324664 as float) END AS std_ret#94324987, CASE WHEN ((Sharpe_ret#94324665 = NA) OR (Sharpe_ret#94324665 = null)) THEN null ELSE cast(Sharpe_ret#94324665 as float) END AS Sharpe_ret#94324989, CASE WHEN ((PctPos_ret#94324666 = NA) OR (PctPos_ret#94324666 = null)) THEN null ELSE cast(PctPos_ret#94324666 as float) END AS PctPos_ret#94325003, CASE WHEN ((TR_ret#94324667 = NA) OR (TR_ret#94324667 = null)) THEN null ELSE cast(TR_ret#94324667 as float) END AS TR_ret#94325095, CASE WHEN ((IR_ret#94324668 = NA) OR (IR_ret#94324668 = null)) THEN null ELSE cast(IR_ret#94324668 as float) END AS IR_ret#94325159, CASE WHEN ((annual_resret#94324669 = NA) OR (annual_resret#94324669 = null)) THEN null ELSE cast(annual_resret#94324669 as float) END AS annual_resret#94325161, CASE WHEN ((std_resret#94324670 = NA) OR (std_resret#94324670 = null)) THEN null ELSE cast(std_resret#94324670 as float) END AS std_resret#94325162, CASE WHEN ((Sharpe_resret#94324671 = NA) OR (Sharpe_resret#94324671 = null)) THEN null ELSE cast(Sharpe_resret#94324671 as float) END AS Sharpe_resret#94325163, CASE WHEN ((PctPos_resret#94324672 = NA) OR (PctPos_resret#94324672 = null)) THEN null ELSE cast(PctPos_resret#94324672 as float) END AS PctPos_resret#94325164, CASE WHEN ((TR_resret#94324673 = NA) OR (TR_resret#94324673 = null)) THEN null ELSE cast(TR_resret#94324673 as float) END AS TR_resret#94325165, CASE WHEN ((IR_resret#94324674 = NA) OR (IR_resret#94324674 = null)) THEN null ELSE cast(IR_resret#94324674 as float) END AS IR_resret#94325166, CASE WHEN ((annual_retnet#94324675 = NA) OR (annual_retnet#94324675 = null)) THEN null ELSE cast(annual_retnet#94324675 as float) END AS annual_retnet#94325167, CASE WHEN ((std_retnet#94324676 = NA) OR (std_retnet#94324676 = null)) THEN null ELSE cast(std_retnet#94324676 as float) END AS std_retnet#94325168, CASE WHEN ((Sharpe_retnet#94324677 = NA) OR (Sharpe_retnet#94324677 = null)) THEN null ELSE cast(Sharpe_retnet#94324677 as float) END AS Sharpe_retnet#94325169, CASE WHEN ((PctPos_retnet#94324678 = NA) OR (PctPos_retnet#94324678 = null)) THEN null ELSE cast(PctPos_retnet#94324678 as float) END AS PctPos_retnet#94325170, CASE WHEN ((TR_retnet#94324679 = NA) OR (TR_retnet#94324679 = null)) THEN null ELSE cast(TR_retnet#94324679 as float) END AS TR_retnet#94325171, CASE WHEN ((IR_retnet#94324680 = NA) OR (IR_retnet#94324680 = null)) THEN null ELSE cast(IR_retnet#94324680 as float) END AS IR_retnet#94325172, CASE WHEN ((turnover#94324681 = NA) OR (turnover#94324681 = null)) THEN null ELSE cast(turnover#94324681 as float) END AS turnover#94325173, CASE WHEN ((coverage#94324682 = NA) OR (coverage#94324682 = null)) THEN null ELSE cast(coverage#94324682 as float) END AS coverage#94325174]
Input [26]: [cap#94324657, retIC#94324658, resretIC#94324659, numcos#94324660, numdates#94324661, annual_bmret#94324662, annual_ret#94324663, std_ret#94324664, Sharpe_ret#94324665, PctPos_ret#94324666, TR_ret#94324667, IR_ret#94324668, annual_resret#94324669, std_resret#94324670, Sharpe_resret#94324671, PctPos_resret#94324672, TR_resret#94324673, IR_resret#94324674, annual_retnet#94324675, std_retnet#94324676, Sharpe_retnet#94324677, PctPos_retnet#94324678, TR_retnet#94324679, IR_retnet#94324680, turnover#94324681, coverage#94324682]

(7) Project [codegen id : 2]
Output [1]: [annual_ret#94324984 AS ret_large#94328105]
Input [2]: [annual_ret#94324984, cap#94324901]

(8) InMemoryTableScan
Output [2]: [annual_ret#94324984, cap#94324901]
Arguments: [annual_ret#94324984, cap#94324901], [isnotnull(cap#94324901), (cap#94324901 = 3.0)]

(9) InMemoryRelation
Arguments: [cap#94324901, retIC#94324914, resretIC#94324916, numcos#94324920, numdates#94324922, annual_bmret#94324925, annual_ret#94324984, std_ret#94324987, Sharpe_ret#94324989, PctPos_ret#94325003, TR_ret#94325095, IR_ret#94325159, annual_resret#94325161, std_resret#94325162, Sharpe_resret#94325163, PctPos_resret#94325164, TR_resret#94325165, IR_resret#94325166, annual_retnet#94325167, std_retnet#94325168, Sharpe_retnet#94325169, PctPos_retnet#94325170, TR_retnet#94325171, IR_retnet#94325172, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94324657 = NA) OR (cap#94324657 = null)) THEN null ELSE cast(cap#94324657 as float) END AS cap#94324901, CASE WHEN ((retIC#94324658 = NA) OR (retIC#94324658 = null)) THEN null ELSE cast(retIC#94324658 as float) END AS retIC#94324914, CASE WHEN ((resretIC#94324659 = NA) OR (resretIC#94324659 = null)) THEN null ELSE cast(resretIC#94324659 as float) END AS resretIC#94324916, CASE WHEN ((numcos#94324660 = NA) OR (numcos#94324660 = null)) THEN null ELSE cast(numcos#94324660 as float) END AS numcos#94324920, CASE WHEN ((numdates#94324661 = NA) OR (numdates#94324661 = null)) THEN null ELSE cast(numdates#94324661 as float) END AS numdates#94324922, CASE WHEN ((annual_bmret#94324662 = NA) OR (annual_bmret#94324662 = null)) THEN null ELSE cast(annual_bmret#94324662 as float) END AS annual_bmret#94324925, CASE WHEN ((annual_ret#94324663 = NA) OR (annual_ret#94324663 = null)) THEN null ELSE cast(annual_ret#94324663 as float) END AS annual_ret#94324984, CASE WHEN ((std_ret#94324664 = NA) OR (std_ret#94324664 = null)) THEN null ELSE cast(std_ret#94324664 as float) END AS std_ret#94324987, CASE WHEN ((Sharpe_ret#94324665 = NA) OR (Sharpe_ret#94324665 = null)) THEN null ELSE cast(Sharpe_ret#94324665 as float) END AS Sharpe_ret#94324989, CASE WHEN ((PctPos_ret#94324666 = NA) OR (PctPos_ret#94324666 = null)) THEN null ELSE cast(PctPos_ret#94324666 as float) END AS PctPos_ret#94325003, CASE WHEN ((TR_ret#94324667 = NA) OR (TR_ret#94324667 = null)) THEN null ELSE cast(TR_ret#94324667 as float) END AS TR_ret#94325095, CASE WHEN ((IR_ret#94324668 = NA) OR (IR_ret#94324668 = null)) THEN null ELSE cast(IR_ret#94324668 as float) END AS IR_ret#94325159, CASE WHEN ((annual_resret#94324669 = NA) OR (annual_resret#94324669 = null)) THEN null ELSE cast(annual_resret#94324669 as float) END AS annual_resret#94325161, CASE WHEN ((std_resret#94324670 = NA) OR (std_resret#94324670 = null)) THEN null ELSE cast(std_resret#94324670 as float) END AS std_resret#94325162, CASE WHEN ((Sharpe_resret#94324671 = NA) OR (Sharpe_resret#94324671 = null)) THEN null ELSE cast(Sharpe_resret#94324671 as float) END AS Sharpe_resret#94325163, CASE WHEN ((PctPos_resret#94324672 = NA) OR (PctPos_resret#94324672 = null)) THEN null ELSE cast(PctPos_resret#94324672 as float) END AS PctPos_resret#94325164, CASE WHEN ((TR_resret#94324673 = NA) OR (TR_resret#94324673 = null)) THEN null ELSE cast(TR_resret#94324673 as float) END AS TR_resret#94325165, CASE WHEN ((IR_resret#94324674 = NA) OR (IR_resret#94324674 = null)) THEN null ELSE cast(IR_resret#94324674 as float) END AS IR_resret#94325166, CASE WHEN ((annual_retnet#94324675 = NA) OR (annual_retnet#94324675 = null)) THEN null ELSE cast(annual_retnet#94324675 as float) END AS annual_retnet#94325167, CASE WHEN ((std_retnet#94324676 = NA) OR (std_retnet#94324676 = null)) THEN null ELSE cast(std_retnet#94324676 as float) END AS std_retnet#94325168, CASE WHEN ((Sharpe_retnet#94324677 = NA) OR (Sharpe_retnet#94324677 = null)) THEN null ELSE cast(Sharpe_retnet#94324677 as float) END AS Sharpe_retnet#94325169, CASE WHEN ((PctPos_retnet#94324678 = NA) OR (PctPos_retnet#94324678 = null)) THEN null ELSE cast(PctPos_retnet#94324678 as float) END AS PctPos_retnet#94325170, CASE WHEN ((TR_retnet#94324679 = NA) OR (TR_retnet#94324679 = null)) THEN null ELSE cast(TR_retnet#94324679 as float) END AS TR_retnet#94325171, CASE WHEN ((IR_retnet#94324680 = NA) OR (IR_retnet#94324680 = null)) THEN null ELSE cast(IR_retnet#94324680 as float) END AS IR_retnet#94325172, ... 2 more fields]
+- FileScan csv [cap#94324657,retIC#94324658,resretIC#94324659,numcos#94324660,numdates#94324661,annual_bmret#94324662,annual_ret#94324663,std_ret#94324664,Sharpe_ret#94324665,PctPos_ret#94324666,TR_ret#94324667,IR_ret#94324668,annual_resret#94324669,std_resret#94324670,Sharpe_resret#94324671,PctPos_resret#94324672,TR_resret#94324673,IR_resret#94324674,annual_retnet#94324675,std_retnet#94324676,Sharpe_retnet#94324677,PctPos_retnet#94324678,TR_retnet#94324679,IR_retnet#94324680,... 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)

(10) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94324984, cap#94324901]

(11) Filter [codegen id : 1]
Input [2]: [annual_ret#94324984, cap#94324901]
Condition : (isnotnull(cap#94324901) AND (cap#94324901 = 3.0))

(12) Project [codegen id : 1]
Output [1]: [annual_ret#94324984 AS ret_small#94328107]
Input [2]: [annual_ret#94324984, cap#94324901]

(13) BroadcastExchange
Input [1]: [ret_small#94328107]
Arguments: IdentityBroadcastMode, [id=#7531480]

(14) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None

(15) Project [codegen id : 2]
Output [3]: [ret_large#94328105, ret_small#94328107, (ret_large#94328105 - ret_small#94328107) AS differential#94328220]
Input [2]: [ret_large#94328105, ret_small#94328107]

(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94328105, ret_small#94328107, differential#94328220]

(17) CollectLimit
Input [3]: [ret_large#94328105, ret_small#94328107, differential#94328220]
Arguments: 10000