• Submitted Time: 2025/08/01 15:43:04
• Duration: 44 ms
• Succeeded Jobs: 330064 

== 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#93984407, ret_small#93984437, differential#93984526]
Arguments: [ret_large#93984407, ret_small#93984437, differential#93984526]

(2) InMemoryRelation
Arguments: [ret_large#93984407, ret_small#93984437, differential#93984526], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#93984407, ret_small#93984437, (ret_large#93984407 - ret_small#93984437) AS differential#93984526]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
   :- *(2) Project [annual_ret#93981182 AS ret_large#93984407]
   :  +- *(2) Filter (isnotnull(cap#93981115) AND (cap#93981115 = 1.0))
   :     +- *(2) ColumnarToRow
   :        +- InMemoryTableScan [annual_ret#93981182, cap#93981115], [isnotnull(cap#93981115), (cap#93981115 = 1.0)]
   :              +- InMemoryRelation [cap#93981115, retIC#93981116, resretIC#93981143, numcos#93981144, numdates#93981157, annual_bmret#93981158, annual_ret#93981182, std_ret#93981204, Sharpe_ret#93981209, PctPos_ret#93981212, TR_ret#93981216, IR_ret#93981219, annual_resret#93981224, std_resret#93981228, Sharpe_resret#93981232, PctPos_resret#93981237, TR_resret#93981241, IR_resret#93981255, annual_retnet#93981257, std_retnet#93981259, Sharpe_retnet#93981261, PctPos_retnet#93981264, TR_retnet#93981278, IR_retnet#93981371, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
   :                    +- *(1) Project [CASE WHEN ((cap#93980934 = NA) OR (cap#93980934 = null)) THEN null ELSE cast(cap#93980934 as float) END AS cap#93981115, CASE WHEN ((retIC#93980935 = NA) OR (retIC#93980935 = null)) THEN null ELSE cast(retIC#93980935 as float) END AS retIC#93981116, CASE WHEN ((resretIC#93980938 = NA) OR (resretIC#93980938 = null)) THEN null ELSE cast(resretIC#93980938 as float) END AS resretIC#93981143, CASE WHEN ((numcos#93980940 = NA) OR (numcos#93980940 = null)) THEN null ELSE cast(numcos#93980940 as float) END AS numcos#93981144, CASE WHEN ((numdates#93980943 = NA) OR (numdates#93980943 = null)) THEN null ELSE cast(numdates#93980943 as float) END AS numdates#93981157, CASE WHEN ((annual_bmret#93980945 = NA) OR (annual_bmret#93980945 = null)) THEN null ELSE cast(annual_bmret#93980945 as float) END AS annual_bmret#93981158, CASE WHEN ((annual_ret#93980949 = NA) OR (annual_ret#93980949 = null)) THEN null ELSE cast(annual_ret#93980949 as float) END AS annual_ret#93981182, CASE WHEN ((std_ret#93980951 = NA) OR (std_ret#93980951 = null)) THEN null ELSE cast(std_ret#93980951 as float) END AS std_ret#93981204, CASE WHEN ((Sharpe_ret#93980953 = NA) OR (Sharpe_ret#93980953 = null)) THEN null ELSE cast(Sharpe_ret#93980953 as float) END AS Sharpe_ret#93981209, CASE WHEN ((PctPos_ret#93980955 = NA) OR (PctPos_ret#93980955 = null)) THEN null ELSE cast(PctPos_ret#93980955 as float) END AS PctPos_ret#93981212, CASE WHEN ((TR_ret#93980957 = NA) OR (TR_ret#93980957 = null)) THEN null ELSE cast(TR_ret#93980957 as float) END AS TR_ret#93981216, CASE WHEN ((IR_ret#93980959 = NA) OR (IR_ret#93980959 = null)) THEN null ELSE cast(IR_ret#93980959 as float) END AS IR_ret#93981219, CASE WHEN ((annual_resret#93980961 = NA) OR (annual_resret#93980961 = null)) THEN null ELSE cast(annual_resret#93980961 as float) END AS annual_resret#93981224, CASE WHEN ((std_resret#93980963 = NA) OR (std_resret#93980963 = null)) THEN null ELSE cast(std_resret#93980963 as float) END AS std_resret#93981228, CASE WHEN ((Sharpe_resret#93980965 = NA) OR (Sharpe_resret#93980965 = null)) THEN null ELSE cast(Sharpe_resret#93980965 as float) END AS Sharpe_resret#93981232, CASE WHEN ((PctPos_resret#93980967 = NA) OR (PctPos_resret#93980967 = null)) THEN null ELSE cast(PctPos_resret#93980967 as float) END AS PctPos_resret#93981237, CASE WHEN ((TR_resret#93980970 = NA) OR (TR_resret#93980970 = null)) THEN null ELSE cast(TR_resret#93980970 as float) END AS TR_resret#93981241, CASE WHEN ((IR_resret#93980972 = NA) OR (IR_resret#93980972 = null)) THEN null ELSE cast(IR_resret#93980972 as float) END AS IR_resret#93981255, CASE WHEN ((annual_retnet#93980974 = NA) OR (annual_retnet#93980974 = null)) THEN null ELSE cast(annual_retnet#93980974 as float) END AS annual_retnet#93981257, CASE WHEN ((std_retnet#93980976 = NA) OR (std_retnet#93980976 = null)) THEN null ELSE cast(std_retnet#93980976 as float) END AS std_retnet#93981259, CASE WHEN ((Sharpe_retnet#93980978 = NA) OR (Sharpe_retnet#93980978 = null)) THEN null ELSE cast(Sharpe_retnet#93980978 as float) END AS Sharpe_retnet#93981261, CASE WHEN ((PctPos_retnet#93980980 = NA) OR (PctPos_retnet#93980980 = null)) THEN null ELSE cast(PctPos_retnet#93980980 as float) END AS PctPos_retnet#93981264, CASE WHEN ((TR_retnet#93980981 = NA) OR (TR_retnet#93980981 = null)) THEN null ELSE cast(TR_retnet#93980981 as float) END AS TR_retnet#93981278, CASE WHEN ((IR_retnet#93980982 = NA) OR (IR_retnet#93980982 = null)) THEN null ELSE cast(IR_retnet#93980982 as float) END AS IR_retnet#93981371, ... 2 more fields]
   :                       +- FileScan csv [cap#93980934,retIC#93980935,resretIC#93980938,numcos#93980940,numdates#93980943,annual_bmret#93980945,annual_ret#93980949,std_ret#93980951,Sharpe_ret#93980953,PctPos_ret#93980955,TR_ret#93980957,IR_ret#93980959,annual_resret#93980961,std_resret#93980963,Sharpe_resret#93980965,PctPos_resret#93980967,TR_resret#93980970,IR_resret#93980972,annual_retnet#93980974,std_retnet#93980976,Sharpe_retnet#93980978,PctPos_retnet#93980980,TR_retnet#93980981,IR_retnet#93980982,... 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=#7504127]
      +- *(1) Project [annual_ret#93981182 AS ret_small#93984437]
         +- *(1) Filter (isnotnull(cap#93981115) AND (cap#93981115 = 3.0))
            +- *(1) ColumnarToRow
               +- InMemoryTableScan [annual_ret#93981182, cap#93981115], [isnotnull(cap#93981115), (cap#93981115 = 3.0)]
                     +- InMemoryRelation [cap#93981115, retIC#93981116, resretIC#93981143, numcos#93981144, numdates#93981157, annual_bmret#93981158, annual_ret#93981182, std_ret#93981204, Sharpe_ret#93981209, PctPos_ret#93981212, TR_ret#93981216, IR_ret#93981219, annual_resret#93981224, std_resret#93981228, Sharpe_resret#93981232, PctPos_resret#93981237, TR_resret#93981241, IR_resret#93981255, annual_retnet#93981257, std_retnet#93981259, Sharpe_retnet#93981261, PctPos_retnet#93981264, TR_retnet#93981278, IR_retnet#93981371, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
                           +- *(1) Project [CASE WHEN ((cap#93980934 = NA) OR (cap#93980934 = null)) THEN null ELSE cast(cap#93980934 as float) END AS cap#93981115, CASE WHEN ((retIC#93980935 = NA) OR (retIC#93980935 = null)) THEN null ELSE cast(retIC#93980935 as float) END AS retIC#93981116, CASE WHEN ((resretIC#93980938 = NA) OR (resretIC#93980938 = null)) THEN null ELSE cast(resretIC#93980938 as float) END AS resretIC#93981143, CASE WHEN ((numcos#93980940 = NA) OR (numcos#93980940 = null)) THEN null ELSE cast(numcos#93980940 as float) END AS numcos#93981144, CASE WHEN ((numdates#93980943 = NA) OR (numdates#93980943 = null)) THEN null ELSE cast(numdates#93980943 as float) END AS numdates#93981157, CASE WHEN ((annual_bmret#93980945 = NA) OR (annual_bmret#93980945 = null)) THEN null ELSE cast(annual_bmret#93980945 as float) END AS annual_bmret#93981158, CASE WHEN ((annual_ret#93980949 = NA) OR (annual_ret#93980949 = null)) THEN null ELSE cast(annual_ret#93980949 as float) END AS annual_ret#93981182, CASE WHEN ((std_ret#93980951 = NA) OR (std_ret#93980951 = null)) THEN null ELSE cast(std_ret#93980951 as float) END AS std_ret#93981204, CASE WHEN ((Sharpe_ret#93980953 = NA) OR (Sharpe_ret#93980953 = null)) THEN null ELSE cast(Sharpe_ret#93980953 as float) END AS Sharpe_ret#93981209, CASE WHEN ((PctPos_ret#93980955 = NA) OR (PctPos_ret#93980955 = null)) THEN null ELSE cast(PctPos_ret#93980955 as float) END AS PctPos_ret#93981212, CASE WHEN ((TR_ret#93980957 = NA) OR (TR_ret#93980957 = null)) THEN null ELSE cast(TR_ret#93980957 as float) END AS TR_ret#93981216, CASE WHEN ((IR_ret#93980959 = NA) OR (IR_ret#93980959 = null)) THEN null ELSE cast(IR_ret#93980959 as float) END AS IR_ret#93981219, CASE WHEN ((annual_resret#93980961 = NA) OR (annual_resret#93980961 = null)) THEN null ELSE cast(annual_resret#93980961 as float) END AS annual_resret#93981224, CASE WHEN ((std_resret#93980963 = NA) OR (std_resret#93980963 = null)) THEN null ELSE cast(std_resret#93980963 as float) END AS std_resret#93981228, CASE WHEN ((Sharpe_resret#93980965 = NA) OR (Sharpe_resret#93980965 = null)) THEN null ELSE cast(Sharpe_resret#93980965 as float) END AS Sharpe_resret#93981232, CASE WHEN ((PctPos_resret#93980967 = NA) OR (PctPos_resret#93980967 = null)) THEN null ELSE cast(PctPos_resret#93980967 as float) END AS PctPos_resret#93981237, CASE WHEN ((TR_resret#93980970 = NA) OR (TR_resret#93980970 = null)) THEN null ELSE cast(TR_resret#93980970 as float) END AS TR_resret#93981241, CASE WHEN ((IR_resret#93980972 = NA) OR (IR_resret#93980972 = null)) THEN null ELSE cast(IR_resret#93980972 as float) END AS IR_resret#93981255, CASE WHEN ((annual_retnet#93980974 = NA) OR (annual_retnet#93980974 = null)) THEN null ELSE cast(annual_retnet#93980974 as float) END AS annual_retnet#93981257, CASE WHEN ((std_retnet#93980976 = NA) OR (std_retnet#93980976 = null)) THEN null ELSE cast(std_retnet#93980976 as float) END AS std_retnet#93981259, CASE WHEN ((Sharpe_retnet#93980978 = NA) OR (Sharpe_retnet#93980978 = null)) THEN null ELSE cast(Sharpe_retnet#93980978 as float) END AS Sharpe_retnet#93981261, CASE WHEN ((PctPos_retnet#93980980 = NA) OR (PctPos_retnet#93980980 = null)) THEN null ELSE cast(PctPos_retnet#93980980 as float) END AS PctPos_retnet#93981264, CASE WHEN ((TR_retnet#93980981 = NA) OR (TR_retnet#93980981 = null)) THEN null ELSE cast(TR_retnet#93980981 as float) END AS TR_retnet#93981278, CASE WHEN ((IR_retnet#93980982 = NA) OR (IR_retnet#93980982 = null)) THEN null ELSE cast(IR_retnet#93980982 as float) END AS IR_retnet#93981371, ... 2 more fields]
                              +- FileScan csv [cap#93980934,retIC#93980935,resretIC#93980938,numcos#93980940,numdates#93980943,annual_bmret#93980945,annual_ret#93980949,std_ret#93980951,Sharpe_ret#93980953,PctPos_ret#93980955,TR_ret#93980957,IR_ret#93980959,annual_resret#93980961,std_resret#93980963,Sharpe_resret#93980965,PctPos_resret#93980967,TR_resret#93980970,IR_resret#93980972,annual_retnet#93980974,std_retnet#93980976,Sharpe_retnet#93980978,PctPos_retnet#93980980,TR_retnet#93980981,IR_retnet#93980982,... 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#93981182, cap#93981115]
Arguments: [annual_ret#93981182, cap#93981115], [isnotnull(cap#93981115), (cap#93981115 = 1.0)]

(4) InMemoryRelation
Arguments: [cap#93981115, retIC#93981116, resretIC#93981143, numcos#93981144, numdates#93981157, annual_bmret#93981158, annual_ret#93981182, std_ret#93981204, Sharpe_ret#93981209, PctPos_ret#93981212, TR_ret#93981216, IR_ret#93981219, annual_resret#93981224, std_resret#93981228, Sharpe_resret#93981232, PctPos_resret#93981237, TR_resret#93981241, IR_resret#93981255, annual_retnet#93981257, std_retnet#93981259, Sharpe_retnet#93981261, PctPos_retnet#93981264, TR_retnet#93981278, IR_retnet#93981371, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#93980934 = NA) OR (cap#93980934 = null)) THEN null ELSE cast(cap#93980934 as float) END AS cap#93981115, CASE WHEN ((retIC#93980935 = NA) OR (retIC#93980935 = null)) THEN null ELSE cast(retIC#93980935 as float) END AS retIC#93981116, CASE WHEN ((resretIC#93980938 = NA) OR (resretIC#93980938 = null)) THEN null ELSE cast(resretIC#93980938 as float) END AS resretIC#93981143, CASE WHEN ((numcos#93980940 = NA) OR (numcos#93980940 = null)) THEN null ELSE cast(numcos#93980940 as float) END AS numcos#93981144, CASE WHEN ((numdates#93980943 = NA) OR (numdates#93980943 = null)) THEN null ELSE cast(numdates#93980943 as float) END AS numdates#93981157, CASE WHEN ((annual_bmret#93980945 = NA) OR (annual_bmret#93980945 = null)) THEN null ELSE cast(annual_bmret#93980945 as float) END AS annual_bmret#93981158, CASE WHEN ((annual_ret#93980949 = NA) OR (annual_ret#93980949 = null)) THEN null ELSE cast(annual_ret#93980949 as float) END AS annual_ret#93981182, CASE WHEN ((std_ret#93980951 = NA) OR (std_ret#93980951 = null)) THEN null ELSE cast(std_ret#93980951 as float) END AS std_ret#93981204, CASE WHEN ((Sharpe_ret#93980953 = NA) OR (Sharpe_ret#93980953 = null)) THEN null ELSE cast(Sharpe_ret#93980953 as float) END AS Sharpe_ret#93981209, CASE WHEN ((PctPos_ret#93980955 = NA) OR (PctPos_ret#93980955 = null)) THEN null ELSE cast(PctPos_ret#93980955 as float) END AS PctPos_ret#93981212, CASE WHEN ((TR_ret#93980957 = NA) OR (TR_ret#93980957 = null)) THEN null ELSE cast(TR_ret#93980957 as float) END AS TR_ret#93981216, CASE WHEN ((IR_ret#93980959 = NA) OR (IR_ret#93980959 = null)) THEN null ELSE cast(IR_ret#93980959 as float) END AS IR_ret#93981219, CASE WHEN ((annual_resret#93980961 = NA) OR (annual_resret#93980961 = null)) THEN null ELSE cast(annual_resret#93980961 as float) END AS annual_resret#93981224, CASE WHEN ((std_resret#93980963 = NA) OR (std_resret#93980963 = null)) THEN null ELSE cast(std_resret#93980963 as float) END AS std_resret#93981228, CASE WHEN ((Sharpe_resret#93980965 = NA) OR (Sharpe_resret#93980965 = null)) THEN null ELSE cast(Sharpe_resret#93980965 as float) END AS Sharpe_resret#93981232, CASE WHEN ((PctPos_resret#93980967 = NA) OR (PctPos_resret#93980967 = null)) THEN null ELSE cast(PctPos_resret#93980967 as float) END AS PctPos_resret#93981237, CASE WHEN ((TR_resret#93980970 = NA) OR (TR_resret#93980970 = null)) THEN null ELSE cast(TR_resret#93980970 as float) END AS TR_resret#93981241, CASE WHEN ((IR_resret#93980972 = NA) OR (IR_resret#93980972 = null)) THEN null ELSE cast(IR_resret#93980972 as float) END AS IR_resret#93981255, CASE WHEN ((annual_retnet#93980974 = NA) OR (annual_retnet#93980974 = null)) THEN null ELSE cast(annual_retnet#93980974 as float) END AS annual_retnet#93981257, CASE WHEN ((std_retnet#93980976 = NA) OR (std_retnet#93980976 = null)) THEN null ELSE cast(std_retnet#93980976 as float) END AS std_retnet#93981259, CASE WHEN ((Sharpe_retnet#93980978 = NA) OR (Sharpe_retnet#93980978 = null)) THEN null ELSE cast(Sharpe_retnet#93980978 as float) END AS Sharpe_retnet#93981261, CASE WHEN ((PctPos_retnet#93980980 = NA) OR (PctPos_retnet#93980980 = null)) THEN null ELSE cast(PctPos_retnet#93980980 as float) END AS PctPos_retnet#93981264, CASE WHEN ((TR_retnet#93980981 = NA) OR (TR_retnet#93980981 = null)) THEN null ELSE cast(TR_retnet#93980981 as float) END AS TR_retnet#93981278, CASE WHEN ((IR_retnet#93980982 = NA) OR (IR_retnet#93980982 = null)) THEN null ELSE cast(IR_retnet#93980982 as float) END AS IR_retnet#93981371, ... 2 more fields]
+- FileScan csv [cap#93980934,retIC#93980935,resretIC#93980938,numcos#93980940,numdates#93980943,annual_bmret#93980945,annual_ret#93980949,std_ret#93980951,Sharpe_ret#93980953,PctPos_ret#93980955,TR_ret#93980957,IR_ret#93980959,annual_resret#93980961,std_resret#93980963,Sharpe_resret#93980965,PctPos_resret#93980967,TR_resret#93980970,IR_resret#93980972,annual_retnet#93980974,std_retnet#93980976,Sharpe_retnet#93980978,PctPos_retnet#93980980,TR_retnet#93980981,IR_retnet#93980982,... 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)

(unknown) Scan csv 
Output [26]: [cap#93980934, retIC#93980935, resretIC#93980938, numcos#93980940, numdates#93980943, annual_bmret#93980945, annual_ret#93980949, std_ret#93980951, Sharpe_ret#93980953, PctPos_ret#93980955, TR_ret#93980957, IR_ret#93980959, annual_resret#93980961, std_resret#93980963, Sharpe_resret#93980965, PctPos_resret#93980967, TR_resret#93980970, IR_resret#93980972, annual_retnet#93980974, std_retnet#93980976, Sharpe_retnet#93980978, PctPos_retnet#93980980, TR_retnet#93980981, IR_retnet#93980982, turnover#93980983, coverage#93980984]
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>

(unknown) Project
Output [26]: [CASE WHEN ((cap#93980934 = NA) OR (cap#93980934 = null)) THEN null ELSE cast(cap#93980934 as float) END AS cap#93981115, CASE WHEN ((retIC#93980935 = NA) OR (retIC#93980935 = null)) THEN null ELSE cast(retIC#93980935 as float) END AS retIC#93981116, CASE WHEN ((resretIC#93980938 = NA) OR (resretIC#93980938 = null)) THEN null ELSE cast(resretIC#93980938 as float) END AS resretIC#93981143, CASE WHEN ((numcos#93980940 = NA) OR (numcos#93980940 = null)) THEN null ELSE cast(numcos#93980940 as float) END AS numcos#93981144, CASE WHEN ((numdates#93980943 = NA) OR (numdates#93980943 = null)) THEN null ELSE cast(numdates#93980943 as float) END AS numdates#93981157, CASE WHEN ((annual_bmret#93980945 = NA) OR (annual_bmret#93980945 = null)) THEN null ELSE cast(annual_bmret#93980945 as float) END AS annual_bmret#93981158, CASE WHEN ((annual_ret#93980949 = NA) OR (annual_ret#93980949 = null)) THEN null ELSE cast(annual_ret#93980949 as float) END AS annual_ret#93981182, CASE WHEN ((std_ret#93980951 = NA) OR (std_ret#93980951 = null)) THEN null ELSE cast(std_ret#93980951 as float) END AS std_ret#93981204, CASE WHEN ((Sharpe_ret#93980953 = NA) OR (Sharpe_ret#93980953 = null)) THEN null ELSE cast(Sharpe_ret#93980953 as float) END AS Sharpe_ret#93981209, CASE WHEN ((PctPos_ret#93980955 = NA) OR (PctPos_ret#93980955 = null)) THEN null ELSE cast(PctPos_ret#93980955 as float) END AS PctPos_ret#93981212, CASE WHEN ((TR_ret#93980957 = NA) OR (TR_ret#93980957 = null)) THEN null ELSE cast(TR_ret#93980957 as float) END AS TR_ret#93981216, CASE WHEN ((IR_ret#93980959 = NA) OR (IR_ret#93980959 = null)) THEN null ELSE cast(IR_ret#93980959 as float) END AS IR_ret#93981219, CASE WHEN ((annual_resret#93980961 = NA) OR (annual_resret#93980961 = null)) THEN null ELSE cast(annual_resret#93980961 as float) END AS annual_resret#93981224, CASE WHEN ((std_resret#93980963 = NA) OR (std_resret#93980963 = null)) THEN null ELSE cast(std_resret#93980963 as float) END AS std_resret#93981228, CASE WHEN ((Sharpe_resret#93980965 = NA) OR (Sharpe_resret#93980965 = null)) THEN null ELSE cast(Sharpe_resret#93980965 as float) END AS Sharpe_resret#93981232, CASE WHEN ((PctPos_resret#93980967 = NA) OR (PctPos_resret#93980967 = null)) THEN null ELSE cast(PctPos_resret#93980967 as float) END AS PctPos_resret#93981237, CASE WHEN ((TR_resret#93980970 = NA) OR (TR_resret#93980970 = null)) THEN null ELSE cast(TR_resret#93980970 as float) END AS TR_resret#93981241, CASE WHEN ((IR_resret#93980972 = NA) OR (IR_resret#93980972 = null)) THEN null ELSE cast(IR_resret#93980972 as float) END AS IR_resret#93981255, CASE WHEN ((annual_retnet#93980974 = NA) OR (annual_retnet#93980974 = null)) THEN null ELSE cast(annual_retnet#93980974 as float) END AS annual_retnet#93981257, CASE WHEN ((std_retnet#93980976 = NA) OR (std_retnet#93980976 = null)) THEN null ELSE cast(std_retnet#93980976 as float) END AS std_retnet#93981259, CASE WHEN ((Sharpe_retnet#93980978 = NA) OR (Sharpe_retnet#93980978 = null)) THEN null ELSE cast(Sharpe_retnet#93980978 as float) END AS Sharpe_retnet#93981261, CASE WHEN ((PctPos_retnet#93980980 = NA) OR (PctPos_retnet#93980980 = null)) THEN null ELSE cast(PctPos_retnet#93980980 as float) END AS PctPos_retnet#93981264, CASE WHEN ((TR_retnet#93980981 = NA) OR (TR_retnet#93980981 = null)) THEN null ELSE cast(TR_retnet#93980981 as float) END AS TR_retnet#93981278, CASE WHEN ((IR_retnet#93980982 = NA) OR (IR_retnet#93980982 = null)) THEN null ELSE cast(IR_retnet#93980982 as float) END AS IR_retnet#93981371, CASE WHEN ((turnover#93980983 = NA) OR (turnover#93980983 = null)) THEN null ELSE cast(turnover#93980983 as float) END AS turnover#93981384, CASE WHEN ((coverage#93980984 = NA) OR (coverage#93980984 = null)) THEN null ELSE cast(coverage#93980984 as float) END AS coverage#93981386]
Input [26]: [cap#93980934, retIC#93980935, resretIC#93980938, numcos#93980940, numdates#93980943, annual_bmret#93980945, annual_ret#93980949, std_ret#93980951, Sharpe_ret#93980953, PctPos_ret#93980955, TR_ret#93980957, IR_ret#93980959, annual_resret#93980961, std_resret#93980963, Sharpe_resret#93980965, PctPos_resret#93980967, TR_resret#93980970, IR_resret#93980972, annual_retnet#93980974, std_retnet#93980976, Sharpe_retnet#93980978, PctPos_retnet#93980980, TR_retnet#93980981, IR_retnet#93980982, turnover#93980983, coverage#93980984]

(7) Project [codegen id : 2]
Output [1]: [annual_ret#93981182 AS ret_large#93984407]
Input [2]: [annual_ret#93981182, cap#93981115]

(8) InMemoryTableScan
Output [2]: [annual_ret#93981182, cap#93981115]
Arguments: [annual_ret#93981182, cap#93981115], [isnotnull(cap#93981115), (cap#93981115 = 3.0)]

(9) InMemoryRelation
Arguments: [cap#93981115, retIC#93981116, resretIC#93981143, numcos#93981144, numdates#93981157, annual_bmret#93981158, annual_ret#93981182, std_ret#93981204, Sharpe_ret#93981209, PctPos_ret#93981212, TR_ret#93981216, IR_ret#93981219, annual_resret#93981224, std_resret#93981228, Sharpe_resret#93981232, PctPos_resret#93981237, TR_resret#93981241, IR_resret#93981255, annual_retnet#93981257, std_retnet#93981259, Sharpe_retnet#93981261, PctPos_retnet#93981264, TR_retnet#93981278, IR_retnet#93981371, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#93980934 = NA) OR (cap#93980934 = null)) THEN null ELSE cast(cap#93980934 as float) END AS cap#93981115, CASE WHEN ((retIC#93980935 = NA) OR (retIC#93980935 = null)) THEN null ELSE cast(retIC#93980935 as float) END AS retIC#93981116, CASE WHEN ((resretIC#93980938 = NA) OR (resretIC#93980938 = null)) THEN null ELSE cast(resretIC#93980938 as float) END AS resretIC#93981143, CASE WHEN ((numcos#93980940 = NA) OR (numcos#93980940 = null)) THEN null ELSE cast(numcos#93980940 as float) END AS numcos#93981144, CASE WHEN ((numdates#93980943 = NA) OR (numdates#93980943 = null)) THEN null ELSE cast(numdates#93980943 as float) END AS numdates#93981157, CASE WHEN ((annual_bmret#93980945 = NA) OR (annual_bmret#93980945 = null)) THEN null ELSE cast(annual_bmret#93980945 as float) END AS annual_bmret#93981158, CASE WHEN ((annual_ret#93980949 = NA) OR (annual_ret#93980949 = null)) THEN null ELSE cast(annual_ret#93980949 as float) END AS annual_ret#93981182, CASE WHEN ((std_ret#93980951 = NA) OR (std_ret#93980951 = null)) THEN null ELSE cast(std_ret#93980951 as float) END AS std_ret#93981204, CASE WHEN ((Sharpe_ret#93980953 = NA) OR (Sharpe_ret#93980953 = null)) THEN null ELSE cast(Sharpe_ret#93980953 as float) END AS Sharpe_ret#93981209, CASE WHEN ((PctPos_ret#93980955 = NA) OR (PctPos_ret#93980955 = null)) THEN null ELSE cast(PctPos_ret#93980955 as float) END AS PctPos_ret#93981212, CASE WHEN ((TR_ret#93980957 = NA) OR (TR_ret#93980957 = null)) THEN null ELSE cast(TR_ret#93980957 as float) END AS TR_ret#93981216, CASE WHEN ((IR_ret#93980959 = NA) OR (IR_ret#93980959 = null)) THEN null ELSE cast(IR_ret#93980959 as float) END AS IR_ret#93981219, CASE WHEN ((annual_resret#93980961 = NA) OR (annual_resret#93980961 = null)) THEN null ELSE cast(annual_resret#93980961 as float) END AS annual_resret#93981224, CASE WHEN ((std_resret#93980963 = NA) OR (std_resret#93980963 = null)) THEN null ELSE cast(std_resret#93980963 as float) END AS std_resret#93981228, CASE WHEN ((Sharpe_resret#93980965 = NA) OR (Sharpe_resret#93980965 = null)) THEN null ELSE cast(Sharpe_resret#93980965 as float) END AS Sharpe_resret#93981232, CASE WHEN ((PctPos_resret#93980967 = NA) OR (PctPos_resret#93980967 = null)) THEN null ELSE cast(PctPos_resret#93980967 as float) END AS PctPos_resret#93981237, CASE WHEN ((TR_resret#93980970 = NA) OR (TR_resret#93980970 = null)) THEN null ELSE cast(TR_resret#93980970 as float) END AS TR_resret#93981241, CASE WHEN ((IR_resret#93980972 = NA) OR (IR_resret#93980972 = null)) THEN null ELSE cast(IR_resret#93980972 as float) END AS IR_resret#93981255, CASE WHEN ((annual_retnet#93980974 = NA) OR (annual_retnet#93980974 = null)) THEN null ELSE cast(annual_retnet#93980974 as float) END AS annual_retnet#93981257, CASE WHEN ((std_retnet#93980976 = NA) OR (std_retnet#93980976 = null)) THEN null ELSE cast(std_retnet#93980976 as float) END AS std_retnet#93981259, CASE WHEN ((Sharpe_retnet#93980978 = NA) OR (Sharpe_retnet#93980978 = null)) THEN null ELSE cast(Sharpe_retnet#93980978 as float) END AS Sharpe_retnet#93981261, CASE WHEN ((PctPos_retnet#93980980 = NA) OR (PctPos_retnet#93980980 = null)) THEN null ELSE cast(PctPos_retnet#93980980 as float) END AS PctPos_retnet#93981264, CASE WHEN ((TR_retnet#93980981 = NA) OR (TR_retnet#93980981 = null)) THEN null ELSE cast(TR_retnet#93980981 as float) END AS TR_retnet#93981278, CASE WHEN ((IR_retnet#93980982 = NA) OR (IR_retnet#93980982 = null)) THEN null ELSE cast(IR_retnet#93980982 as float) END AS IR_retnet#93981371, ... 2 more fields]
+- FileScan csv [cap#93980934,retIC#93980935,resretIC#93980938,numcos#93980940,numdates#93980943,annual_bmret#93980945,annual_ret#93980949,std_ret#93980951,Sharpe_ret#93980953,PctPos_ret#93980955,TR_ret#93980957,IR_ret#93980959,annual_resret#93980961,std_resret#93980963,Sharpe_resret#93980965,PctPos_resret#93980967,TR_resret#93980970,IR_resret#93980972,annual_retnet#93980974,std_retnet#93980976,Sharpe_retnet#93980978,PctPos_retnet#93980980,TR_retnet#93980981,IR_retnet#93980982,... 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#93981182, cap#93981115]

(11) Filter [codegen id : 1]
Input [2]: [annual_ret#93981182, cap#93981115]
Condition : (isnotnull(cap#93981115) AND (cap#93981115 = 3.0))

(12) Project [codegen id : 1]
Output [1]: [annual_ret#93981182 AS ret_small#93984437]
Input [2]: [annual_ret#93981182, cap#93981115]

(13) BroadcastExchange
Input [1]: [ret_small#93984437]
Arguments: IdentityBroadcastMode, [id=#7504127]

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

(15) Project [codegen id : 2]
Output [3]: [ret_large#93984407, ret_small#93984437, (ret_large#93984407 - ret_small#93984437) AS differential#93984526]
Input [2]: [ret_large#93984407, ret_small#93984437]

(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#93984407, ret_small#93984437, differential#93984526]

(17) CollectLimit
Input [3]: [ret_large#93984407, ret_small#93984437, differential#93984526]
Arguments: 10000