== Physical Plan == CollectLimit (16) +- InMemoryTableScan (1) +- InMemoryRelation (2) +- * Project (15) +- * BroadcastHashJoin Inner BuildRight (14) :- * Filter (7) : +- InMemoryTableScan (3) : +- InMemoryRelation (4) : +- * Project (6) : +- Scan csv (5) +- BroadcastExchange (13) +- * Filter (12) +- InMemoryTableScan (8) +- InMemoryRelation (9) +- * Project (11) +- Scan csv (10) (1) InMemoryTableScan Output [11]: [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] Arguments: [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] (2) InMemoryRelation Arguments: [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] +- *(2) BroadcastHashJoin [group#94220106], [group#94152529], Inner, BuildRight, false :- *(2) Filter isnotnull(group#94220106) : +- InMemoryTableScan [group#94220106, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318], [isnotnull(group#94220106)] : +- InMemoryRelation [group#94220106, annual_bmret#94220108, annual_ret#94220110, std_ret#94220113, Sharpe_ret#94220115, PctPos_ret#94220117, TR_ret#94220120, IR_ret#94220122, annual_resret#94220124, std_resret#94220170, Sharpe_resret#94220172, PctPos_resret#94220174, TR_resret#94220176, IR_resret#94220178, annual_retnet#94220180, std_retnet#94220183, Sharpe_retnet#94220294, PctPos_retnet#94220318, TR_retnet#94220319, IR_retnet#94220320, retIC#94220343, resretIC#94220345, turnover#94220348], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN (group#94219855 = null) THEN null ELSE group#94219855 END AS group#94220106, CASE WHEN ((annual_bmret#94219856 = NA) OR (annual_bmret#94219856 = null)) THEN null ELSE cast(annual_bmret#94219856 as float) END AS annual_bmret#94220108, CASE WHEN ((annual_ret#94219857 = NA) OR (annual_ret#94219857 = null)) THEN null ELSE cast(annual_ret#94219857 as float) END AS annual_ret#94220110, CASE WHEN ((std_ret#94219858 = NA) OR (std_ret#94219858 = null)) THEN null ELSE cast(std_ret#94219858 as float) END AS std_ret#94220113, CASE WHEN ((Sharpe_ret#94219859 = NA) OR (Sharpe_ret#94219859 = null)) THEN null ELSE cast(Sharpe_ret#94219859 as float) END AS Sharpe_ret#94220115, CASE WHEN ((PctPos_ret#94219860 = NA) OR (PctPos_ret#94219860 = null)) THEN null ELSE cast(PctPos_ret#94219860 as float) END AS PctPos_ret#94220117, CASE WHEN ((TR_ret#94219861 = NA) OR (TR_ret#94219861 = null)) THEN null ELSE cast(TR_ret#94219861 as float) END AS TR_ret#94220120, CASE WHEN ((IR_ret#94219862 = NA) OR (IR_ret#94219862 = null)) THEN null ELSE cast(IR_ret#94219862 as float) END AS IR_ret#94220122, CASE WHEN ((annual_resret#94219863 = NA) OR (annual_resret#94219863 = null)) THEN null ELSE cast(annual_resret#94219863 as float) END AS annual_resret#94220124, CASE WHEN ((std_resret#94219864 = NA) OR (std_resret#94219864 = null)) THEN null ELSE cast(std_resret#94219864 as float) END AS std_resret#94220170, CASE WHEN ((Sharpe_resret#94219865 = NA) OR (Sharpe_resret#94219865 = null)) THEN null ELSE cast(Sharpe_resret#94219865 as float) END AS Sharpe_resret#94220172, CASE WHEN ((PctPos_resret#94219866 = NA) OR (PctPos_resret#94219866 = null)) THEN null ELSE cast(PctPos_resret#94219866 as float) END AS PctPos_resret#94220174, CASE WHEN ((TR_resret#94219867 = NA) OR (TR_resret#94219867 = null)) THEN null ELSE cast(TR_resret#94219867 as float) END AS TR_resret#94220176, CASE WHEN ((IR_resret#94219868 = NA) OR (IR_resret#94219868 = null)) THEN null ELSE cast(IR_resret#94219868 as float) END AS IR_resret#94220178, CASE WHEN ((annual_retnet#94219869 = NA) OR (annual_retnet#94219869 = null)) THEN null ELSE cast(annual_retnet#94219869 as float) END AS annual_retnet#94220180, CASE WHEN ((std_retnet#94219870 = NA) OR (std_retnet#94219870 = null)) THEN null ELSE cast(std_retnet#94219870 as float) END AS std_retnet#94220183, CASE WHEN ((Sharpe_retnet#94219871 = NA) OR (Sharpe_retnet#94219871 = null)) THEN null ELSE cast(Sharpe_retnet#94219871 as float) END AS Sharpe_retnet#94220294, CASE WHEN ((PctPos_retnet#94219872 = NA) OR (PctPos_retnet#94219872 = null)) THEN null ELSE cast(PctPos_retnet#94219872 as float) END AS PctPos_retnet#94220318, CASE WHEN ((TR_retnet#94219873 = NA) OR (TR_retnet#94219873 = null)) THEN null ELSE cast(TR_retnet#94219873 as float) END AS TR_retnet#94220319, CASE WHEN ((IR_retnet#94219874 = NA) OR (IR_retnet#94219874 = null)) THEN null ELSE cast(IR_retnet#94219874 as float) END AS IR_retnet#94220320, CASE WHEN ((retIC#94219875 = NA) OR (retIC#94219875 = null)) THEN null ELSE cast(retIC#94219875 as float) END AS retIC#94220343, CASE WHEN ((resretIC#94219876 = NA) OR (resretIC#94219876 = null)) THEN null ELSE cast(resretIC#94219876 as float) END AS resretIC#94220345, CASE WHEN ((turnover#94219877 = NA) OR (turnover#94219877 = null)) THEN null ELSE cast(turnover#94219877 as float) END AS turnover#94220348] : +- FileScan csv [group#94219855,annual_bmret#94219856,annual_ret#94219857,std_ret#94219858,Sharpe_ret#94219859,PctPos_ret#94219860,TR_ret#94219861,IR_ret#94219862,annual_resret#94219863,std_resret#94219864,Sharpe_resret#94219865,PctPos_resret#94219866,TR_resret#94219867,IR_resret#94219868,annual_retnet#94219869,std_retnet#94219870,Sharpe_retnet#94219871,PctPos_retnet#94219872,TR_retnet#94219873,IR_retnet#94219874,retIC#94219875,resretIC#94219876,turnover#94219877] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<group:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos... +- BroadcastExchange HashedRelationBroadcastMode(List(input[0, string, false]),false), [id=#7522720] +- *(1) Filter isnotnull(group#94152529) +- InMemoryTableScan [group#94152529, Category#94152530, Label#94152531], [isnotnull(group#94152529)] +- InMemoryRelation [group#94152529, Category#94152530, Label#94152531], StorageLevel(disk, memory, deserialized, 1 replicas) +- *(1) Project [CASE WHEN (group#94152498 = null) THEN null ELSE group#94152498 END AS group#94152510, CASE WHEN (Category#94152499 = null) THEN null ELSE Category#94152499 END AS Category#94152511, CASE WHEN (Label#94152500 = null) THEN null ELSE Label#94152500 END AS Label#94152512] +- FileScan csv [group#94152498,Category#94152499,Label#94152500] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/common/map_stats.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<group:string,Category:string,Label:string> ,None) (3) InMemoryTableScan Output [10]: [group#94220106, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] Arguments: [group#94220106, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318], [isnotnull(group#94220106)] (4) InMemoryRelation Arguments: [group#94220106, annual_bmret#94220108, annual_ret#94220110, std_ret#94220113, Sharpe_ret#94220115, PctPos_ret#94220117, TR_ret#94220120, IR_ret#94220122, annual_resret#94220124, std_resret#94220170, Sharpe_resret#94220172, PctPos_resret#94220174, TR_resret#94220176, IR_resret#94220178, annual_retnet#94220180, std_retnet#94220183, Sharpe_retnet#94220294, PctPos_retnet#94220318, TR_retnet#94220319, IR_retnet#94220320, retIC#94220343, resretIC#94220345, turnover#94220348], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN (group#94219855 = null) THEN null ELSE group#94219855 END AS group#94220106, CASE WHEN ((annual_bmret#94219856 = NA) OR (annual_bmret#94219856 = null)) THEN null ELSE cast(annual_bmret#94219856 as float) END AS annual_bmret#94220108, CASE WHEN ((annual_ret#94219857 = NA) OR (annual_ret#94219857 = null)) THEN null ELSE cast(annual_ret#94219857 as float) END AS annual_ret#94220110, CASE WHEN ((std_ret#94219858 = NA) OR (std_ret#94219858 = null)) THEN null ELSE cast(std_ret#94219858 as float) END AS std_ret#94220113, CASE WHEN ((Sharpe_ret#94219859 = NA) OR (Sharpe_ret#94219859 = null)) THEN null ELSE cast(Sharpe_ret#94219859 as float) END AS Sharpe_ret#94220115, CASE WHEN ((PctPos_ret#94219860 = NA) OR (PctPos_ret#94219860 = null)) THEN null ELSE cast(PctPos_ret#94219860 as float) END AS PctPos_ret#94220117, CASE WHEN ((TR_ret#94219861 = NA) OR (TR_ret#94219861 = null)) THEN null ELSE cast(TR_ret#94219861 as float) END AS TR_ret#94220120, CASE WHEN ((IR_ret#94219862 = NA) OR (IR_ret#94219862 = null)) THEN null ELSE cast(IR_ret#94219862 as float) END AS IR_ret#94220122, CASE WHEN ((annual_resret#94219863 = NA) OR (annual_resret#94219863 = null)) THEN null ELSE cast(annual_resret#94219863 as float) END AS annual_resret#94220124, CASE WHEN ((std_resret#94219864 = NA) OR (std_resret#94219864 = null)) THEN null ELSE cast(std_resret#94219864 as float) END AS std_resret#94220170, CASE WHEN ((Sharpe_resret#94219865 = NA) OR (Sharpe_resret#94219865 = null)) THEN null ELSE cast(Sharpe_resret#94219865 as float) END AS Sharpe_resret#94220172, CASE WHEN ((PctPos_resret#94219866 = NA) OR (PctPos_resret#94219866 = null)) THEN null ELSE cast(PctPos_resret#94219866 as float) END AS PctPos_resret#94220174, CASE WHEN ((TR_resret#94219867 = NA) OR (TR_resret#94219867 = null)) THEN null ELSE cast(TR_resret#94219867 as float) END AS TR_resret#94220176, CASE WHEN ((IR_resret#94219868 = NA) OR (IR_resret#94219868 = null)) THEN null ELSE cast(IR_resret#94219868 as float) END AS IR_resret#94220178, CASE WHEN ((annual_retnet#94219869 = NA) OR (annual_retnet#94219869 = null)) THEN null ELSE cast(annual_retnet#94219869 as float) END AS annual_retnet#94220180, CASE WHEN ((std_retnet#94219870 = NA) OR (std_retnet#94219870 = null)) THEN null ELSE cast(std_retnet#94219870 as float) END AS std_retnet#94220183, CASE WHEN ((Sharpe_retnet#94219871 = NA) OR (Sharpe_retnet#94219871 = null)) THEN null ELSE cast(Sharpe_retnet#94219871 as float) END AS Sharpe_retnet#94220294, CASE WHEN ((PctPos_retnet#94219872 = NA) OR (PctPos_retnet#94219872 = null)) THEN null ELSE cast(PctPos_retnet#94219872 as float) END AS PctPos_retnet#94220318, CASE WHEN ((TR_retnet#94219873 = NA) OR (TR_retnet#94219873 = null)) THEN null ELSE cast(TR_retnet#94219873 as float) END AS TR_retnet#94220319, CASE WHEN ((IR_retnet#94219874 = NA) OR (IR_retnet#94219874 = null)) THEN null ELSE cast(IR_retnet#94219874 as float) END AS IR_retnet#94220320, CASE WHEN ((retIC#94219875 = NA) OR (retIC#94219875 = null)) THEN null ELSE cast(retIC#94219875 as float) END AS retIC#94220343, CASE WHEN ((resretIC#94219876 = NA) OR (resretIC#94219876 = null)) THEN null ELSE cast(resretIC#94219876 as float) END AS resretIC#94220345, CASE WHEN ((turnover#94219877 = NA) OR (turnover#94219877 = null)) THEN null ELSE cast(turnover#94219877 as float) END AS turnover#94220348] +- FileScan csv [group#94219855,annual_bmret#94219856,annual_ret#94219857,std_ret#94219858,Sharpe_ret#94219859,PctPos_ret#94219860,TR_ret#94219861,IR_ret#94219862,annual_resret#94219863,std_resret#94219864,Sharpe_resret#94219865,PctPos_resret#94219866,TR_resret#94219867,IR_resret#94219868,annual_retnet#94219869,std_retnet#94219870,Sharpe_retnet#94219871,PctPos_retnet#94219872,TR_retnet#94219873,IR_retnet#94219874,retIC#94219875,resretIC#94219876,turnover#94219877] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<group:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos... ,None) (5) Scan csv Output [23]: [group#94219855, annual_bmret#94219856, annual_ret#94219857, std_ret#94219858, Sharpe_ret#94219859, PctPos_ret#94219860, TR_ret#94219861, IR_ret#94219862, annual_resret#94219863, std_resret#94219864, Sharpe_resret#94219865, PctPos_resret#94219866, TR_resret#94219867, IR_resret#94219868, annual_retnet#94219869, std_retnet#94219870, Sharpe_retnet#94219871, PctPos_retnet#94219872, TR_retnet#94219873, IR_retnet#94219874, retIC#94219875, resretIC#94219876, turnover#94219877] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/REPORT_stats.csv] ReadSchema: struct<group: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,retIC:string,resretIC:string,turnover:string> (6) Project [codegen id : 1] Output [23]: [CASE WHEN (group#94219855 = null) THEN null ELSE group#94219855 END AS group#94220106, CASE WHEN ((annual_bmret#94219856 = NA) OR (annual_bmret#94219856 = null)) THEN null ELSE cast(annual_bmret#94219856 as float) END AS annual_bmret#94220108, CASE WHEN ((annual_ret#94219857 = NA) OR (annual_ret#94219857 = null)) THEN null ELSE cast(annual_ret#94219857 as float) END AS annual_ret#94220110, CASE WHEN ((std_ret#94219858 = NA) OR (std_ret#94219858 = null)) THEN null ELSE cast(std_ret#94219858 as float) END AS std_ret#94220113, CASE WHEN ((Sharpe_ret#94219859 = NA) OR (Sharpe_ret#94219859 = null)) THEN null ELSE cast(Sharpe_ret#94219859 as float) END AS Sharpe_ret#94220115, CASE WHEN ((PctPos_ret#94219860 = NA) OR (PctPos_ret#94219860 = null)) THEN null ELSE cast(PctPos_ret#94219860 as float) END AS PctPos_ret#94220117, CASE WHEN ((TR_ret#94219861 = NA) OR (TR_ret#94219861 = null)) THEN null ELSE cast(TR_ret#94219861 as float) END AS TR_ret#94220120, CASE WHEN ((IR_ret#94219862 = NA) OR (IR_ret#94219862 = null)) THEN null ELSE cast(IR_ret#94219862 as float) END AS IR_ret#94220122, CASE WHEN ((annual_resret#94219863 = NA) OR (annual_resret#94219863 = null)) THEN null ELSE cast(annual_resret#94219863 as float) END AS annual_resret#94220124, CASE WHEN ((std_resret#94219864 = NA) OR (std_resret#94219864 = null)) THEN null ELSE cast(std_resret#94219864 as float) END AS std_resret#94220170, CASE WHEN ((Sharpe_resret#94219865 = NA) OR (Sharpe_resret#94219865 = null)) THEN null ELSE cast(Sharpe_resret#94219865 as float) END AS Sharpe_resret#94220172, CASE WHEN ((PctPos_resret#94219866 = NA) OR (PctPos_resret#94219866 = null)) THEN null ELSE cast(PctPos_resret#94219866 as float) END AS PctPos_resret#94220174, CASE WHEN ((TR_resret#94219867 = NA) OR (TR_resret#94219867 = null)) THEN null ELSE cast(TR_resret#94219867 as float) END AS TR_resret#94220176, CASE WHEN ((IR_resret#94219868 = NA) OR (IR_resret#94219868 = null)) THEN null ELSE cast(IR_resret#94219868 as float) END AS IR_resret#94220178, CASE WHEN ((annual_retnet#94219869 = NA) OR (annual_retnet#94219869 = null)) THEN null ELSE cast(annual_retnet#94219869 as float) END AS annual_retnet#94220180, CASE WHEN ((std_retnet#94219870 = NA) OR (std_retnet#94219870 = null)) THEN null ELSE cast(std_retnet#94219870 as float) END AS std_retnet#94220183, CASE WHEN ((Sharpe_retnet#94219871 = NA) OR (Sharpe_retnet#94219871 = null)) THEN null ELSE cast(Sharpe_retnet#94219871 as float) END AS Sharpe_retnet#94220294, CASE WHEN ((PctPos_retnet#94219872 = NA) OR (PctPos_retnet#94219872 = null)) THEN null ELSE cast(PctPos_retnet#94219872 as float) END AS PctPos_retnet#94220318, CASE WHEN ((TR_retnet#94219873 = NA) OR (TR_retnet#94219873 = null)) THEN null ELSE cast(TR_retnet#94219873 as float) END AS TR_retnet#94220319, CASE WHEN ((IR_retnet#94219874 = NA) OR (IR_retnet#94219874 = null)) THEN null ELSE cast(IR_retnet#94219874 as float) END AS IR_retnet#94220320, CASE WHEN ((retIC#94219875 = NA) OR (retIC#94219875 = null)) THEN null ELSE cast(retIC#94219875 as float) END AS retIC#94220343, CASE WHEN ((resretIC#94219876 = NA) OR (resretIC#94219876 = null)) THEN null ELSE cast(resretIC#94219876 as float) END AS resretIC#94220345, CASE WHEN ((turnover#94219877 = NA) OR (turnover#94219877 = null)) THEN null ELSE cast(turnover#94219877 as float) END AS turnover#94220348] Input [23]: [group#94219855, annual_bmret#94219856, annual_ret#94219857, std_ret#94219858, Sharpe_ret#94219859, PctPos_ret#94219860, TR_ret#94219861, IR_ret#94219862, annual_resret#94219863, std_resret#94219864, Sharpe_resret#94219865, PctPos_resret#94219866, TR_resret#94219867, IR_resret#94219868, annual_retnet#94219869, std_retnet#94219870, Sharpe_retnet#94219871, PctPos_retnet#94219872, TR_retnet#94219873, IR_retnet#94219874, retIC#94219875, resretIC#94219876, turnover#94219877] (7) Filter [codegen id : 2] Input [10]: [group#94220106, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] Condition : isnotnull(group#94220106) (8) InMemoryTableScan Output [3]: [group#94152529, Category#94152530, Label#94152531] Arguments: [group#94152529, Category#94152530, Label#94152531], [isnotnull(group#94152529)] (9) InMemoryRelation Arguments: [group#94152529, Category#94152530, Label#94152531], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN (group#94152498 = null) THEN null ELSE group#94152498 END AS group#94152510, CASE WHEN (Category#94152499 = null) THEN null ELSE Category#94152499 END AS Category#94152511, CASE WHEN (Label#94152500 = null) THEN null ELSE Label#94152500 END AS Label#94152512] +- FileScan csv [group#94152498,Category#94152499,Label#94152500] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/common/map_stats.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<group:string,Category:string,Label:string> ,None) (10) Scan csv Output [3]: [group#94152498, Category#94152499, Label#94152500] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/common/map_stats.csv] ReadSchema: struct<group:string,Category:string,Label:string> (11) Project [codegen id : 1] Output [3]: [CASE WHEN (group#94152498 = null) THEN null ELSE group#94152498 END AS group#94152510, CASE WHEN (Category#94152499 = null) THEN null ELSE Category#94152499 END AS Category#94152511, CASE WHEN (Label#94152500 = null) THEN null ELSE Label#94152500 END AS Label#94152512] Input [3]: [group#94152498, Category#94152499, Label#94152500] (12) Filter [codegen id : 1] Input [3]: [group#94152529, Category#94152530, Label#94152531] Condition : isnotnull(group#94152529) (13) BroadcastExchange Input [3]: [group#94152529, Category#94152530, Label#94152531] Arguments: HashedRelationBroadcastMode(List(input[0, string, false]),false), [id=#7522720] (14) BroadcastHashJoin [codegen id : 2] Left keys [1]: [group#94220106] Right keys [1]: [group#94152529] Join condition: None (15) Project [codegen id : 2] Output [11]: [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] Input [13]: [group#94220106, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318, group#94152529, Category#94152530, Label#94152531] (16) CollectLimit Input [11]: [Category#94152530, Label#94152531, annual_ret#94220110, Sharpe_ret#94220115, PctPos_ret#94220117, annual_resret#94220124, Sharpe_resret#94220172, PctPos_resret#94220174, annual_retnet#94220180, Sharpe_retnet#94220294, PctPos_retnet#94220318] Arguments: 1000000