== 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#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
Arguments: [Category#94152530, Label#94152531, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
(2) InMemoryRelation
Arguments: [Category#94152530, Label#94152531, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [Category#94152530, Label#94152531, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
+- *(2) BroadcastHashJoin [group#94363717], [group#94152529], Inner, BuildRight, false
:- *(2) Filter isnotnull(group#94363717)
: +- InMemoryTableScan [group#94363717, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748], [isnotnull(group#94363717)]
: +- InMemoryRelation [group#94363717, annual_bmret#94363719, annual_ret#94363721, std_ret#94363723, Sharpe_ret#94363725, PctPos_ret#94363727, TR_ret#94363729, IR_ret#94363731, annual_resret#94363733, std_resret#94363735, Sharpe_resret#94363737, PctPos_resret#94363739, TR_resret#94363741, IR_resret#94363743, annual_retnet#94363745, std_retnet#94363746, Sharpe_retnet#94363747, PctPos_retnet#94363748, TR_retnet#94363749, IR_retnet#94363750, retIC#94363751, resretIC#94363752, turnover#94363753], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN (group#94363595 = null) THEN null ELSE group#94363595 END AS group#94363717, CASE WHEN ((annual_bmret#94363596 = NA) OR (annual_bmret#94363596 = null)) THEN null ELSE cast(annual_bmret#94363596 as float) END AS annual_bmret#94363719, CASE WHEN ((annual_ret#94363597 = NA) OR (annual_ret#94363597 = null)) THEN null ELSE cast(annual_ret#94363597 as float) END AS annual_ret#94363721, CASE WHEN ((std_ret#94363598 = NA) OR (std_ret#94363598 = null)) THEN null ELSE cast(std_ret#94363598 as float) END AS std_ret#94363723, CASE WHEN ((Sharpe_ret#94363599 = NA) OR (Sharpe_ret#94363599 = null)) THEN null ELSE cast(Sharpe_ret#94363599 as float) END AS Sharpe_ret#94363725, CASE WHEN ((PctPos_ret#94363600 = NA) OR (PctPos_ret#94363600 = null)) THEN null ELSE cast(PctPos_ret#94363600 as float) END AS PctPos_ret#94363727, CASE WHEN ((TR_ret#94363601 = NA) OR (TR_ret#94363601 = null)) THEN null ELSE cast(TR_ret#94363601 as float) END AS TR_ret#94363729, CASE WHEN ((IR_ret#94363602 = NA) OR (IR_ret#94363602 = null)) THEN null ELSE cast(IR_ret#94363602 as float) END AS IR_ret#94363731, CASE WHEN ((annual_resret#94363603 = NA) OR (annual_resret#94363603 = null)) THEN null ELSE cast(annual_resret#94363603 as float) END AS annual_resret#94363733, CASE WHEN ((std_resret#94363604 = NA) OR (std_resret#94363604 = null)) THEN null ELSE cast(std_resret#94363604 as float) END AS std_resret#94363735, CASE WHEN ((Sharpe_resret#94363605 = NA) OR (Sharpe_resret#94363605 = null)) THEN null ELSE cast(Sharpe_resret#94363605 as float) END AS Sharpe_resret#94363737, CASE WHEN ((PctPos_resret#94363606 = NA) OR (PctPos_resret#94363606 = null)) THEN null ELSE cast(PctPos_resret#94363606 as float) END AS PctPos_resret#94363739, CASE WHEN ((TR_resret#94363607 = NA) OR (TR_resret#94363607 = null)) THEN null ELSE cast(TR_resret#94363607 as float) END AS TR_resret#94363741, CASE WHEN ((IR_resret#94363608 = NA) OR (IR_resret#94363608 = null)) THEN null ELSE cast(IR_resret#94363608 as float) END AS IR_resret#94363743, CASE WHEN ((annual_retnet#94363609 = NA) OR (annual_retnet#94363609 = null)) THEN null ELSE cast(annual_retnet#94363609 as float) END AS annual_retnet#94363745, CASE WHEN ((std_retnet#94363610 = NA) OR (std_retnet#94363610 = null)) THEN null ELSE cast(std_retnet#94363610 as float) END AS std_retnet#94363746, CASE WHEN ((Sharpe_retnet#94363611 = NA) OR (Sharpe_retnet#94363611 = null)) THEN null ELSE cast(Sharpe_retnet#94363611 as float) END AS Sharpe_retnet#94363747, CASE WHEN ((PctPos_retnet#94363612 = NA) OR (PctPos_retnet#94363612 = null)) THEN null ELSE cast(PctPos_retnet#94363612 as float) END AS PctPos_retnet#94363748, CASE WHEN ((TR_retnet#94363613 = NA) OR (TR_retnet#94363613 = null)) THEN null ELSE cast(TR_retnet#94363613 as float) END AS TR_retnet#94363749, CASE WHEN ((IR_retnet#94363614 = NA) OR (IR_retnet#94363614 = null)) THEN null ELSE cast(IR_retnet#94363614 as float) END AS IR_retnet#94363750, CASE WHEN ((retIC#94363615 = NA) OR (retIC#94363615 = null)) THEN null ELSE cast(retIC#94363615 as float) END AS retIC#94363751, CASE WHEN ((resretIC#94363616 = NA) OR (resretIC#94363616 = null)) THEN null ELSE cast(resretIC#94363616 as float) END AS resretIC#94363752, CASE WHEN (turnover#94363617 = null) THEN null ELSE turnover#94363617 END AS turnover#94363753]
: +- FileScan csv [group#94363595,annual_bmret#94363596,annual_ret#94363597,std_ret#94363598,Sharpe_ret#94363599,PctPos_ret#94363600,TR_ret#94363601,IR_ret#94363602,annual_resret#94363603,std_resret#94363604,Sharpe_resret#94363605,PctPos_resret#94363606,TR_resret#94363607,IR_resret#94363608,annual_retnet#94363609,std_retnet#94363610,Sharpe_retnet#94363611,PctPos_retnet#94363612,TR_retnet#94363613,IR_retnet#94363614,retIC#94363615,resretIC#94363616,turnover#94363617] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/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=#7534279]
+- *(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#94363717, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
Arguments: [group#94363717, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748], [isnotnull(group#94363717)]
(4) InMemoryRelation
Arguments: [group#94363717, annual_bmret#94363719, annual_ret#94363721, std_ret#94363723, Sharpe_ret#94363725, PctPos_ret#94363727, TR_ret#94363729, IR_ret#94363731, annual_resret#94363733, std_resret#94363735, Sharpe_resret#94363737, PctPos_resret#94363739, TR_resret#94363741, IR_resret#94363743, annual_retnet#94363745, std_retnet#94363746, Sharpe_retnet#94363747, PctPos_retnet#94363748, TR_retnet#94363749, IR_retnet#94363750, retIC#94363751, resretIC#94363752, turnover#94363753], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN (group#94363595 = null) THEN null ELSE group#94363595 END AS group#94363717, CASE WHEN ((annual_bmret#94363596 = NA) OR (annual_bmret#94363596 = null)) THEN null ELSE cast(annual_bmret#94363596 as float) END AS annual_bmret#94363719, CASE WHEN ((annual_ret#94363597 = NA) OR (annual_ret#94363597 = null)) THEN null ELSE cast(annual_ret#94363597 as float) END AS annual_ret#94363721, CASE WHEN ((std_ret#94363598 = NA) OR (std_ret#94363598 = null)) THEN null ELSE cast(std_ret#94363598 as float) END AS std_ret#94363723, CASE WHEN ((Sharpe_ret#94363599 = NA) OR (Sharpe_ret#94363599 = null)) THEN null ELSE cast(Sharpe_ret#94363599 as float) END AS Sharpe_ret#94363725, CASE WHEN ((PctPos_ret#94363600 = NA) OR (PctPos_ret#94363600 = null)) THEN null ELSE cast(PctPos_ret#94363600 as float) END AS PctPos_ret#94363727, CASE WHEN ((TR_ret#94363601 = NA) OR (TR_ret#94363601 = null)) THEN null ELSE cast(TR_ret#94363601 as float) END AS TR_ret#94363729, CASE WHEN ((IR_ret#94363602 = NA) OR (IR_ret#94363602 = null)) THEN null ELSE cast(IR_ret#94363602 as float) END AS IR_ret#94363731, CASE WHEN ((annual_resret#94363603 = NA) OR (annual_resret#94363603 = null)) THEN null ELSE cast(annual_resret#94363603 as float) END AS annual_resret#94363733, CASE WHEN ((std_resret#94363604 = NA) OR (std_resret#94363604 = null)) THEN null ELSE cast(std_resret#94363604 as float) END AS std_resret#94363735, CASE WHEN ((Sharpe_resret#94363605 = NA) OR (Sharpe_resret#94363605 = null)) THEN null ELSE cast(Sharpe_resret#94363605 as float) END AS Sharpe_resret#94363737, CASE WHEN ((PctPos_resret#94363606 = NA) OR (PctPos_resret#94363606 = null)) THEN null ELSE cast(PctPos_resret#94363606 as float) END AS PctPos_resret#94363739, CASE WHEN ((TR_resret#94363607 = NA) OR (TR_resret#94363607 = null)) THEN null ELSE cast(TR_resret#94363607 as float) END AS TR_resret#94363741, CASE WHEN ((IR_resret#94363608 = NA) OR (IR_resret#94363608 = null)) THEN null ELSE cast(IR_resret#94363608 as float) END AS IR_resret#94363743, CASE WHEN ((annual_retnet#94363609 = NA) OR (annual_retnet#94363609 = null)) THEN null ELSE cast(annual_retnet#94363609 as float) END AS annual_retnet#94363745, CASE WHEN ((std_retnet#94363610 = NA) OR (std_retnet#94363610 = null)) THEN null ELSE cast(std_retnet#94363610 as float) END AS std_retnet#94363746, CASE WHEN ((Sharpe_retnet#94363611 = NA) OR (Sharpe_retnet#94363611 = null)) THEN null ELSE cast(Sharpe_retnet#94363611 as float) END AS Sharpe_retnet#94363747, CASE WHEN ((PctPos_retnet#94363612 = NA) OR (PctPos_retnet#94363612 = null)) THEN null ELSE cast(PctPos_retnet#94363612 as float) END AS PctPos_retnet#94363748, CASE WHEN ((TR_retnet#94363613 = NA) OR (TR_retnet#94363613 = null)) THEN null ELSE cast(TR_retnet#94363613 as float) END AS TR_retnet#94363749, CASE WHEN ((IR_retnet#94363614 = NA) OR (IR_retnet#94363614 = null)) THEN null ELSE cast(IR_retnet#94363614 as float) END AS IR_retnet#94363750, CASE WHEN ((retIC#94363615 = NA) OR (retIC#94363615 = null)) THEN null ELSE cast(retIC#94363615 as float) END AS retIC#94363751, CASE WHEN ((resretIC#94363616 = NA) OR (resretIC#94363616 = null)) THEN null ELSE cast(resretIC#94363616 as float) END AS resretIC#94363752, CASE WHEN (turnover#94363617 = null) THEN null ELSE turnover#94363617 END AS turnover#94363753]
+- FileScan csv [group#94363595,annual_bmret#94363596,annual_ret#94363597,std_ret#94363598,Sharpe_ret#94363599,PctPos_ret#94363600,TR_ret#94363601,IR_ret#94363602,annual_resret#94363603,std_resret#94363604,Sharpe_resret#94363605,PctPos_resret#94363606,TR_resret#94363607,IR_resret#94363608,annual_retnet#94363609,std_retnet#94363610,Sharpe_retnet#94363611,PctPos_retnet#94363612,TR_retnet#94363613,IR_retnet#94363614,retIC#94363615,resretIC#94363616,turnover#94363617] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/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#94363595, annual_bmret#94363596, annual_ret#94363597, std_ret#94363598, Sharpe_ret#94363599, PctPos_ret#94363600, TR_ret#94363601, IR_ret#94363602, annual_resret#94363603, std_resret#94363604, Sharpe_resret#94363605, PctPos_resret#94363606, TR_resret#94363607, IR_resret#94363608, annual_retnet#94363609, std_retnet#94363610, Sharpe_retnet#94363611, PctPos_retnet#94363612, TR_retnet#94363613, IR_retnet#94363614, retIC#94363615, resretIC#94363616, turnover#94363617]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/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#94363595 = null) THEN null ELSE group#94363595 END AS group#94363717, CASE WHEN ((annual_bmret#94363596 = NA) OR (annual_bmret#94363596 = null)) THEN null ELSE cast(annual_bmret#94363596 as float) END AS annual_bmret#94363719, CASE WHEN ((annual_ret#94363597 = NA) OR (annual_ret#94363597 = null)) THEN null ELSE cast(annual_ret#94363597 as float) END AS annual_ret#94363721, CASE WHEN ((std_ret#94363598 = NA) OR (std_ret#94363598 = null)) THEN null ELSE cast(std_ret#94363598 as float) END AS std_ret#94363723, CASE WHEN ((Sharpe_ret#94363599 = NA) OR (Sharpe_ret#94363599 = null)) THEN null ELSE cast(Sharpe_ret#94363599 as float) END AS Sharpe_ret#94363725, CASE WHEN ((PctPos_ret#94363600 = NA) OR (PctPos_ret#94363600 = null)) THEN null ELSE cast(PctPos_ret#94363600 as float) END AS PctPos_ret#94363727, CASE WHEN ((TR_ret#94363601 = NA) OR (TR_ret#94363601 = null)) THEN null ELSE cast(TR_ret#94363601 as float) END AS TR_ret#94363729, CASE WHEN ((IR_ret#94363602 = NA) OR (IR_ret#94363602 = null)) THEN null ELSE cast(IR_ret#94363602 as float) END AS IR_ret#94363731, CASE WHEN ((annual_resret#94363603 = NA) OR (annual_resret#94363603 = null)) THEN null ELSE cast(annual_resret#94363603 as float) END AS annual_resret#94363733, CASE WHEN ((std_resret#94363604 = NA) OR (std_resret#94363604 = null)) THEN null ELSE cast(std_resret#94363604 as float) END AS std_resret#94363735, CASE WHEN ((Sharpe_resret#94363605 = NA) OR (Sharpe_resret#94363605 = null)) THEN null ELSE cast(Sharpe_resret#94363605 as float) END AS Sharpe_resret#94363737, CASE WHEN ((PctPos_resret#94363606 = NA) OR (PctPos_resret#94363606 = null)) THEN null ELSE cast(PctPos_resret#94363606 as float) END AS PctPos_resret#94363739, CASE WHEN ((TR_resret#94363607 = NA) OR (TR_resret#94363607 = null)) THEN null ELSE cast(TR_resret#94363607 as float) END AS TR_resret#94363741, CASE WHEN ((IR_resret#94363608 = NA) OR (IR_resret#94363608 = null)) THEN null ELSE cast(IR_resret#94363608 as float) END AS IR_resret#94363743, CASE WHEN ((annual_retnet#94363609 = NA) OR (annual_retnet#94363609 = null)) THEN null ELSE cast(annual_retnet#94363609 as float) END AS annual_retnet#94363745, CASE WHEN ((std_retnet#94363610 = NA) OR (std_retnet#94363610 = null)) THEN null ELSE cast(std_retnet#94363610 as float) END AS std_retnet#94363746, CASE WHEN ((Sharpe_retnet#94363611 = NA) OR (Sharpe_retnet#94363611 = null)) THEN null ELSE cast(Sharpe_retnet#94363611 as float) END AS Sharpe_retnet#94363747, CASE WHEN ((PctPos_retnet#94363612 = NA) OR (PctPos_retnet#94363612 = null)) THEN null ELSE cast(PctPos_retnet#94363612 as float) END AS PctPos_retnet#94363748, CASE WHEN ((TR_retnet#94363613 = NA) OR (TR_retnet#94363613 = null)) THEN null ELSE cast(TR_retnet#94363613 as float) END AS TR_retnet#94363749, CASE WHEN ((IR_retnet#94363614 = NA) OR (IR_retnet#94363614 = null)) THEN null ELSE cast(IR_retnet#94363614 as float) END AS IR_retnet#94363750, CASE WHEN ((retIC#94363615 = NA) OR (retIC#94363615 = null)) THEN null ELSE cast(retIC#94363615 as float) END AS retIC#94363751, CASE WHEN ((resretIC#94363616 = NA) OR (resretIC#94363616 = null)) THEN null ELSE cast(resretIC#94363616 as float) END AS resretIC#94363752, CASE WHEN (turnover#94363617 = null) THEN null ELSE turnover#94363617 END AS turnover#94363753]
Input [23]: [group#94363595, annual_bmret#94363596, annual_ret#94363597, std_ret#94363598, Sharpe_ret#94363599, PctPos_ret#94363600, TR_ret#94363601, IR_ret#94363602, annual_resret#94363603, std_resret#94363604, Sharpe_resret#94363605, PctPos_resret#94363606, TR_resret#94363607, IR_resret#94363608, annual_retnet#94363609, std_retnet#94363610, Sharpe_retnet#94363611, PctPos_retnet#94363612, TR_retnet#94363613, IR_retnet#94363614, retIC#94363615, resretIC#94363616, turnover#94363617]
(7) Filter [codegen id : 2]
Input [10]: [group#94363717, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
Condition : isnotnull(group#94363717)
(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=#7534279]
(14) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [group#94363717]
Right keys [1]: [group#94152529]
Join condition: None
(15) Project [codegen id : 2]
Output [11]: [Category#94152530, Label#94152531, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
Input [13]: [group#94363717, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748, group#94152529, Category#94152530, Label#94152531]
(16) CollectLimit
Input [11]: [Category#94152530, Label#94152531, annual_ret#94363721, Sharpe_ret#94363725, PctPos_ret#94363727, annual_resret#94363733, Sharpe_resret#94363737, PctPos_resret#94363739, annual_retnet#94363745, Sharpe_retnet#94363747, PctPos_retnet#94363748]
Arguments: 1000000