== Physical Plan == CollectLimit (20) +- InMemoryTableScan (1) +- InMemoryRelation (2) +- * Sort (19) +- Exchange (18) +- * Project (17) +- * BroadcastHashJoin Inner BuildRight (16) :- * Project (9) : +- * Filter (8) : +- * ColumnarToRow (7) : +- InMemoryTableScan (3) : +- InMemoryRelation (4) : +- * Project (6) : +- Scan csv (5) +- BroadcastExchange (15) +- * Filter (14) +- InMemoryTableScan (10) +- InMemoryRelation (11) +- * Project (13) +- Scan csv (12) (1) InMemoryTableScan Output [7]: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] Arguments: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] (2) InMemoryRelation Arguments: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7517696] +- *(2) Project [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] +- *(2) BroadcastHashJoin [sector_id#94159758], [sector_id#94160418], Inner, BuildRight, false :- *(2) Project [sector_id#94159758, numcos#94159845, numdates#94159848, coverage#94159884, round((cast(numcos#94159845 as double) / cast(coverage#94159884 as double)), 0) AS universe#94160460] : +- *(2) Filter isnotnull(sector_id#94159758) : +- *(2) ColumnarToRow : +- InMemoryTableScan [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758], [isnotnull(sector_id#94159758)] : +- InMemoryRelation [sector_id#94159758, retIC#94159762, resretIC#94159788, numcos#94159845, numdates#94159848, annual_bmret#94159851, annual_ret#94159855, std_ret#94159857, Sharpe_ret#94159860, PctPos_ret#94159863, TR_ret#94159866, IR_ret#94159869, annual_resret#94159871, std_resret#94159872, Sharpe_resret#94159873, PctPos_resret#94159874, TR_resret#94159875, IR_resret#94159876, annual_retnet#94159877, std_retnet#94159878, Sharpe_retnet#94159879, PctPos_retnet#94159880, TR_retnet#94159881, IR_retnet#94159882, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((sector_id#94159489 = NA) OR (sector_id#94159489 = null)) THEN null ELSE cast(sector_id#94159489 as int) END AS sector_id#94159758, CASE WHEN ((retIC#94159490 = NA) OR (retIC#94159490 = null)) THEN null ELSE cast(retIC#94159490 as float) END AS retIC#94159762, CASE WHEN ((resretIC#94159491 = NA) OR (resretIC#94159491 = null)) THEN null ELSE cast(resretIC#94159491 as float) END AS resretIC#94159788, CASE WHEN ((numcos#94159492 = NA) OR (numcos#94159492 = null)) THEN null ELSE cast(numcos#94159492 as float) END AS numcos#94159845, CASE WHEN ((numdates#94159493 = NA) OR (numdates#94159493 = null)) THEN null ELSE cast(numdates#94159493 as int) END AS numdates#94159848, CASE WHEN ((annual_bmret#94159494 = NA) OR (annual_bmret#94159494 = null)) THEN null ELSE cast(annual_bmret#94159494 as float) END AS annual_bmret#94159851, CASE WHEN ((annual_ret#94159495 = NA) OR (annual_ret#94159495 = null)) THEN null ELSE cast(annual_ret#94159495 as float) END AS annual_ret#94159855, CASE WHEN ((std_ret#94159496 = NA) OR (std_ret#94159496 = null)) THEN null ELSE cast(std_ret#94159496 as float) END AS std_ret#94159857, CASE WHEN ((Sharpe_ret#94159497 = NA) OR (Sharpe_ret#94159497 = null)) THEN null ELSE cast(Sharpe_ret#94159497 as float) END AS Sharpe_ret#94159860, CASE WHEN ((PctPos_ret#94159498 = NA) OR (PctPos_ret#94159498 = null)) THEN null ELSE cast(PctPos_ret#94159498 as float) END AS PctPos_ret#94159863, CASE WHEN ((TR_ret#94159499 = NA) OR (TR_ret#94159499 = null)) THEN null ELSE cast(TR_ret#94159499 as float) END AS TR_ret#94159866, CASE WHEN ((IR_ret#94159500 = NA) OR (IR_ret#94159500 = null)) THEN null ELSE cast(IR_ret#94159500 as float) END AS IR_ret#94159869, CASE WHEN ((annual_resret#94159501 = NA) OR (annual_resret#94159501 = null)) THEN null ELSE cast(annual_resret#94159501 as float) END AS annual_resret#94159871, CASE WHEN ((std_resret#94159502 = NA) OR (std_resret#94159502 = null)) THEN null ELSE cast(std_resret#94159502 as float) END AS std_resret#94159872, CASE WHEN ((Sharpe_resret#94159503 = NA) OR (Sharpe_resret#94159503 = null)) THEN null ELSE cast(Sharpe_resret#94159503 as float) END AS Sharpe_resret#94159873, CASE WHEN ((PctPos_resret#94159504 = NA) OR (PctPos_resret#94159504 = null)) THEN null ELSE cast(PctPos_resret#94159504 as float) END AS PctPos_resret#94159874, CASE WHEN ((TR_resret#94159505 = NA) OR (TR_resret#94159505 = null)) THEN null ELSE cast(TR_resret#94159505 as float) END AS TR_resret#94159875, CASE WHEN ((IR_resret#94159506 = NA) OR (IR_resret#94159506 = null)) THEN null ELSE cast(IR_resret#94159506 as float) END AS IR_resret#94159876, CASE WHEN ((annual_retnet#94159507 = NA) OR (annual_retnet#94159507 = null)) THEN null ELSE cast(annual_retnet#94159507 as float) END AS annual_retnet#94159877, CASE WHEN ((std_retnet#94159508 = NA) OR (std_retnet#94159508 = null)) THEN null ELSE cast(std_retnet#94159508 as float) END AS std_retnet#94159878, CASE WHEN ((Sharpe_retnet#94159509 = NA) OR (Sharpe_retnet#94159509 = null)) THEN null ELSE cast(Sharpe_retnet#94159509 as float) END AS Sharpe_retnet#94159879, CASE WHEN ((PctPos_retnet#94159510 = NA) OR (PctPos_retnet#94159510 = null)) THEN null ELSE cast(PctPos_retnet#94159510 as float) END AS PctPos_retnet#94159880, CASE WHEN ((TR_retnet#94159511 = NA) OR (TR_retnet#94159511 = null)) THEN null ELSE cast(TR_retnet#94159511 as float) END AS TR_retnet#94159881, CASE WHEN ((IR_retnet#94159512 = NA) OR (IR_retnet#94159512 = null)) THEN null ELSE cast(IR_retnet#94159512 as float) END AS IR_retnet#94159882, ... 2 more fields] : +- FileScan csv [sector_id#94159489,retIC#94159490,resretIC#94159491,numcos#94159492,numdates#94159493,annual_bmret#94159494,annual_ret#94159495,std_ret#94159496,Sharpe_ret#94159497,PctPos_ret#94159498,TR_ret#94159499,IR_ret#94159500,annual_resret#94159501,std_resret#94159502,Sharpe_resret#94159503,PctPos_resret#94159504,TR_resret#94159505,IR_resret#94159506,annual_retnet#94159507,std_retnet#94159508,Sharpe_retnet#94159509,PctPos_retnet#94159510,TR_retnet#94159511,IR_retnet#94159512,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:s... +- BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#7517691] +- *(1) Filter isnotnull(sector_id#94160418) +- InMemoryTableScan [sector_id#94160418, sort#94160419, description#94160423], [isnotnull(sector_id#94160418)] +- InMemoryRelation [sector_id#94160418, sort#94160419, description#94160423, universe#94160424], StorageLevel(disk, memory, deserialized, 1 replicas) +- *(1) Project [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424] +- FileScan csv [sector_id#94160398,sort#94160399,description#94160400,universe#94160401] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string> ,None), [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST] (3) InMemoryTableScan Output [4]: [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758] Arguments: [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758], [isnotnull(sector_id#94159758)] (4) InMemoryRelation Arguments: [sector_id#94159758, retIC#94159762, resretIC#94159788, numcos#94159845, numdates#94159848, annual_bmret#94159851, annual_ret#94159855, std_ret#94159857, Sharpe_ret#94159860, PctPos_ret#94159863, TR_ret#94159866, IR_ret#94159869, annual_resret#94159871, std_resret#94159872, Sharpe_resret#94159873, PctPos_resret#94159874, TR_resret#94159875, IR_resret#94159876, annual_retnet#94159877, std_retnet#94159878, Sharpe_retnet#94159879, PctPos_retnet#94159880, TR_retnet#94159881, IR_retnet#94159882, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((sector_id#94159489 = NA) OR (sector_id#94159489 = null)) THEN null ELSE cast(sector_id#94159489 as int) END AS sector_id#94159758, CASE WHEN ((retIC#94159490 = NA) OR (retIC#94159490 = null)) THEN null ELSE cast(retIC#94159490 as float) END AS retIC#94159762, CASE WHEN ((resretIC#94159491 = NA) OR (resretIC#94159491 = null)) THEN null ELSE cast(resretIC#94159491 as float) END AS resretIC#94159788, CASE WHEN ((numcos#94159492 = NA) OR (numcos#94159492 = null)) THEN null ELSE cast(numcos#94159492 as float) END AS numcos#94159845, CASE WHEN ((numdates#94159493 = NA) OR (numdates#94159493 = null)) THEN null ELSE cast(numdates#94159493 as int) END AS numdates#94159848, CASE WHEN ((annual_bmret#94159494 = NA) OR (annual_bmret#94159494 = null)) THEN null ELSE cast(annual_bmret#94159494 as float) END AS annual_bmret#94159851, CASE WHEN ((annual_ret#94159495 = NA) OR (annual_ret#94159495 = null)) THEN null ELSE cast(annual_ret#94159495 as float) END AS annual_ret#94159855, CASE WHEN ((std_ret#94159496 = NA) OR (std_ret#94159496 = null)) THEN null ELSE cast(std_ret#94159496 as float) END AS std_ret#94159857, CASE WHEN ((Sharpe_ret#94159497 = NA) OR (Sharpe_ret#94159497 = null)) THEN null ELSE cast(Sharpe_ret#94159497 as float) END AS Sharpe_ret#94159860, CASE WHEN ((PctPos_ret#94159498 = NA) OR (PctPos_ret#94159498 = null)) THEN null ELSE cast(PctPos_ret#94159498 as float) END AS PctPos_ret#94159863, CASE WHEN ((TR_ret#94159499 = NA) OR (TR_ret#94159499 = null)) THEN null ELSE cast(TR_ret#94159499 as float) END AS TR_ret#94159866, CASE WHEN ((IR_ret#94159500 = NA) OR (IR_ret#94159500 = null)) THEN null ELSE cast(IR_ret#94159500 as float) END AS IR_ret#94159869, CASE WHEN ((annual_resret#94159501 = NA) OR (annual_resret#94159501 = null)) THEN null ELSE cast(annual_resret#94159501 as float) END AS annual_resret#94159871, CASE WHEN ((std_resret#94159502 = NA) OR (std_resret#94159502 = null)) THEN null ELSE cast(std_resret#94159502 as float) END AS std_resret#94159872, CASE WHEN ((Sharpe_resret#94159503 = NA) OR (Sharpe_resret#94159503 = null)) THEN null ELSE cast(Sharpe_resret#94159503 as float) END AS Sharpe_resret#94159873, CASE WHEN ((PctPos_resret#94159504 = NA) OR (PctPos_resret#94159504 = null)) THEN null ELSE cast(PctPos_resret#94159504 as float) END AS PctPos_resret#94159874, CASE WHEN ((TR_resret#94159505 = NA) OR (TR_resret#94159505 = null)) THEN null ELSE cast(TR_resret#94159505 as float) END AS TR_resret#94159875, CASE WHEN ((IR_resret#94159506 = NA) OR (IR_resret#94159506 = null)) THEN null ELSE cast(IR_resret#94159506 as float) END AS IR_resret#94159876, CASE WHEN ((annual_retnet#94159507 = NA) OR (annual_retnet#94159507 = null)) THEN null ELSE cast(annual_retnet#94159507 as float) END AS annual_retnet#94159877, CASE WHEN ((std_retnet#94159508 = NA) OR (std_retnet#94159508 = null)) THEN null ELSE cast(std_retnet#94159508 as float) END AS std_retnet#94159878, CASE WHEN ((Sharpe_retnet#94159509 = NA) OR (Sharpe_retnet#94159509 = null)) THEN null ELSE cast(Sharpe_retnet#94159509 as float) END AS Sharpe_retnet#94159879, CASE WHEN ((PctPos_retnet#94159510 = NA) OR (PctPos_retnet#94159510 = null)) THEN null ELSE cast(PctPos_retnet#94159510 as float) END AS PctPos_retnet#94159880, CASE WHEN ((TR_retnet#94159511 = NA) OR (TR_retnet#94159511 = null)) THEN null ELSE cast(TR_retnet#94159511 as float) END AS TR_retnet#94159881, CASE WHEN ((IR_retnet#94159512 = NA) OR (IR_retnet#94159512 = null)) THEN null ELSE cast(IR_retnet#94159512 as float) END AS IR_retnet#94159882, ... 2 more fields] +- FileScan csv [sector_id#94159489,retIC#94159490,resretIC#94159491,numcos#94159492,numdates#94159493,annual_bmret#94159494,annual_ret#94159495,std_ret#94159496,Sharpe_ret#94159497,PctPos_ret#94159498,TR_ret#94159499,IR_ret#94159500,annual_resret#94159501,std_resret#94159502,Sharpe_resret#94159503,PctPos_resret#94159504,TR_resret#94159505,IR_resret#94159506,annual_retnet#94159507,std_retnet#94159508,Sharpe_retnet#94159509,PctPos_retnet#94159510,TR_retnet#94159511,IR_retnet#94159512,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:s... ,None) (5) Scan csv Output [26]: [sector_id#94159489, retIC#94159490, resretIC#94159491, numcos#94159492, numdates#94159493, annual_bmret#94159494, annual_ret#94159495, std_ret#94159496, Sharpe_ret#94159497, PctPos_ret#94159498, TR_ret#94159499, IR_ret#94159500, annual_resret#94159501, std_resret#94159502, Sharpe_resret#94159503, PctPos_resret#94159504, TR_resret#94159505, IR_resret#94159506, annual_retnet#94159507, std_retnet#94159508, Sharpe_retnet#94159509, PctPos_retnet#94159510, TR_retnet#94159511, IR_retnet#94159512, turnover#94159513, coverage#94159514] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/stats_sector_id.csv] ReadSchema: struct<sector_id: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 ((sector_id#94159489 = NA) OR (sector_id#94159489 = null)) THEN null ELSE cast(sector_id#94159489 as int) END AS sector_id#94159758, CASE WHEN ((retIC#94159490 = NA) OR (retIC#94159490 = null)) THEN null ELSE cast(retIC#94159490 as float) END AS retIC#94159762, CASE WHEN ((resretIC#94159491 = NA) OR (resretIC#94159491 = null)) THEN null ELSE cast(resretIC#94159491 as float) END AS resretIC#94159788, CASE WHEN ((numcos#94159492 = NA) OR (numcos#94159492 = null)) THEN null ELSE cast(numcos#94159492 as float) END AS numcos#94159845, CASE WHEN ((numdates#94159493 = NA) OR (numdates#94159493 = null)) THEN null ELSE cast(numdates#94159493 as int) END AS numdates#94159848, CASE WHEN ((annual_bmret#94159494 = NA) OR (annual_bmret#94159494 = null)) THEN null ELSE cast(annual_bmret#94159494 as float) END AS annual_bmret#94159851, CASE WHEN ((annual_ret#94159495 = NA) OR (annual_ret#94159495 = null)) THEN null ELSE cast(annual_ret#94159495 as float) END AS annual_ret#94159855, CASE WHEN ((std_ret#94159496 = NA) OR (std_ret#94159496 = null)) THEN null ELSE cast(std_ret#94159496 as float) END AS std_ret#94159857, CASE WHEN ((Sharpe_ret#94159497 = NA) OR (Sharpe_ret#94159497 = null)) THEN null ELSE cast(Sharpe_ret#94159497 as float) END AS Sharpe_ret#94159860, CASE WHEN ((PctPos_ret#94159498 = NA) OR (PctPos_ret#94159498 = null)) THEN null ELSE cast(PctPos_ret#94159498 as float) END AS PctPos_ret#94159863, CASE WHEN ((TR_ret#94159499 = NA) OR (TR_ret#94159499 = null)) THEN null ELSE cast(TR_ret#94159499 as float) END AS TR_ret#94159866, CASE WHEN ((IR_ret#94159500 = NA) OR (IR_ret#94159500 = null)) THEN null ELSE cast(IR_ret#94159500 as float) END AS IR_ret#94159869, CASE WHEN ((annual_resret#94159501 = NA) OR (annual_resret#94159501 = null)) THEN null ELSE cast(annual_resret#94159501 as float) END AS annual_resret#94159871, CASE WHEN ((std_resret#94159502 = NA) OR (std_resret#94159502 = null)) THEN null ELSE cast(std_resret#94159502 as float) END AS std_resret#94159872, CASE WHEN ((Sharpe_resret#94159503 = NA) OR (Sharpe_resret#94159503 = null)) THEN null ELSE cast(Sharpe_resret#94159503 as float) END AS Sharpe_resret#94159873, CASE WHEN ((PctPos_resret#94159504 = NA) OR (PctPos_resret#94159504 = null)) THEN null ELSE cast(PctPos_resret#94159504 as float) END AS PctPos_resret#94159874, CASE WHEN ((TR_resret#94159505 = NA) OR (TR_resret#94159505 = null)) THEN null ELSE cast(TR_resret#94159505 as float) END AS TR_resret#94159875, CASE WHEN ((IR_resret#94159506 = NA) OR (IR_resret#94159506 = null)) THEN null ELSE cast(IR_resret#94159506 as float) END AS IR_resret#94159876, CASE WHEN ((annual_retnet#94159507 = NA) OR (annual_retnet#94159507 = null)) THEN null ELSE cast(annual_retnet#94159507 as float) END AS annual_retnet#94159877, CASE WHEN ((std_retnet#94159508 = NA) OR (std_retnet#94159508 = null)) THEN null ELSE cast(std_retnet#94159508 as float) END AS std_retnet#94159878, CASE WHEN ((Sharpe_retnet#94159509 = NA) OR (Sharpe_retnet#94159509 = null)) THEN null ELSE cast(Sharpe_retnet#94159509 as float) END AS Sharpe_retnet#94159879, CASE WHEN ((PctPos_retnet#94159510 = NA) OR (PctPos_retnet#94159510 = null)) THEN null ELSE cast(PctPos_retnet#94159510 as float) END AS PctPos_retnet#94159880, CASE WHEN ((TR_retnet#94159511 = NA) OR (TR_retnet#94159511 = null)) THEN null ELSE cast(TR_retnet#94159511 as float) END AS TR_retnet#94159881, CASE WHEN ((IR_retnet#94159512 = NA) OR (IR_retnet#94159512 = null)) THEN null ELSE cast(IR_retnet#94159512 as float) END AS IR_retnet#94159882, CASE WHEN ((turnover#94159513 = NA) OR (turnover#94159513 = null)) THEN null ELSE cast(turnover#94159513 as float) END AS turnover#94159883, CASE WHEN ((coverage#94159514 = NA) OR (coverage#94159514 = null)) THEN null ELSE cast(coverage#94159514 as float) END AS coverage#94159884] Input [26]: [sector_id#94159489, retIC#94159490, resretIC#94159491, numcos#94159492, numdates#94159493, annual_bmret#94159494, annual_ret#94159495, std_ret#94159496, Sharpe_ret#94159497, PctPos_ret#94159498, TR_ret#94159499, IR_ret#94159500, annual_resret#94159501, std_resret#94159502, Sharpe_resret#94159503, PctPos_resret#94159504, TR_resret#94159505, IR_resret#94159506, annual_retnet#94159507, std_retnet#94159508, Sharpe_retnet#94159509, PctPos_retnet#94159510, TR_retnet#94159511, IR_retnet#94159512, turnover#94159513, coverage#94159514] (7) ColumnarToRow [codegen id : 2] Input [4]: [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758] (8) Filter [codegen id : 2] Input [4]: [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758] Condition : isnotnull(sector_id#94159758) (9) Project [codegen id : 2] Output [5]: [sector_id#94159758, numcos#94159845, numdates#94159848, coverage#94159884, round((cast(numcos#94159845 as double) / cast(coverage#94159884 as double)), 0) AS universe#94160460] Input [4]: [coverage#94159884, numcos#94159845, numdates#94159848, sector_id#94159758] (10) InMemoryTableScan Output [3]: [sector_id#94160418, sort#94160419, description#94160423] Arguments: [sector_id#94160418, sort#94160419, description#94160423], [isnotnull(sector_id#94160418)] (11) InMemoryRelation Arguments: [sector_id#94160418, sort#94160419, description#94160423, universe#94160424], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424] +- FileScan csv [sector_id#94160398,sort#94160399,description#94160400,universe#94160401] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string> ,None) (12) Scan csv Output [4]: [sector_id#94160398, sort#94160399, description#94160400, universe#94160401] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv] ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string> (13) Project [codegen id : 1] Output [4]: [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424] Input [4]: [sector_id#94160398, sort#94160399, description#94160400, universe#94160401] (14) Filter [codegen id : 1] Input [3]: [sector_id#94160418, sort#94160419, description#94160423] Condition : isnotnull(sector_id#94160418) (15) BroadcastExchange Input [3]: [sector_id#94160418, sort#94160419, description#94160423] Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#7517691] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [sector_id#94159758] Right keys [1]: [sector_id#94160418] Join condition: None (17) Project [codegen id : 2] Output [7]: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] Input [8]: [sector_id#94159758, numcos#94159845, numdates#94159848, coverage#94159884, universe#94160460, sector_id#94160418, sort#94160419, description#94160423] (18) Exchange Input [7]: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] Arguments: rangepartitioning(sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7517696] (19) Sort [codegen id : 3] Input [7]: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] Arguments: [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST], true, 0 (20) CollectLimit Input [7]: [sector_id#94159758, numcos#94159845, numdates#94159848, sort#94160419, description#94160423, universe#94160460, coverage#94159884] Arguments: 1000000