== Physical Plan == CollectLimit (21) +- InMemoryTableScan (1) +- InMemoryRelation (2) +- * Project (20) +- * Sort (19) +- Exchange (18) +- * Project (17) +- * BroadcastHashJoin Inner BuildLeft (16) :- BroadcastExchange (9) : +- * Filter (8) : +- * ColumnarToRow (7) : +- InMemoryTableScan (3) : +- InMemoryRelation (4) : +- * Project (6) : +- Scan csv (5) +- * Project (15) +- * Filter (14) +- InMemoryTableScan (10) +- InMemoryRelation (11) +- * Project (13) +- Scan csv (12) (1) InMemoryTableScan Output [3]: [cap#94385214, turnover#94382804, days_hold#94385248] Arguments: [cap#94385214, turnover#94382804, days_hold#94385248] (2) InMemoryRelation Arguments: [cap#94385214, turnover#94382804, days_hold#94385248], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94385214, turnover#94382804, (1.0 / cast(turnover#94382804 as double)) AS days_hold#94385248] +- *(3) Sort [cap_sort#94385125 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94385125 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535950] +- *(2) Project [turnover#94382804, cap_description#94385124 AS cap#94385214, cap_sort#94385125] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94382550))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7535942] : +- *(1) Filter isnotnull(cap#94382550) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94382550, turnover#94382804], [isnotnull(cap#94382550)] : +- InMemoryRelation [cap#94382550, retIC#94382563, resretIC#94382565, numcos#94382567, numdates#94382568, annual_bmret#94382569, annual_ret#94382570, std_ret#94382571, Sharpe_ret#94382572, PctPos_ret#94382599, TR_ret#94382600, IR_ret#94382638, annual_resret#94382640, std_resret#94382641, Sharpe_resret#94382654, PctPos_resret#94382655, TR_resret#94382667, IR_resret#94382668, annual_retnet#94382669, std_retnet#94382670, Sharpe_retnet#94382671, PctPos_retnet#94382732, TR_retnet#94382733, IR_retnet#94382735, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94382327 = NA) OR (cap#94382327 = null)) THEN null ELSE cast(cap#94382327 as float) END AS cap#94382550, CASE WHEN ((retIC#94382328 = NA) OR (retIC#94382328 = null)) THEN null ELSE cast(retIC#94382328 as float) END AS retIC#94382563, CASE WHEN ((resretIC#94382329 = NA) OR (resretIC#94382329 = null)) THEN null ELSE cast(resretIC#94382329 as float) END AS resretIC#94382565, CASE WHEN ((numcos#94382330 = NA) OR (numcos#94382330 = null)) THEN null ELSE cast(numcos#94382330 as float) END AS numcos#94382567, CASE WHEN ((numdates#94382331 = NA) OR (numdates#94382331 = null)) THEN null ELSE cast(numdates#94382331 as int) END AS numdates#94382568, CASE WHEN ((annual_bmret#94382332 = NA) OR (annual_bmret#94382332 = null)) THEN null ELSE cast(annual_bmret#94382332 as float) END AS annual_bmret#94382569, CASE WHEN ((annual_ret#94382333 = NA) OR (annual_ret#94382333 = null)) THEN null ELSE cast(annual_ret#94382333 as float) END AS annual_ret#94382570, CASE WHEN ((std_ret#94382334 = NA) OR (std_ret#94382334 = null)) THEN null ELSE cast(std_ret#94382334 as float) END AS std_ret#94382571, CASE WHEN ((Sharpe_ret#94382335 = NA) OR (Sharpe_ret#94382335 = null)) THEN null ELSE cast(Sharpe_ret#94382335 as float) END AS Sharpe_ret#94382572, CASE WHEN ((PctPos_ret#94382336 = NA) OR (PctPos_ret#94382336 = null)) THEN null ELSE cast(PctPos_ret#94382336 as float) END AS PctPos_ret#94382599, CASE WHEN ((TR_ret#94382337 = NA) OR (TR_ret#94382337 = null)) THEN null ELSE cast(TR_ret#94382337 as float) END AS TR_ret#94382600, CASE WHEN ((IR_ret#94382338 = NA) OR (IR_ret#94382338 = null)) THEN null ELSE cast(IR_ret#94382338 as float) END AS IR_ret#94382638, CASE WHEN ((annual_resret#94382339 = NA) OR (annual_resret#94382339 = null)) THEN null ELSE cast(annual_resret#94382339 as float) END AS annual_resret#94382640, CASE WHEN ((std_resret#94382340 = NA) OR (std_resret#94382340 = null)) THEN null ELSE cast(std_resret#94382340 as float) END AS std_resret#94382641, CASE WHEN ((Sharpe_resret#94382341 = NA) OR (Sharpe_resret#94382341 = null)) THEN null ELSE cast(Sharpe_resret#94382341 as float) END AS Sharpe_resret#94382654, CASE WHEN ((PctPos_resret#94382342 = NA) OR (PctPos_resret#94382342 = null)) THEN null ELSE cast(PctPos_resret#94382342 as float) END AS PctPos_resret#94382655, CASE WHEN ((TR_resret#94382343 = NA) OR (TR_resret#94382343 = null)) THEN null ELSE cast(TR_resret#94382343 as float) END AS TR_resret#94382667, CASE WHEN ((IR_resret#94382344 = NA) OR (IR_resret#94382344 = null)) THEN null ELSE cast(IR_resret#94382344 as float) END AS IR_resret#94382668, CASE WHEN ((annual_retnet#94382345 = NA) OR (annual_retnet#94382345 = null)) THEN null ELSE cast(annual_retnet#94382345 as float) END AS annual_retnet#94382669, CASE WHEN ((std_retnet#94382346 = NA) OR (std_retnet#94382346 = null)) THEN null ELSE cast(std_retnet#94382346 as float) END AS std_retnet#94382670, CASE WHEN ((Sharpe_retnet#94382347 = NA) OR (Sharpe_retnet#94382347 = null)) THEN null ELSE cast(Sharpe_retnet#94382347 as float) END AS Sharpe_retnet#94382671, CASE WHEN ((PctPos_retnet#94382348 = NA) OR (PctPos_retnet#94382348 = null)) THEN null ELSE cast(PctPos_retnet#94382348 as float) END AS PctPos_retnet#94382732, CASE WHEN ((TR_retnet#94382349 = NA) OR (TR_retnet#94382349 = null)) THEN null ELSE cast(TR_retnet#94382349 as float) END AS TR_retnet#94382733, CASE WHEN ((IR_retnet#94382350 = NA) OR (IR_retnet#94382350 = null)) THEN null ELSE cast(IR_retnet#94382350 as float) END AS IR_retnet#94382735, ... 2 more fields] : +- FileScan csv [cap#94382327,retIC#94382328,resretIC#94382329,numcos#94382330,numdates#94382331,annual_bmret#94382332,annual_ret#94382333,std_ret#94382334,Sharpe_ret#94382335,PctPos_ret#94382336,TR_ret#94382337,IR_ret#94382338,annual_resret#94382339,std_resret#94382340,Sharpe_resret#94382341,PctPos_resret#94382342,TR_resret#94382343,IR_resret#94382344,annual_retnet#94382345,std_retnet#94382346,Sharpe_retnet#94382347,PctPos_retnet#94382348,TR_retnet#94382349,IR_retnet#94382350,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... +- *(2) Project [cap#94160394, description#94160396 AS cap_description#94385124, sort#94160395 AS cap_sort#94385125] +- *(2) Filter isnotnull(cap#94160394) +- InMemoryTableScan [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)] +- InMemoryRelation [cap#94160394, sort#94160395, description#94160396, universe#94160397], StorageLevel(disk, memory, deserialized, 1 replicas) +- *(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397] +- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string> ,None), [cap_sort#94385125 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94382550, turnover#94382804] Arguments: [cap#94382550, turnover#94382804], [isnotnull(cap#94382550)] (4) InMemoryRelation Arguments: [cap#94382550, retIC#94382563, resretIC#94382565, numcos#94382567, numdates#94382568, annual_bmret#94382569, annual_ret#94382570, std_ret#94382571, Sharpe_ret#94382572, PctPos_ret#94382599, TR_ret#94382600, IR_ret#94382638, annual_resret#94382640, std_resret#94382641, Sharpe_resret#94382654, PctPos_resret#94382655, TR_resret#94382667, IR_resret#94382668, annual_retnet#94382669, std_retnet#94382670, Sharpe_retnet#94382671, PctPos_retnet#94382732, TR_retnet#94382733, IR_retnet#94382735, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94382327 = NA) OR (cap#94382327 = null)) THEN null ELSE cast(cap#94382327 as float) END AS cap#94382550, CASE WHEN ((retIC#94382328 = NA) OR (retIC#94382328 = null)) THEN null ELSE cast(retIC#94382328 as float) END AS retIC#94382563, CASE WHEN ((resretIC#94382329 = NA) OR (resretIC#94382329 = null)) THEN null ELSE cast(resretIC#94382329 as float) END AS resretIC#94382565, CASE WHEN ((numcos#94382330 = NA) OR (numcos#94382330 = null)) THEN null ELSE cast(numcos#94382330 as float) END AS numcos#94382567, CASE WHEN ((numdates#94382331 = NA) OR (numdates#94382331 = null)) THEN null ELSE cast(numdates#94382331 as int) END AS numdates#94382568, CASE WHEN ((annual_bmret#94382332 = NA) OR (annual_bmret#94382332 = null)) THEN null ELSE cast(annual_bmret#94382332 as float) END AS annual_bmret#94382569, CASE WHEN ((annual_ret#94382333 = NA) OR (annual_ret#94382333 = null)) THEN null ELSE cast(annual_ret#94382333 as float) END AS annual_ret#94382570, CASE WHEN ((std_ret#94382334 = NA) OR (std_ret#94382334 = null)) THEN null ELSE cast(std_ret#94382334 as float) END AS std_ret#94382571, CASE WHEN ((Sharpe_ret#94382335 = NA) OR (Sharpe_ret#94382335 = null)) THEN null ELSE cast(Sharpe_ret#94382335 as float) END AS Sharpe_ret#94382572, CASE WHEN ((PctPos_ret#94382336 = NA) OR (PctPos_ret#94382336 = null)) THEN null ELSE cast(PctPos_ret#94382336 as float) END AS PctPos_ret#94382599, CASE WHEN ((TR_ret#94382337 = NA) OR (TR_ret#94382337 = null)) THEN null ELSE cast(TR_ret#94382337 as float) END AS TR_ret#94382600, CASE WHEN ((IR_ret#94382338 = NA) OR (IR_ret#94382338 = null)) THEN null ELSE cast(IR_ret#94382338 as float) END AS IR_ret#94382638, CASE WHEN ((annual_resret#94382339 = NA) OR (annual_resret#94382339 = null)) THEN null ELSE cast(annual_resret#94382339 as float) END AS annual_resret#94382640, CASE WHEN ((std_resret#94382340 = NA) OR (std_resret#94382340 = null)) THEN null ELSE cast(std_resret#94382340 as float) END AS std_resret#94382641, CASE WHEN ((Sharpe_resret#94382341 = NA) OR (Sharpe_resret#94382341 = null)) THEN null ELSE cast(Sharpe_resret#94382341 as float) END AS Sharpe_resret#94382654, CASE WHEN ((PctPos_resret#94382342 = NA) OR (PctPos_resret#94382342 = null)) THEN null ELSE cast(PctPos_resret#94382342 as float) END AS PctPos_resret#94382655, CASE WHEN ((TR_resret#94382343 = NA) OR (TR_resret#94382343 = null)) THEN null ELSE cast(TR_resret#94382343 as float) END AS TR_resret#94382667, CASE WHEN ((IR_resret#94382344 = NA) OR (IR_resret#94382344 = null)) THEN null ELSE cast(IR_resret#94382344 as float) END AS IR_resret#94382668, CASE WHEN ((annual_retnet#94382345 = NA) OR (annual_retnet#94382345 = null)) THEN null ELSE cast(annual_retnet#94382345 as float) END AS annual_retnet#94382669, CASE WHEN ((std_retnet#94382346 = NA) OR (std_retnet#94382346 = null)) THEN null ELSE cast(std_retnet#94382346 as float) END AS std_retnet#94382670, CASE WHEN ((Sharpe_retnet#94382347 = NA) OR (Sharpe_retnet#94382347 = null)) THEN null ELSE cast(Sharpe_retnet#94382347 as float) END AS Sharpe_retnet#94382671, CASE WHEN ((PctPos_retnet#94382348 = NA) OR (PctPos_retnet#94382348 = null)) THEN null ELSE cast(PctPos_retnet#94382348 as float) END AS PctPos_retnet#94382732, CASE WHEN ((TR_retnet#94382349 = NA) OR (TR_retnet#94382349 = null)) THEN null ELSE cast(TR_retnet#94382349 as float) END AS TR_retnet#94382733, CASE WHEN ((IR_retnet#94382350 = NA) OR (IR_retnet#94382350 = null)) THEN null ELSE cast(IR_retnet#94382350 as float) END AS IR_retnet#94382735, ... 2 more fields] +- FileScan csv [cap#94382327,retIC#94382328,resretIC#94382329,numcos#94382330,numdates#94382331,annual_bmret#94382332,annual_ret#94382333,std_ret#94382334,Sharpe_ret#94382335,PctPos_ret#94382336,TR_ret#94382337,IR_ret#94382338,annual_resret#94382339,std_resret#94382340,Sharpe_resret#94382341,PctPos_resret#94382342,TR_resret#94382343,IR_resret#94382344,annual_retnet#94382345,std_retnet#94382346,Sharpe_retnet#94382347,PctPos_retnet#94382348,TR_retnet#94382349,IR_retnet#94382350,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (unknown) Scan csv Output [26]: [cap#94382327, retIC#94382328, resretIC#94382329, numcos#94382330, numdates#94382331, annual_bmret#94382332, annual_ret#94382333, std_ret#94382334, Sharpe_ret#94382335, PctPos_ret#94382336, TR_ret#94382337, IR_ret#94382338, annual_resret#94382339, std_resret#94382340, Sharpe_resret#94382341, PctPos_resret#94382342, TR_resret#94382343, IR_resret#94382344, annual_retnet#94382345, std_retnet#94382346, Sharpe_retnet#94382347, PctPos_retnet#94382348, TR_retnet#94382349, IR_retnet#94382350, turnover#94382351, coverage#94382352] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/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#94382327 = NA) OR (cap#94382327 = null)) THEN null ELSE cast(cap#94382327 as float) END AS cap#94382550, CASE WHEN ((retIC#94382328 = NA) OR (retIC#94382328 = null)) THEN null ELSE cast(retIC#94382328 as float) END AS retIC#94382563, CASE WHEN ((resretIC#94382329 = NA) OR (resretIC#94382329 = null)) THEN null ELSE cast(resretIC#94382329 as float) END AS resretIC#94382565, CASE WHEN ((numcos#94382330 = NA) OR (numcos#94382330 = null)) THEN null ELSE cast(numcos#94382330 as float) END AS numcos#94382567, CASE WHEN ((numdates#94382331 = NA) OR (numdates#94382331 = null)) THEN null ELSE cast(numdates#94382331 as int) END AS numdates#94382568, CASE WHEN ((annual_bmret#94382332 = NA) OR (annual_bmret#94382332 = null)) THEN null ELSE cast(annual_bmret#94382332 as float) END AS annual_bmret#94382569, CASE WHEN ((annual_ret#94382333 = NA) OR (annual_ret#94382333 = null)) THEN null ELSE cast(annual_ret#94382333 as float) END AS annual_ret#94382570, CASE WHEN ((std_ret#94382334 = NA) OR (std_ret#94382334 = null)) THEN null ELSE cast(std_ret#94382334 as float) END AS std_ret#94382571, CASE WHEN ((Sharpe_ret#94382335 = NA) OR (Sharpe_ret#94382335 = null)) THEN null ELSE cast(Sharpe_ret#94382335 as float) END AS Sharpe_ret#94382572, CASE WHEN ((PctPos_ret#94382336 = NA) OR (PctPos_ret#94382336 = null)) THEN null ELSE cast(PctPos_ret#94382336 as float) END AS PctPos_ret#94382599, CASE WHEN ((TR_ret#94382337 = NA) OR (TR_ret#94382337 = null)) THEN null ELSE cast(TR_ret#94382337 as float) END AS TR_ret#94382600, CASE WHEN ((IR_ret#94382338 = NA) OR (IR_ret#94382338 = null)) THEN null ELSE cast(IR_ret#94382338 as float) END AS IR_ret#94382638, CASE WHEN ((annual_resret#94382339 = NA) OR (annual_resret#94382339 = null)) THEN null ELSE cast(annual_resret#94382339 as float) END AS annual_resret#94382640, CASE WHEN ((std_resret#94382340 = NA) OR (std_resret#94382340 = null)) THEN null ELSE cast(std_resret#94382340 as float) END AS std_resret#94382641, CASE WHEN ((Sharpe_resret#94382341 = NA) OR (Sharpe_resret#94382341 = null)) THEN null ELSE cast(Sharpe_resret#94382341 as float) END AS Sharpe_resret#94382654, CASE WHEN ((PctPos_resret#94382342 = NA) OR (PctPos_resret#94382342 = null)) THEN null ELSE cast(PctPos_resret#94382342 as float) END AS PctPos_resret#94382655, CASE WHEN ((TR_resret#94382343 = NA) OR (TR_resret#94382343 = null)) THEN null ELSE cast(TR_resret#94382343 as float) END AS TR_resret#94382667, CASE WHEN ((IR_resret#94382344 = NA) OR (IR_resret#94382344 = null)) THEN null ELSE cast(IR_resret#94382344 as float) END AS IR_resret#94382668, CASE WHEN ((annual_retnet#94382345 = NA) OR (annual_retnet#94382345 = null)) THEN null ELSE cast(annual_retnet#94382345 as float) END AS annual_retnet#94382669, CASE WHEN ((std_retnet#94382346 = NA) OR (std_retnet#94382346 = null)) THEN null ELSE cast(std_retnet#94382346 as float) END AS std_retnet#94382670, CASE WHEN ((Sharpe_retnet#94382347 = NA) OR (Sharpe_retnet#94382347 = null)) THEN null ELSE cast(Sharpe_retnet#94382347 as float) END AS Sharpe_retnet#94382671, CASE WHEN ((PctPos_retnet#94382348 = NA) OR (PctPos_retnet#94382348 = null)) THEN null ELSE cast(PctPos_retnet#94382348 as float) END AS PctPos_retnet#94382732, CASE WHEN ((TR_retnet#94382349 = NA) OR (TR_retnet#94382349 = null)) THEN null ELSE cast(TR_retnet#94382349 as float) END AS TR_retnet#94382733, CASE WHEN ((IR_retnet#94382350 = NA) OR (IR_retnet#94382350 = null)) THEN null ELSE cast(IR_retnet#94382350 as float) END AS IR_retnet#94382735, CASE WHEN ((turnover#94382351 = NA) OR (turnover#94382351 = null)) THEN null ELSE cast(turnover#94382351 as float) END AS turnover#94382804, CASE WHEN ((coverage#94382352 = NA) OR (coverage#94382352 = null)) THEN null ELSE cast(coverage#94382352 as float) END AS coverage#94382806] Input [26]: [cap#94382327, retIC#94382328, resretIC#94382329, numcos#94382330, numdates#94382331, annual_bmret#94382332, annual_ret#94382333, std_ret#94382334, Sharpe_ret#94382335, PctPos_ret#94382336, TR_ret#94382337, IR_ret#94382338, annual_resret#94382339, std_resret#94382340, Sharpe_resret#94382341, PctPos_resret#94382342, TR_resret#94382343, IR_resret#94382344, annual_retnet#94382345, std_retnet#94382346, Sharpe_retnet#94382347, PctPos_retnet#94382348, TR_retnet#94382349, IR_retnet#94382350, turnover#94382351, coverage#94382352] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94382550, turnover#94382804] (8) Filter [codegen id : 1] Input [2]: [cap#94382550, turnover#94382804] Condition : isnotnull(cap#94382550) (9) BroadcastExchange Input [2]: [cap#94382550, turnover#94382804] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7535942] (10) InMemoryTableScan Output [3]: [cap#94160394, description#94160396, sort#94160395] Arguments: [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)] (11) InMemoryRelation Arguments: [cap#94160394, sort#94160395, description#94160396, universe#94160397], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397] +- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string> ,None) (12) Scan csv Output [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv] ReadSchema: struct<cap:string,sort:string,description:string,universe:string> (13) Project [codegen id : 1] Output [4]: [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397] Input [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380] (14) Filter Input [3]: [cap#94160394, description#94160396, sort#94160395] Condition : isnotnull(cap#94160394) (15) Project Output [3]: [cap#94160394, description#94160396 AS cap_description#94385124, sort#94160395 AS cap_sort#94385125] Input [3]: [cap#94160394, description#94160396, sort#94160395] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94382550))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94382804, cap_description#94385124 AS cap#94385214, cap_sort#94385125] Input [5]: [cap#94382550, turnover#94382804, cap#94160394, cap_description#94385124, cap_sort#94385125] (18) Exchange Input [3]: [turnover#94382804, cap#94385214, cap_sort#94385125] Arguments: rangepartitioning(cap_sort#94385125 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535950] (19) Sort [codegen id : 3] Input [3]: [turnover#94382804, cap#94385214, cap_sort#94385125] Arguments: [cap_sort#94385125 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94385214, turnover#94382804, (1.0 / cast(turnover#94382804 as double)) AS days_hold#94385248] Input [3]: [turnover#94382804, cap#94385214, cap_sort#94385125] (21) CollectLimit Input [3]: [cap#94385214, turnover#94382804, days_hold#94385248] Arguments: 10000