== 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#94243692, turnover#94240675, days_hold#94243720] Arguments: [cap#94243692, turnover#94240675, days_hold#94243720] (2) InMemoryRelation Arguments: [cap#94243692, turnover#94240675, days_hold#94243720], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94243692, turnover#94240675, (1.0 / cast(turnover#94240675 as double)) AS days_hold#94243720] +- *(3) Sort [cap_sort#94243603 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94243603 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7524532] +- *(2) Project [turnover#94240675, cap_description#94243602 AS cap#94243692, cap_sort#94243603] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94240631))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7524524] : +- *(1) Filter isnotnull(cap#94240631) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94240631, turnover#94240675], [isnotnull(cap#94240631)] : +- InMemoryRelation [cap#94240631, retIC#94240633, resretIC#94240635, numcos#94240637, numdates#94240639, annual_bmret#94240641, annual_ret#94240643, std_ret#94240645, Sharpe_ret#94240647, PctPos_ret#94240649, TR_ret#94240651, IR_ret#94240653, annual_resret#94240655, std_resret#94240657, Sharpe_resret#94240659, PctPos_resret#94240660, TR_resret#94240663, IR_resret#94240665, annual_retnet#94240667, std_retnet#94240669, Sharpe_retnet#94240671, PctPos_retnet#94240672, TR_retnet#94240673, IR_retnet#94240674, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94240395 = NA) OR (cap#94240395 = null)) THEN null ELSE cast(cap#94240395 as float) END AS cap#94240631, CASE WHEN ((retIC#94240396 = NA) OR (retIC#94240396 = null)) THEN null ELSE cast(retIC#94240396 as float) END AS retIC#94240633, CASE WHEN ((resretIC#94240397 = NA) OR (resretIC#94240397 = null)) THEN null ELSE cast(resretIC#94240397 as float) END AS resretIC#94240635, CASE WHEN ((numcos#94240398 = NA) OR (numcos#94240398 = null)) THEN null ELSE cast(numcos#94240398 as float) END AS numcos#94240637, CASE WHEN ((numdates#94240399 = NA) OR (numdates#94240399 = null)) THEN null ELSE cast(numdates#94240399 as int) END AS numdates#94240639, CASE WHEN ((annual_bmret#94240400 = NA) OR (annual_bmret#94240400 = null)) THEN null ELSE cast(annual_bmret#94240400 as float) END AS annual_bmret#94240641, CASE WHEN ((annual_ret#94240401 = NA) OR (annual_ret#94240401 = null)) THEN null ELSE cast(annual_ret#94240401 as float) END AS annual_ret#94240643, CASE WHEN ((std_ret#94240402 = NA) OR (std_ret#94240402 = null)) THEN null ELSE cast(std_ret#94240402 as float) END AS std_ret#94240645, CASE WHEN ((Sharpe_ret#94240403 = NA) OR (Sharpe_ret#94240403 = null)) THEN null ELSE cast(Sharpe_ret#94240403 as float) END AS Sharpe_ret#94240647, CASE WHEN ((PctPos_ret#94240404 = NA) OR (PctPos_ret#94240404 = null)) THEN null ELSE cast(PctPos_ret#94240404 as float) END AS PctPos_ret#94240649, CASE WHEN ((TR_ret#94240405 = NA) OR (TR_ret#94240405 = null)) THEN null ELSE cast(TR_ret#94240405 as float) END AS TR_ret#94240651, CASE WHEN ((IR_ret#94240406 = NA) OR (IR_ret#94240406 = null)) THEN null ELSE cast(IR_ret#94240406 as float) END AS IR_ret#94240653, CASE WHEN ((annual_resret#94240407 = NA) OR (annual_resret#94240407 = null)) THEN null ELSE cast(annual_resret#94240407 as float) END AS annual_resret#94240655, CASE WHEN ((std_resret#94240408 = NA) OR (std_resret#94240408 = null)) THEN null ELSE cast(std_resret#94240408 as float) END AS std_resret#94240657, CASE WHEN ((Sharpe_resret#94240409 = NA) OR (Sharpe_resret#94240409 = null)) THEN null ELSE cast(Sharpe_resret#94240409 as float) END AS Sharpe_resret#94240659, CASE WHEN ((PctPos_resret#94240410 = NA) OR (PctPos_resret#94240410 = null)) THEN null ELSE cast(PctPos_resret#94240410 as float) END AS PctPos_resret#94240660, CASE WHEN ((TR_resret#94240411 = NA) OR (TR_resret#94240411 = null)) THEN null ELSE cast(TR_resret#94240411 as float) END AS TR_resret#94240663, CASE WHEN ((IR_resret#94240412 = NA) OR (IR_resret#94240412 = null)) THEN null ELSE cast(IR_resret#94240412 as float) END AS IR_resret#94240665, CASE WHEN ((annual_retnet#94240413 = NA) OR (annual_retnet#94240413 = null)) THEN null ELSE cast(annual_retnet#94240413 as float) END AS annual_retnet#94240667, CASE WHEN ((std_retnet#94240414 = NA) OR (std_retnet#94240414 = null)) THEN null ELSE cast(std_retnet#94240414 as float) END AS std_retnet#94240669, CASE WHEN ((Sharpe_retnet#94240415 = NA) OR (Sharpe_retnet#94240415 = null)) THEN null ELSE cast(Sharpe_retnet#94240415 as float) END AS Sharpe_retnet#94240671, CASE WHEN ((PctPos_retnet#94240416 = NA) OR (PctPos_retnet#94240416 = null)) THEN null ELSE cast(PctPos_retnet#94240416 as float) END AS PctPos_retnet#94240672, CASE WHEN ((TR_retnet#94240417 = NA) OR (TR_retnet#94240417 = null)) THEN null ELSE cast(TR_retnet#94240417 as float) END AS TR_retnet#94240673, CASE WHEN ((IR_retnet#94240418 = NA) OR (IR_retnet#94240418 = null)) THEN null ELSE cast(IR_retnet#94240418 as float) END AS IR_retnet#94240674, ... 2 more fields] : +- FileScan csv [cap#94240395,retIC#94240396,resretIC#94240397,numcos#94240398,numdates#94240399,annual_bmret#94240400,annual_ret#94240401,std_ret#94240402,Sharpe_ret#94240403,PctPos_ret#94240404,TR_ret#94240405,IR_ret#94240406,annual_resret#94240407,std_resret#94240408,Sharpe_resret#94240409,PctPos_resret#94240410,TR_resret#94240411,IR_resret#94240412,annual_retnet#94240413,std_retnet#94240414,Sharpe_retnet#94240415,PctPos_retnet#94240416,TR_retnet#94240417,IR_retnet#94240418,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/st..., 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#94243602, sort#94160395 AS cap_sort#94243603] +- *(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#94243603 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94240631, turnover#94240675] Arguments: [cap#94240631, turnover#94240675], [isnotnull(cap#94240631)] (4) InMemoryRelation Arguments: [cap#94240631, retIC#94240633, resretIC#94240635, numcos#94240637, numdates#94240639, annual_bmret#94240641, annual_ret#94240643, std_ret#94240645, Sharpe_ret#94240647, PctPos_ret#94240649, TR_ret#94240651, IR_ret#94240653, annual_resret#94240655, std_resret#94240657, Sharpe_resret#94240659, PctPos_resret#94240660, TR_resret#94240663, IR_resret#94240665, annual_retnet#94240667, std_retnet#94240669, Sharpe_retnet#94240671, PctPos_retnet#94240672, TR_retnet#94240673, IR_retnet#94240674, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94240395 = NA) OR (cap#94240395 = null)) THEN null ELSE cast(cap#94240395 as float) END AS cap#94240631, CASE WHEN ((retIC#94240396 = NA) OR (retIC#94240396 = null)) THEN null ELSE cast(retIC#94240396 as float) END AS retIC#94240633, CASE WHEN ((resretIC#94240397 = NA) OR (resretIC#94240397 = null)) THEN null ELSE cast(resretIC#94240397 as float) END AS resretIC#94240635, CASE WHEN ((numcos#94240398 = NA) OR (numcos#94240398 = null)) THEN null ELSE cast(numcos#94240398 as float) END AS numcos#94240637, CASE WHEN ((numdates#94240399 = NA) OR (numdates#94240399 = null)) THEN null ELSE cast(numdates#94240399 as int) END AS numdates#94240639, CASE WHEN ((annual_bmret#94240400 = NA) OR (annual_bmret#94240400 = null)) THEN null ELSE cast(annual_bmret#94240400 as float) END AS annual_bmret#94240641, CASE WHEN ((annual_ret#94240401 = NA) OR (annual_ret#94240401 = null)) THEN null ELSE cast(annual_ret#94240401 as float) END AS annual_ret#94240643, CASE WHEN ((std_ret#94240402 = NA) OR (std_ret#94240402 = null)) THEN null ELSE cast(std_ret#94240402 as float) END AS std_ret#94240645, CASE WHEN ((Sharpe_ret#94240403 = NA) OR (Sharpe_ret#94240403 = null)) THEN null ELSE cast(Sharpe_ret#94240403 as float) END AS Sharpe_ret#94240647, CASE WHEN ((PctPos_ret#94240404 = NA) OR (PctPos_ret#94240404 = null)) THEN null ELSE cast(PctPos_ret#94240404 as float) END AS PctPos_ret#94240649, CASE WHEN ((TR_ret#94240405 = NA) OR (TR_ret#94240405 = null)) THEN null ELSE cast(TR_ret#94240405 as float) END AS TR_ret#94240651, CASE WHEN ((IR_ret#94240406 = NA) OR (IR_ret#94240406 = null)) THEN null ELSE cast(IR_ret#94240406 as float) END AS IR_ret#94240653, CASE WHEN ((annual_resret#94240407 = NA) OR (annual_resret#94240407 = null)) THEN null ELSE cast(annual_resret#94240407 as float) END AS annual_resret#94240655, CASE WHEN ((std_resret#94240408 = NA) OR (std_resret#94240408 = null)) THEN null ELSE cast(std_resret#94240408 as float) END AS std_resret#94240657, CASE WHEN ((Sharpe_resret#94240409 = NA) OR (Sharpe_resret#94240409 = null)) THEN null ELSE cast(Sharpe_resret#94240409 as float) END AS Sharpe_resret#94240659, CASE WHEN ((PctPos_resret#94240410 = NA) OR (PctPos_resret#94240410 = null)) THEN null ELSE cast(PctPos_resret#94240410 as float) END AS PctPos_resret#94240660, CASE WHEN ((TR_resret#94240411 = NA) OR (TR_resret#94240411 = null)) THEN null ELSE cast(TR_resret#94240411 as float) END AS TR_resret#94240663, CASE WHEN ((IR_resret#94240412 = NA) OR (IR_resret#94240412 = null)) THEN null ELSE cast(IR_resret#94240412 as float) END AS IR_resret#94240665, CASE WHEN ((annual_retnet#94240413 = NA) OR (annual_retnet#94240413 = null)) THEN null ELSE cast(annual_retnet#94240413 as float) END AS annual_retnet#94240667, CASE WHEN ((std_retnet#94240414 = NA) OR (std_retnet#94240414 = null)) THEN null ELSE cast(std_retnet#94240414 as float) END AS std_retnet#94240669, CASE WHEN ((Sharpe_retnet#94240415 = NA) OR (Sharpe_retnet#94240415 = null)) THEN null ELSE cast(Sharpe_retnet#94240415 as float) END AS Sharpe_retnet#94240671, CASE WHEN ((PctPos_retnet#94240416 = NA) OR (PctPos_retnet#94240416 = null)) THEN null ELSE cast(PctPos_retnet#94240416 as float) END AS PctPos_retnet#94240672, CASE WHEN ((TR_retnet#94240417 = NA) OR (TR_retnet#94240417 = null)) THEN null ELSE cast(TR_retnet#94240417 as float) END AS TR_retnet#94240673, CASE WHEN ((IR_retnet#94240418 = NA) OR (IR_retnet#94240418 = null)) THEN null ELSE cast(IR_retnet#94240418 as float) END AS IR_retnet#94240674, ... 2 more fields] +- FileScan csv [cap#94240395,retIC#94240396,resretIC#94240397,numcos#94240398,numdates#94240399,annual_bmret#94240400,annual_ret#94240401,std_ret#94240402,Sharpe_ret#94240403,PctPos_ret#94240404,TR_ret#94240405,IR_ret#94240406,annual_resret#94240407,std_resret#94240408,Sharpe_resret#94240409,PctPos_resret#94240410,TR_resret#94240411,IR_resret#94240412,annual_retnet#94240413,std_retnet#94240414,Sharpe_retnet#94240415,PctPos_retnet#94240416,TR_retnet#94240417,IR_retnet#94240418,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/st..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94240395, retIC#94240396, resretIC#94240397, numcos#94240398, numdates#94240399, annual_bmret#94240400, annual_ret#94240401, std_ret#94240402, Sharpe_ret#94240403, PctPos_ret#94240404, TR_ret#94240405, IR_ret#94240406, annual_resret#94240407, std_resret#94240408, Sharpe_resret#94240409, PctPos_resret#94240410, TR_resret#94240411, IR_resret#94240412, annual_retnet#94240413, std_retnet#94240414, Sharpe_retnet#94240415, PctPos_retnet#94240416, TR_retnet#94240417, IR_retnet#94240418, turnover#94240419, coverage#94240420] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/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> (6) Project [codegen id : 1] Output [26]: [CASE WHEN ((cap#94240395 = NA) OR (cap#94240395 = null)) THEN null ELSE cast(cap#94240395 as float) END AS cap#94240631, CASE WHEN ((retIC#94240396 = NA) OR (retIC#94240396 = null)) THEN null ELSE cast(retIC#94240396 as float) END AS retIC#94240633, CASE WHEN ((resretIC#94240397 = NA) OR (resretIC#94240397 = null)) THEN null ELSE cast(resretIC#94240397 as float) END AS resretIC#94240635, CASE WHEN ((numcos#94240398 = NA) OR (numcos#94240398 = null)) THEN null ELSE cast(numcos#94240398 as float) END AS numcos#94240637, CASE WHEN ((numdates#94240399 = NA) OR (numdates#94240399 = null)) THEN null ELSE cast(numdates#94240399 as int) END AS numdates#94240639, CASE WHEN ((annual_bmret#94240400 = NA) OR (annual_bmret#94240400 = null)) THEN null ELSE cast(annual_bmret#94240400 as float) END AS annual_bmret#94240641, CASE WHEN ((annual_ret#94240401 = NA) OR (annual_ret#94240401 = null)) THEN null ELSE cast(annual_ret#94240401 as float) END AS annual_ret#94240643, CASE WHEN ((std_ret#94240402 = NA) OR (std_ret#94240402 = null)) THEN null ELSE cast(std_ret#94240402 as float) END AS std_ret#94240645, CASE WHEN ((Sharpe_ret#94240403 = NA) OR (Sharpe_ret#94240403 = null)) THEN null ELSE cast(Sharpe_ret#94240403 as float) END AS Sharpe_ret#94240647, CASE WHEN ((PctPos_ret#94240404 = NA) OR (PctPos_ret#94240404 = null)) THEN null ELSE cast(PctPos_ret#94240404 as float) END AS PctPos_ret#94240649, CASE WHEN ((TR_ret#94240405 = NA) OR (TR_ret#94240405 = null)) THEN null ELSE cast(TR_ret#94240405 as float) END AS TR_ret#94240651, CASE WHEN ((IR_ret#94240406 = NA) OR (IR_ret#94240406 = null)) THEN null ELSE cast(IR_ret#94240406 as float) END AS IR_ret#94240653, CASE WHEN ((annual_resret#94240407 = NA) OR (annual_resret#94240407 = null)) THEN null ELSE cast(annual_resret#94240407 as float) END AS annual_resret#94240655, CASE WHEN ((std_resret#94240408 = NA) OR (std_resret#94240408 = null)) THEN null ELSE cast(std_resret#94240408 as float) END AS std_resret#94240657, CASE WHEN ((Sharpe_resret#94240409 = NA) OR (Sharpe_resret#94240409 = null)) THEN null ELSE cast(Sharpe_resret#94240409 as float) END AS Sharpe_resret#94240659, CASE WHEN ((PctPos_resret#94240410 = NA) OR (PctPos_resret#94240410 = null)) THEN null ELSE cast(PctPos_resret#94240410 as float) END AS PctPos_resret#94240660, CASE WHEN ((TR_resret#94240411 = NA) OR (TR_resret#94240411 = null)) THEN null ELSE cast(TR_resret#94240411 as float) END AS TR_resret#94240663, CASE WHEN ((IR_resret#94240412 = NA) OR (IR_resret#94240412 = null)) THEN null ELSE cast(IR_resret#94240412 as float) END AS IR_resret#94240665, CASE WHEN ((annual_retnet#94240413 = NA) OR (annual_retnet#94240413 = null)) THEN null ELSE cast(annual_retnet#94240413 as float) END AS annual_retnet#94240667, CASE WHEN ((std_retnet#94240414 = NA) OR (std_retnet#94240414 = null)) THEN null ELSE cast(std_retnet#94240414 as float) END AS std_retnet#94240669, CASE WHEN ((Sharpe_retnet#94240415 = NA) OR (Sharpe_retnet#94240415 = null)) THEN null ELSE cast(Sharpe_retnet#94240415 as float) END AS Sharpe_retnet#94240671, CASE WHEN ((PctPos_retnet#94240416 = NA) OR (PctPos_retnet#94240416 = null)) THEN null ELSE cast(PctPos_retnet#94240416 as float) END AS PctPos_retnet#94240672, CASE WHEN ((TR_retnet#94240417 = NA) OR (TR_retnet#94240417 = null)) THEN null ELSE cast(TR_retnet#94240417 as float) END AS TR_retnet#94240673, CASE WHEN ((IR_retnet#94240418 = NA) OR (IR_retnet#94240418 = null)) THEN null ELSE cast(IR_retnet#94240418 as float) END AS IR_retnet#94240674, CASE WHEN ((turnover#94240419 = NA) OR (turnover#94240419 = null)) THEN null ELSE cast(turnover#94240419 as float) END AS turnover#94240675, CASE WHEN ((coverage#94240420 = NA) OR (coverage#94240420 = null)) THEN null ELSE cast(coverage#94240420 as float) END AS coverage#94240676] Input [26]: [cap#94240395, retIC#94240396, resretIC#94240397, numcos#94240398, numdates#94240399, annual_bmret#94240400, annual_ret#94240401, std_ret#94240402, Sharpe_ret#94240403, PctPos_ret#94240404, TR_ret#94240405, IR_ret#94240406, annual_resret#94240407, std_resret#94240408, Sharpe_resret#94240409, PctPos_resret#94240410, TR_resret#94240411, IR_resret#94240412, annual_retnet#94240413, std_retnet#94240414, Sharpe_retnet#94240415, PctPos_retnet#94240416, TR_retnet#94240417, IR_retnet#94240418, turnover#94240419, coverage#94240420] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94240631, turnover#94240675] (8) Filter [codegen id : 1] Input [2]: [cap#94240631, turnover#94240675] Condition : isnotnull(cap#94240631) (9) BroadcastExchange Input [2]: [cap#94240631, turnover#94240675] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7524524] (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#94243602, sort#94160395 AS cap_sort#94243603] Input [3]: [cap#94160394, description#94160396, sort#94160395] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94240631))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94240675, cap_description#94243602 AS cap#94243692, cap_sort#94243603] Input [5]: [cap#94240631, turnover#94240675, cap#94160394, cap_description#94243602, cap_sort#94243603] (18) Exchange Input [3]: [turnover#94240675, cap#94243692, cap_sort#94243603] Arguments: rangepartitioning(cap_sort#94243603 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7524532] (19) Sort [codegen id : 3] Input [3]: [turnover#94240675, cap#94243692, cap_sort#94243603] Arguments: [cap_sort#94243603 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94243692, turnover#94240675, (1.0 / cast(turnover#94240675 as double)) AS days_hold#94243720] Input [3]: [turnover#94240675, cap#94243692, cap_sort#94243603] (21) CollectLimit Input [3]: [cap#94243692, turnover#94240675, days_hold#94243720] Arguments: 1000000