== 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#94811829, turnover#94808836, days_hold#94811884] Arguments: [cap#94811829, turnover#94808836, days_hold#94811884] (2) InMemoryRelation Arguments: [cap#94811829, turnover#94808836, days_hold#94811884], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94811829, turnover#94808836, (1.0 / cast(turnover#94808836 as double)) AS days_hold#94811884] +- *(3) Sort [cap_sort#94811767 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94811767 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7569650] +- *(2) Project [turnover#94808836, cap_description#94811766 AS cap#94811829, cap_sort#94811767] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94808557))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7569642] : +- *(1) Filter isnotnull(cap#94808557) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94808557, turnover#94808836], [isnotnull(cap#94808557)] : +- InMemoryRelation [cap#94808557, retIC#94808562, resretIC#94808565, numcos#94808568, numdates#94808573, annual_bmret#94808576, annual_ret#94808580, std_ret#94808584, Sharpe_ret#94808599, PctPos_ret#94808601, TR_ret#94808604, IR_ret#94808607, annual_resret#94808611, std_resret#94808668, Sharpe_resret#94808669, PctPos_resret#94808671, TR_resret#94808685, IR_resret#94808688, annual_retnet#94808702, std_retnet#94808716, Sharpe_retnet#94808791, PctPos_retnet#94808804, TR_retnet#94808818, IR_retnet#94808823, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94808274 = NA) OR (cap#94808274 = null)) THEN null ELSE cast(cap#94808274 as float) END AS cap#94808557, CASE WHEN ((retIC#94808275 = NA) OR (retIC#94808275 = null)) THEN null ELSE cast(retIC#94808275 as float) END AS retIC#94808562, CASE WHEN ((resretIC#94808276 = NA) OR (resretIC#94808276 = null)) THEN null ELSE cast(resretIC#94808276 as float) END AS resretIC#94808565, CASE WHEN ((numcos#94808277 = NA) OR (numcos#94808277 = null)) THEN null ELSE cast(numcos#94808277 as float) END AS numcos#94808568, CASE WHEN ((numdates#94808278 = NA) OR (numdates#94808278 = null)) THEN null ELSE cast(numdates#94808278 as int) END AS numdates#94808573, CASE WHEN ((annual_bmret#94808279 = NA) OR (annual_bmret#94808279 = null)) THEN null ELSE cast(annual_bmret#94808279 as float) END AS annual_bmret#94808576, CASE WHEN ((annual_ret#94808280 = NA) OR (annual_ret#94808280 = null)) THEN null ELSE cast(annual_ret#94808280 as float) END AS annual_ret#94808580, CASE WHEN ((std_ret#94808281 = NA) OR (std_ret#94808281 = null)) THEN null ELSE cast(std_ret#94808281 as float) END AS std_ret#94808584, CASE WHEN ((Sharpe_ret#94808282 = NA) OR (Sharpe_ret#94808282 = null)) THEN null ELSE cast(Sharpe_ret#94808282 as float) END AS Sharpe_ret#94808599, CASE WHEN ((PctPos_ret#94808283 = NA) OR (PctPos_ret#94808283 = null)) THEN null ELSE cast(PctPos_ret#94808283 as float) END AS PctPos_ret#94808601, CASE WHEN ((TR_ret#94808284 = NA) OR (TR_ret#94808284 = null)) THEN null ELSE cast(TR_ret#94808284 as float) END AS TR_ret#94808604, CASE WHEN ((IR_ret#94808285 = NA) OR (IR_ret#94808285 = null)) THEN null ELSE cast(IR_ret#94808285 as float) END AS IR_ret#94808607, CASE WHEN ((annual_resret#94808286 = NA) OR (annual_resret#94808286 = null)) THEN null ELSE cast(annual_resret#94808286 as float) END AS annual_resret#94808611, CASE WHEN ((std_resret#94808287 = NA) OR (std_resret#94808287 = null)) THEN null ELSE cast(std_resret#94808287 as float) END AS std_resret#94808668, CASE WHEN ((Sharpe_resret#94808288 = NA) OR (Sharpe_resret#94808288 = null)) THEN null ELSE cast(Sharpe_resret#94808288 as float) END AS Sharpe_resret#94808669, CASE WHEN ((PctPos_resret#94808289 = NA) OR (PctPos_resret#94808289 = null)) THEN null ELSE cast(PctPos_resret#94808289 as float) END AS PctPos_resret#94808671, CASE WHEN ((TR_resret#94808290 = NA) OR (TR_resret#94808290 = null)) THEN null ELSE cast(TR_resret#94808290 as float) END AS TR_resret#94808685, CASE WHEN ((IR_resret#94808291 = NA) OR (IR_resret#94808291 = null)) THEN null ELSE cast(IR_resret#94808291 as float) END AS IR_resret#94808688, CASE WHEN ((annual_retnet#94808292 = NA) OR (annual_retnet#94808292 = null)) THEN null ELSE cast(annual_retnet#94808292 as float) END AS annual_retnet#94808702, CASE WHEN ((std_retnet#94808293 = NA) OR (std_retnet#94808293 = null)) THEN null ELSE cast(std_retnet#94808293 as float) END AS std_retnet#94808716, CASE WHEN ((Sharpe_retnet#94808294 = NA) OR (Sharpe_retnet#94808294 = null)) THEN null ELSE cast(Sharpe_retnet#94808294 as float) END AS Sharpe_retnet#94808791, CASE WHEN ((PctPos_retnet#94808295 = NA) OR (PctPos_retnet#94808295 = null)) THEN null ELSE cast(PctPos_retnet#94808295 as float) END AS PctPos_retnet#94808804, CASE WHEN ((TR_retnet#94808296 = NA) OR (TR_retnet#94808296 = null)) THEN null ELSE cast(TR_retnet#94808296 as float) END AS TR_retnet#94808818, CASE WHEN ((IR_retnet#94808297 = NA) OR (IR_retnet#94808297 = null)) THEN null ELSE cast(IR_retnet#94808297 as float) END AS IR_retnet#94808823, ... 2 more fields] : +- FileScan csv [cap#94808274,retIC#94808275,resretIC#94808276,numcos#94808277,numdates#94808278,annual_bmret#94808279,annual_ret#94808280,std_ret#94808281,Sharpe_ret#94808282,PctPos_ret#94808283,TR_ret#94808284,IR_ret#94808285,annual_resret#94808286,std_resret#94808287,Sharpe_resret#94808288,PctPos_resret#94808289,TR_resret#94808290,IR_resret#94808291,annual_retnet#94808292,std_retnet#94808293,Sharpe_retnet#94808294,PctPos_retnet#94808295,TR_retnet#94808296,IR_retnet#94808297,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... +- *(2) Project [cap#94694039, description#94694044 AS cap_description#94811766, sort#94694042 AS cap_sort#94811767] +- *(2) Filter isnotnull(cap#94694039) +- InMemoryTableScan [cap#94694039, description#94694044, sort#94694042], [isnotnull(cap#94694039)] +- InMemoryRelation [cap#94694039, sort#94694042, description#94694044, universe#94694045], StorageLevel(disk, memory, deserialized, 1 replicas) +- *(1) Project [CASE WHEN ((cap#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045] +- FileScan csv [cap#94694007,sort#94694010,description#94694012,universe#94694014] 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#94811767 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94808557, turnover#94808836] Arguments: [cap#94808557, turnover#94808836], [isnotnull(cap#94808557)] (4) InMemoryRelation Arguments: [cap#94808557, retIC#94808562, resretIC#94808565, numcos#94808568, numdates#94808573, annual_bmret#94808576, annual_ret#94808580, std_ret#94808584, Sharpe_ret#94808599, PctPos_ret#94808601, TR_ret#94808604, IR_ret#94808607, annual_resret#94808611, std_resret#94808668, Sharpe_resret#94808669, PctPos_resret#94808671, TR_resret#94808685, IR_resret#94808688, annual_retnet#94808702, std_retnet#94808716, Sharpe_retnet#94808791, PctPos_retnet#94808804, TR_retnet#94808818, IR_retnet#94808823, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94808274 = NA) OR (cap#94808274 = null)) THEN null ELSE cast(cap#94808274 as float) END AS cap#94808557, CASE WHEN ((retIC#94808275 = NA) OR (retIC#94808275 = null)) THEN null ELSE cast(retIC#94808275 as float) END AS retIC#94808562, CASE WHEN ((resretIC#94808276 = NA) OR (resretIC#94808276 = null)) THEN null ELSE cast(resretIC#94808276 as float) END AS resretIC#94808565, CASE WHEN ((numcos#94808277 = NA) OR (numcos#94808277 = null)) THEN null ELSE cast(numcos#94808277 as float) END AS numcos#94808568, CASE WHEN ((numdates#94808278 = NA) OR (numdates#94808278 = null)) THEN null ELSE cast(numdates#94808278 as int) END AS numdates#94808573, CASE WHEN ((annual_bmret#94808279 = NA) OR (annual_bmret#94808279 = null)) THEN null ELSE cast(annual_bmret#94808279 as float) END AS annual_bmret#94808576, CASE WHEN ((annual_ret#94808280 = NA) OR (annual_ret#94808280 = null)) THEN null ELSE cast(annual_ret#94808280 as float) END AS annual_ret#94808580, CASE WHEN ((std_ret#94808281 = NA) OR (std_ret#94808281 = null)) THEN null ELSE cast(std_ret#94808281 as float) END AS std_ret#94808584, CASE WHEN ((Sharpe_ret#94808282 = NA) OR (Sharpe_ret#94808282 = null)) THEN null ELSE cast(Sharpe_ret#94808282 as float) END AS Sharpe_ret#94808599, CASE WHEN ((PctPos_ret#94808283 = NA) OR (PctPos_ret#94808283 = null)) THEN null ELSE cast(PctPos_ret#94808283 as float) END AS PctPos_ret#94808601, CASE WHEN ((TR_ret#94808284 = NA) OR (TR_ret#94808284 = null)) THEN null ELSE cast(TR_ret#94808284 as float) END AS TR_ret#94808604, CASE WHEN ((IR_ret#94808285 = NA) OR (IR_ret#94808285 = null)) THEN null ELSE cast(IR_ret#94808285 as float) END AS IR_ret#94808607, CASE WHEN ((annual_resret#94808286 = NA) OR (annual_resret#94808286 = null)) THEN null ELSE cast(annual_resret#94808286 as float) END AS annual_resret#94808611, CASE WHEN ((std_resret#94808287 = NA) OR (std_resret#94808287 = null)) THEN null ELSE cast(std_resret#94808287 as float) END AS std_resret#94808668, CASE WHEN ((Sharpe_resret#94808288 = NA) OR (Sharpe_resret#94808288 = null)) THEN null ELSE cast(Sharpe_resret#94808288 as float) END AS Sharpe_resret#94808669, CASE WHEN ((PctPos_resret#94808289 = NA) OR (PctPos_resret#94808289 = null)) THEN null ELSE cast(PctPos_resret#94808289 as float) END AS PctPos_resret#94808671, CASE WHEN ((TR_resret#94808290 = NA) OR (TR_resret#94808290 = null)) THEN null ELSE cast(TR_resret#94808290 as float) END AS TR_resret#94808685, CASE WHEN ((IR_resret#94808291 = NA) OR (IR_resret#94808291 = null)) THEN null ELSE cast(IR_resret#94808291 as float) END AS IR_resret#94808688, CASE WHEN ((annual_retnet#94808292 = NA) OR (annual_retnet#94808292 = null)) THEN null ELSE cast(annual_retnet#94808292 as float) END AS annual_retnet#94808702, CASE WHEN ((std_retnet#94808293 = NA) OR (std_retnet#94808293 = null)) THEN null ELSE cast(std_retnet#94808293 as float) END AS std_retnet#94808716, CASE WHEN ((Sharpe_retnet#94808294 = NA) OR (Sharpe_retnet#94808294 = null)) THEN null ELSE cast(Sharpe_retnet#94808294 as float) END AS Sharpe_retnet#94808791, CASE WHEN ((PctPos_retnet#94808295 = NA) OR (PctPos_retnet#94808295 = null)) THEN null ELSE cast(PctPos_retnet#94808295 as float) END AS PctPos_retnet#94808804, CASE WHEN ((TR_retnet#94808296 = NA) OR (TR_retnet#94808296 = null)) THEN null ELSE cast(TR_retnet#94808296 as float) END AS TR_retnet#94808818, CASE WHEN ((IR_retnet#94808297 = NA) OR (IR_retnet#94808297 = null)) THEN null ELSE cast(IR_retnet#94808297 as float) END AS IR_retnet#94808823, ... 2 more fields] +- FileScan csv [cap#94808274,retIC#94808275,resretIC#94808276,numcos#94808277,numdates#94808278,annual_bmret#94808279,annual_ret#94808280,std_ret#94808281,Sharpe_ret#94808282,PctPos_ret#94808283,TR_ret#94808284,IR_ret#94808285,annual_resret#94808286,std_resret#94808287,Sharpe_resret#94808288,PctPos_resret#94808289,TR_resret#94808290,IR_resret#94808291,annual_retnet#94808292,std_retnet#94808293,Sharpe_retnet#94808294,PctPos_retnet#94808295,TR_retnet#94808296,IR_retnet#94808297,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94808274, retIC#94808275, resretIC#94808276, numcos#94808277, numdates#94808278, annual_bmret#94808279, annual_ret#94808280, std_ret#94808281, Sharpe_ret#94808282, PctPos_ret#94808283, TR_ret#94808284, IR_ret#94808285, annual_resret#94808286, std_resret#94808287, Sharpe_resret#94808288, PctPos_resret#94808289, TR_resret#94808290, IR_resret#94808291, annual_retnet#94808292, std_retnet#94808293, Sharpe_retnet#94808294, PctPos_retnet#94808295, TR_retnet#94808296, IR_retnet#94808297, turnover#94808298, coverage#94808299] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_preearnings/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#94808274 = NA) OR (cap#94808274 = null)) THEN null ELSE cast(cap#94808274 as float) END AS cap#94808557, CASE WHEN ((retIC#94808275 = NA) OR (retIC#94808275 = null)) THEN null ELSE cast(retIC#94808275 as float) END AS retIC#94808562, CASE WHEN ((resretIC#94808276 = NA) OR (resretIC#94808276 = null)) THEN null ELSE cast(resretIC#94808276 as float) END AS resretIC#94808565, CASE WHEN ((numcos#94808277 = NA) OR (numcos#94808277 = null)) THEN null ELSE cast(numcos#94808277 as float) END AS numcos#94808568, CASE WHEN ((numdates#94808278 = NA) OR (numdates#94808278 = null)) THEN null ELSE cast(numdates#94808278 as int) END AS numdates#94808573, CASE WHEN ((annual_bmret#94808279 = NA) OR (annual_bmret#94808279 = null)) THEN null ELSE cast(annual_bmret#94808279 as float) END AS annual_bmret#94808576, CASE WHEN ((annual_ret#94808280 = NA) OR (annual_ret#94808280 = null)) THEN null ELSE cast(annual_ret#94808280 as float) END AS annual_ret#94808580, CASE WHEN ((std_ret#94808281 = NA) OR (std_ret#94808281 = null)) THEN null ELSE cast(std_ret#94808281 as float) END AS std_ret#94808584, CASE WHEN ((Sharpe_ret#94808282 = NA) OR (Sharpe_ret#94808282 = null)) THEN null ELSE cast(Sharpe_ret#94808282 as float) END AS Sharpe_ret#94808599, CASE WHEN ((PctPos_ret#94808283 = NA) OR (PctPos_ret#94808283 = null)) THEN null ELSE cast(PctPos_ret#94808283 as float) END AS PctPos_ret#94808601, CASE WHEN ((TR_ret#94808284 = NA) OR (TR_ret#94808284 = null)) THEN null ELSE cast(TR_ret#94808284 as float) END AS TR_ret#94808604, CASE WHEN ((IR_ret#94808285 = NA) OR (IR_ret#94808285 = null)) THEN null ELSE cast(IR_ret#94808285 as float) END AS IR_ret#94808607, CASE WHEN ((annual_resret#94808286 = NA) OR (annual_resret#94808286 = null)) THEN null ELSE cast(annual_resret#94808286 as float) END AS annual_resret#94808611, CASE WHEN ((std_resret#94808287 = NA) OR (std_resret#94808287 = null)) THEN null ELSE cast(std_resret#94808287 as float) END AS std_resret#94808668, CASE WHEN ((Sharpe_resret#94808288 = NA) OR (Sharpe_resret#94808288 = null)) THEN null ELSE cast(Sharpe_resret#94808288 as float) END AS Sharpe_resret#94808669, CASE WHEN ((PctPos_resret#94808289 = NA) OR (PctPos_resret#94808289 = null)) THEN null ELSE cast(PctPos_resret#94808289 as float) END AS PctPos_resret#94808671, CASE WHEN ((TR_resret#94808290 = NA) OR (TR_resret#94808290 = null)) THEN null ELSE cast(TR_resret#94808290 as float) END AS TR_resret#94808685, CASE WHEN ((IR_resret#94808291 = NA) OR (IR_resret#94808291 = null)) THEN null ELSE cast(IR_resret#94808291 as float) END AS IR_resret#94808688, CASE WHEN ((annual_retnet#94808292 = NA) OR (annual_retnet#94808292 = null)) THEN null ELSE cast(annual_retnet#94808292 as float) END AS annual_retnet#94808702, CASE WHEN ((std_retnet#94808293 = NA) OR (std_retnet#94808293 = null)) THEN null ELSE cast(std_retnet#94808293 as float) END AS std_retnet#94808716, CASE WHEN ((Sharpe_retnet#94808294 = NA) OR (Sharpe_retnet#94808294 = null)) THEN null ELSE cast(Sharpe_retnet#94808294 as float) END AS Sharpe_retnet#94808791, CASE WHEN ((PctPos_retnet#94808295 = NA) OR (PctPos_retnet#94808295 = null)) THEN null ELSE cast(PctPos_retnet#94808295 as float) END AS PctPos_retnet#94808804, CASE WHEN ((TR_retnet#94808296 = NA) OR (TR_retnet#94808296 = null)) THEN null ELSE cast(TR_retnet#94808296 as float) END AS TR_retnet#94808818, CASE WHEN ((IR_retnet#94808297 = NA) OR (IR_retnet#94808297 = null)) THEN null ELSE cast(IR_retnet#94808297 as float) END AS IR_retnet#94808823, CASE WHEN ((turnover#94808298 = NA) OR (turnover#94808298 = null)) THEN null ELSE cast(turnover#94808298 as float) END AS turnover#94808836, CASE WHEN ((coverage#94808299 = NA) OR (coverage#94808299 = null)) THEN null ELSE cast(coverage#94808299 as float) END AS coverage#94808838] Input [26]: [cap#94808274, retIC#94808275, resretIC#94808276, numcos#94808277, numdates#94808278, annual_bmret#94808279, annual_ret#94808280, std_ret#94808281, Sharpe_ret#94808282, PctPos_ret#94808283, TR_ret#94808284, IR_ret#94808285, annual_resret#94808286, std_resret#94808287, Sharpe_resret#94808288, PctPos_resret#94808289, TR_resret#94808290, IR_resret#94808291, annual_retnet#94808292, std_retnet#94808293, Sharpe_retnet#94808294, PctPos_retnet#94808295, TR_retnet#94808296, IR_retnet#94808297, turnover#94808298, coverage#94808299] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94808557, turnover#94808836] (8) Filter [codegen id : 1] Input [2]: [cap#94808557, turnover#94808836] Condition : isnotnull(cap#94808557) (9) BroadcastExchange Input [2]: [cap#94808557, turnover#94808836] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7569642] (10) InMemoryTableScan Output [3]: [cap#94694039, description#94694044, sort#94694042] Arguments: [cap#94694039, description#94694044, sort#94694042], [isnotnull(cap#94694039)] (11) InMemoryRelation Arguments: [cap#94694039, sort#94694042, description#94694044, universe#94694045], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045] +- FileScan csv [cap#94694007,sort#94694010,description#94694012,universe#94694014] 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#94694007, sort#94694010, description#94694012, universe#94694014] 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#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045] Input [4]: [cap#94694007, sort#94694010, description#94694012, universe#94694014] (14) Filter Input [3]: [cap#94694039, description#94694044, sort#94694042] Condition : isnotnull(cap#94694039) (15) Project Output [3]: [cap#94694039, description#94694044 AS cap_description#94811766, sort#94694042 AS cap_sort#94811767] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94808557))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94808836, cap_description#94811766 AS cap#94811829, cap_sort#94811767] Input [5]: [cap#94808557, turnover#94808836, cap#94694039, cap_description#94811766, cap_sort#94811767] (18) Exchange Input [3]: [turnover#94808836, cap#94811829, cap_sort#94811767] Arguments: rangepartitioning(cap_sort#94811767 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7569650] (19) Sort [codegen id : 3] Input [3]: [turnover#94808836, cap#94811829, cap_sort#94811767] Arguments: [cap_sort#94811767 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94811829, turnover#94808836, (1.0 / cast(turnover#94808836 as double)) AS days_hold#94811884] Input [3]: [turnover#94808836, cap#94811829, cap_sort#94811767] (21) CollectLimit Input [3]: [cap#94811829, turnover#94808836, days_hold#94811884] Arguments: 1000000