== 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#94854065, turnover#94851745, days_hold#94854094] Arguments: [cap#94854065, turnover#94851745, days_hold#94854094] (2) InMemoryRelation Arguments: [cap#94854065, turnover#94851745, days_hold#94854094], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94854065, turnover#94851745, (1.0 / cast(turnover#94851745 as double)) AS days_hold#94854094] +- *(3) Sort [cap_sort#94854004 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94854004 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7573036] +- *(2) Project [turnover#94851745, cap_description#94854003 AS cap#94854065, cap_sort#94854004] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94851455))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7573028] : +- *(1) Filter isnotnull(cap#94851455) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94851455, turnover#94851745], [isnotnull(cap#94851455)] : +- InMemoryRelation [cap#94851455, retIC#94851483, resretIC#94851485, numcos#94851486, numdates#94851488, annual_bmret#94851501, annual_ret#94851522, std_ret#94851591, Sharpe_ret#94851593, PctPos_ret#94851610, TR_ret#94851611, IR_ret#94851625, annual_resret#94851627, std_resret#94851640, Sharpe_resret#94851642, PctPos_resret#94851644, TR_resret#94851657, IR_resret#94851661, annual_retnet#94851663, std_retnet#94851665, Sharpe_retnet#94851726, PctPos_retnet#94851728, TR_retnet#94851729, IR_retnet#94851743, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94851259 = NA) OR (cap#94851259 = null)) THEN null ELSE cast(cap#94851259 as float) END AS cap#94851455, CASE WHEN ((retIC#94851260 = NA) OR (retIC#94851260 = null)) THEN null ELSE cast(retIC#94851260 as float) END AS retIC#94851483, CASE WHEN ((resretIC#94851261 = NA) OR (resretIC#94851261 = null)) THEN null ELSE cast(resretIC#94851261 as float) END AS resretIC#94851485, CASE WHEN ((numcos#94851262 = NA) OR (numcos#94851262 = null)) THEN null ELSE cast(numcos#94851262 as float) END AS numcos#94851486, CASE WHEN ((numdates#94851263 = NA) OR (numdates#94851263 = null)) THEN null ELSE cast(numdates#94851263 as int) END AS numdates#94851488, CASE WHEN ((annual_bmret#94851264 = NA) OR (annual_bmret#94851264 = null)) THEN null ELSE cast(annual_bmret#94851264 as float) END AS annual_bmret#94851501, CASE WHEN ((annual_ret#94851265 = NA) OR (annual_ret#94851265 = null)) THEN null ELSE cast(annual_ret#94851265 as float) END AS annual_ret#94851522, CASE WHEN ((std_ret#94851266 = NA) OR (std_ret#94851266 = null)) THEN null ELSE cast(std_ret#94851266 as float) END AS std_ret#94851591, CASE WHEN ((Sharpe_ret#94851267 = NA) OR (Sharpe_ret#94851267 = null)) THEN null ELSE cast(Sharpe_ret#94851267 as float) END AS Sharpe_ret#94851593, CASE WHEN ((PctPos_ret#94851268 = NA) OR (PctPos_ret#94851268 = null)) THEN null ELSE cast(PctPos_ret#94851268 as float) END AS PctPos_ret#94851610, CASE WHEN ((TR_ret#94851269 = NA) OR (TR_ret#94851269 = null)) THEN null ELSE cast(TR_ret#94851269 as float) END AS TR_ret#94851611, CASE WHEN ((IR_ret#94851270 = NA) OR (IR_ret#94851270 = null)) THEN null ELSE cast(IR_ret#94851270 as float) END AS IR_ret#94851625, CASE WHEN ((annual_resret#94851271 = NA) OR (annual_resret#94851271 = null)) THEN null ELSE cast(annual_resret#94851271 as float) END AS annual_resret#94851627, CASE WHEN ((std_resret#94851272 = NA) OR (std_resret#94851272 = null)) THEN null ELSE cast(std_resret#94851272 as float) END AS std_resret#94851640, CASE WHEN ((Sharpe_resret#94851273 = NA) OR (Sharpe_resret#94851273 = null)) THEN null ELSE cast(Sharpe_resret#94851273 as float) END AS Sharpe_resret#94851642, CASE WHEN ((PctPos_resret#94851274 = NA) OR (PctPos_resret#94851274 = null)) THEN null ELSE cast(PctPos_resret#94851274 as float) END AS PctPos_resret#94851644, CASE WHEN ((TR_resret#94851275 = NA) OR (TR_resret#94851275 = null)) THEN null ELSE cast(TR_resret#94851275 as float) END AS TR_resret#94851657, CASE WHEN ((IR_resret#94851276 = NA) OR (IR_resret#94851276 = null)) THEN null ELSE cast(IR_resret#94851276 as float) END AS IR_resret#94851661, CASE WHEN ((annual_retnet#94851277 = NA) OR (annual_retnet#94851277 = null)) THEN null ELSE cast(annual_retnet#94851277 as float) END AS annual_retnet#94851663, CASE WHEN ((std_retnet#94851278 = NA) OR (std_retnet#94851278 = null)) THEN null ELSE cast(std_retnet#94851278 as float) END AS std_retnet#94851665, CASE WHEN ((Sharpe_retnet#94851279 = NA) OR (Sharpe_retnet#94851279 = null)) THEN null ELSE cast(Sharpe_retnet#94851279 as float) END AS Sharpe_retnet#94851726, CASE WHEN ((PctPos_retnet#94851280 = NA) OR (PctPos_retnet#94851280 = null)) THEN null ELSE cast(PctPos_retnet#94851280 as float) END AS PctPos_retnet#94851728, CASE WHEN ((TR_retnet#94851281 = NA) OR (TR_retnet#94851281 = null)) THEN null ELSE cast(TR_retnet#94851281 as float) END AS TR_retnet#94851729, CASE WHEN ((IR_retnet#94851282 = NA) OR (IR_retnet#94851282 = null)) THEN null ELSE cast(IR_retnet#94851282 as float) END AS IR_retnet#94851743, ... 2 more fields] : +- FileScan csv [cap#94851259,retIC#94851260,resretIC#94851261,numcos#94851262,numdates#94851263,annual_bmret#94851264,annual_ret#94851265,std_ret#94851266,Sharpe_ret#94851267,PctPos_ret#94851268,TR_ret#94851269,IR_ret#94851270,annual_resret#94851271,std_resret#94851272,Sharpe_resret#94851273,PctPos_resret#94851274,TR_resret#94851275,IR_resret#94851276,annual_retnet#94851277,std_retnet#94851278,Sharpe_retnet#94851279,PctPos_retnet#94851280,TR_retnet#94851281,IR_retnet#94851282,... 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#94694039, description#94694044 AS cap_description#94854003, sort#94694042 AS cap_sort#94854004] +- *(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#94854004 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94851455, turnover#94851745] Arguments: [cap#94851455, turnover#94851745], [isnotnull(cap#94851455)] (4) InMemoryRelation Arguments: [cap#94851455, retIC#94851483, resretIC#94851485, numcos#94851486, numdates#94851488, annual_bmret#94851501, annual_ret#94851522, std_ret#94851591, Sharpe_ret#94851593, PctPos_ret#94851610, TR_ret#94851611, IR_ret#94851625, annual_resret#94851627, std_resret#94851640, Sharpe_resret#94851642, PctPos_resret#94851644, TR_resret#94851657, IR_resret#94851661, annual_retnet#94851663, std_retnet#94851665, Sharpe_retnet#94851726, PctPos_retnet#94851728, TR_retnet#94851729, IR_retnet#94851743, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94851259 = NA) OR (cap#94851259 = null)) THEN null ELSE cast(cap#94851259 as float) END AS cap#94851455, CASE WHEN ((retIC#94851260 = NA) OR (retIC#94851260 = null)) THEN null ELSE cast(retIC#94851260 as float) END AS retIC#94851483, CASE WHEN ((resretIC#94851261 = NA) OR (resretIC#94851261 = null)) THEN null ELSE cast(resretIC#94851261 as float) END AS resretIC#94851485, CASE WHEN ((numcos#94851262 = NA) OR (numcos#94851262 = null)) THEN null ELSE cast(numcos#94851262 as float) END AS numcos#94851486, CASE WHEN ((numdates#94851263 = NA) OR (numdates#94851263 = null)) THEN null ELSE cast(numdates#94851263 as int) END AS numdates#94851488, CASE WHEN ((annual_bmret#94851264 = NA) OR (annual_bmret#94851264 = null)) THEN null ELSE cast(annual_bmret#94851264 as float) END AS annual_bmret#94851501, CASE WHEN ((annual_ret#94851265 = NA) OR (annual_ret#94851265 = null)) THEN null ELSE cast(annual_ret#94851265 as float) END AS annual_ret#94851522, CASE WHEN ((std_ret#94851266 = NA) OR (std_ret#94851266 = null)) THEN null ELSE cast(std_ret#94851266 as float) END AS std_ret#94851591, CASE WHEN ((Sharpe_ret#94851267 = NA) OR (Sharpe_ret#94851267 = null)) THEN null ELSE cast(Sharpe_ret#94851267 as float) END AS Sharpe_ret#94851593, CASE WHEN ((PctPos_ret#94851268 = NA) OR (PctPos_ret#94851268 = null)) THEN null ELSE cast(PctPos_ret#94851268 as float) END AS PctPos_ret#94851610, CASE WHEN ((TR_ret#94851269 = NA) OR (TR_ret#94851269 = null)) THEN null ELSE cast(TR_ret#94851269 as float) END AS TR_ret#94851611, CASE WHEN ((IR_ret#94851270 = NA) OR (IR_ret#94851270 = null)) THEN null ELSE cast(IR_ret#94851270 as float) END AS IR_ret#94851625, CASE WHEN ((annual_resret#94851271 = NA) OR (annual_resret#94851271 = null)) THEN null ELSE cast(annual_resret#94851271 as float) END AS annual_resret#94851627, CASE WHEN ((std_resret#94851272 = NA) OR (std_resret#94851272 = null)) THEN null ELSE cast(std_resret#94851272 as float) END AS std_resret#94851640, CASE WHEN ((Sharpe_resret#94851273 = NA) OR (Sharpe_resret#94851273 = null)) THEN null ELSE cast(Sharpe_resret#94851273 as float) END AS Sharpe_resret#94851642, CASE WHEN ((PctPos_resret#94851274 = NA) OR (PctPos_resret#94851274 = null)) THEN null ELSE cast(PctPos_resret#94851274 as float) END AS PctPos_resret#94851644, CASE WHEN ((TR_resret#94851275 = NA) OR (TR_resret#94851275 = null)) THEN null ELSE cast(TR_resret#94851275 as float) END AS TR_resret#94851657, CASE WHEN ((IR_resret#94851276 = NA) OR (IR_resret#94851276 = null)) THEN null ELSE cast(IR_resret#94851276 as float) END AS IR_resret#94851661, CASE WHEN ((annual_retnet#94851277 = NA) OR (annual_retnet#94851277 = null)) THEN null ELSE cast(annual_retnet#94851277 as float) END AS annual_retnet#94851663, CASE WHEN ((std_retnet#94851278 = NA) OR (std_retnet#94851278 = null)) THEN null ELSE cast(std_retnet#94851278 as float) END AS std_retnet#94851665, CASE WHEN ((Sharpe_retnet#94851279 = NA) OR (Sharpe_retnet#94851279 = null)) THEN null ELSE cast(Sharpe_retnet#94851279 as float) END AS Sharpe_retnet#94851726, CASE WHEN ((PctPos_retnet#94851280 = NA) OR (PctPos_retnet#94851280 = null)) THEN null ELSE cast(PctPos_retnet#94851280 as float) END AS PctPos_retnet#94851728, CASE WHEN ((TR_retnet#94851281 = NA) OR (TR_retnet#94851281 = null)) THEN null ELSE cast(TR_retnet#94851281 as float) END AS TR_retnet#94851729, CASE WHEN ((IR_retnet#94851282 = NA) OR (IR_retnet#94851282 = null)) THEN null ELSE cast(IR_retnet#94851282 as float) END AS IR_retnet#94851743, ... 2 more fields] +- FileScan csv [cap#94851259,retIC#94851260,resretIC#94851261,numcos#94851262,numdates#94851263,annual_bmret#94851264,annual_ret#94851265,std_ret#94851266,Sharpe_ret#94851267,PctPos_ret#94851268,TR_ret#94851269,IR_ret#94851270,annual_resret#94851271,std_resret#94851272,Sharpe_resret#94851273,PctPos_resret#94851274,TR_resret#94851275,IR_resret#94851276,annual_retnet#94851277,std_retnet#94851278,Sharpe_retnet#94851279,PctPos_retnet#94851280,TR_retnet#94851281,IR_retnet#94851282,... 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) (5) Scan csv Output [26]: [cap#94851259, retIC#94851260, resretIC#94851261, numcos#94851262, numdates#94851263, annual_bmret#94851264, annual_ret#94851265, std_ret#94851266, Sharpe_ret#94851267, PctPos_ret#94851268, TR_ret#94851269, IR_ret#94851270, annual_resret#94851271, std_resret#94851272, Sharpe_resret#94851273, PctPos_resret#94851274, TR_resret#94851275, IR_resret#94851276, annual_retnet#94851277, std_retnet#94851278, Sharpe_retnet#94851279, PctPos_retnet#94851280, TR_retnet#94851281, IR_retnet#94851282, turnover#94851283, coverage#94851284] 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> (6) Project [codegen id : 1] Output [26]: [CASE WHEN ((cap#94851259 = NA) OR (cap#94851259 = null)) THEN null ELSE cast(cap#94851259 as float) END AS cap#94851455, CASE WHEN ((retIC#94851260 = NA) OR (retIC#94851260 = null)) THEN null ELSE cast(retIC#94851260 as float) END AS retIC#94851483, CASE WHEN ((resretIC#94851261 = NA) OR (resretIC#94851261 = null)) THEN null ELSE cast(resretIC#94851261 as float) END AS resretIC#94851485, CASE WHEN ((numcos#94851262 = NA) OR (numcos#94851262 = null)) THEN null ELSE cast(numcos#94851262 as float) END AS numcos#94851486, CASE WHEN ((numdates#94851263 = NA) OR (numdates#94851263 = null)) THEN null ELSE cast(numdates#94851263 as int) END AS numdates#94851488, CASE WHEN ((annual_bmret#94851264 = NA) OR (annual_bmret#94851264 = null)) THEN null ELSE cast(annual_bmret#94851264 as float) END AS annual_bmret#94851501, CASE WHEN ((annual_ret#94851265 = NA) OR (annual_ret#94851265 = null)) THEN null ELSE cast(annual_ret#94851265 as float) END AS annual_ret#94851522, CASE WHEN ((std_ret#94851266 = NA) OR (std_ret#94851266 = null)) THEN null ELSE cast(std_ret#94851266 as float) END AS std_ret#94851591, CASE WHEN ((Sharpe_ret#94851267 = NA) OR (Sharpe_ret#94851267 = null)) THEN null ELSE cast(Sharpe_ret#94851267 as float) END AS Sharpe_ret#94851593, CASE WHEN ((PctPos_ret#94851268 = NA) OR (PctPos_ret#94851268 = null)) THEN null ELSE cast(PctPos_ret#94851268 as float) END AS PctPos_ret#94851610, CASE WHEN ((TR_ret#94851269 = NA) OR (TR_ret#94851269 = null)) THEN null ELSE cast(TR_ret#94851269 as float) END AS TR_ret#94851611, CASE WHEN ((IR_ret#94851270 = NA) OR (IR_ret#94851270 = null)) THEN null ELSE cast(IR_ret#94851270 as float) END AS IR_ret#94851625, CASE WHEN ((annual_resret#94851271 = NA) OR (annual_resret#94851271 = null)) THEN null ELSE cast(annual_resret#94851271 as float) END AS annual_resret#94851627, CASE WHEN ((std_resret#94851272 = NA) OR (std_resret#94851272 = null)) THEN null ELSE cast(std_resret#94851272 as float) END AS std_resret#94851640, CASE WHEN ((Sharpe_resret#94851273 = NA) OR (Sharpe_resret#94851273 = null)) THEN null ELSE cast(Sharpe_resret#94851273 as float) END AS Sharpe_resret#94851642, CASE WHEN ((PctPos_resret#94851274 = NA) OR (PctPos_resret#94851274 = null)) THEN null ELSE cast(PctPos_resret#94851274 as float) END AS PctPos_resret#94851644, CASE WHEN ((TR_resret#94851275 = NA) OR (TR_resret#94851275 = null)) THEN null ELSE cast(TR_resret#94851275 as float) END AS TR_resret#94851657, CASE WHEN ((IR_resret#94851276 = NA) OR (IR_resret#94851276 = null)) THEN null ELSE cast(IR_resret#94851276 as float) END AS IR_resret#94851661, CASE WHEN ((annual_retnet#94851277 = NA) OR (annual_retnet#94851277 = null)) THEN null ELSE cast(annual_retnet#94851277 as float) END AS annual_retnet#94851663, CASE WHEN ((std_retnet#94851278 = NA) OR (std_retnet#94851278 = null)) THEN null ELSE cast(std_retnet#94851278 as float) END AS std_retnet#94851665, CASE WHEN ((Sharpe_retnet#94851279 = NA) OR (Sharpe_retnet#94851279 = null)) THEN null ELSE cast(Sharpe_retnet#94851279 as float) END AS Sharpe_retnet#94851726, CASE WHEN ((PctPos_retnet#94851280 = NA) OR (PctPos_retnet#94851280 = null)) THEN null ELSE cast(PctPos_retnet#94851280 as float) END AS PctPos_retnet#94851728, CASE WHEN ((TR_retnet#94851281 = NA) OR (TR_retnet#94851281 = null)) THEN null ELSE cast(TR_retnet#94851281 as float) END AS TR_retnet#94851729, CASE WHEN ((IR_retnet#94851282 = NA) OR (IR_retnet#94851282 = null)) THEN null ELSE cast(IR_retnet#94851282 as float) END AS IR_retnet#94851743, CASE WHEN ((turnover#94851283 = NA) OR (turnover#94851283 = null)) THEN null ELSE cast(turnover#94851283 as float) END AS turnover#94851745, CASE WHEN ((coverage#94851284 = NA) OR (coverage#94851284 = null)) THEN null ELSE cast(coverage#94851284 as float) END AS coverage#94851749] Input [26]: [cap#94851259, retIC#94851260, resretIC#94851261, numcos#94851262, numdates#94851263, annual_bmret#94851264, annual_ret#94851265, std_ret#94851266, Sharpe_ret#94851267, PctPos_ret#94851268, TR_ret#94851269, IR_ret#94851270, annual_resret#94851271, std_resret#94851272, Sharpe_resret#94851273, PctPos_resret#94851274, TR_resret#94851275, IR_resret#94851276, annual_retnet#94851277, std_retnet#94851278, Sharpe_retnet#94851279, PctPos_retnet#94851280, TR_retnet#94851281, IR_retnet#94851282, turnover#94851283, coverage#94851284] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94851455, turnover#94851745] (8) Filter [codegen id : 1] Input [2]: [cap#94851455, turnover#94851745] Condition : isnotnull(cap#94851455) (9) BroadcastExchange Input [2]: [cap#94851455, turnover#94851745] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7573028] (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#94854003, sort#94694042 AS cap_sort#94854004] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94851455))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94851745, cap_description#94854003 AS cap#94854065, cap_sort#94854004] Input [5]: [cap#94851455, turnover#94851745, cap#94694039, cap_description#94854003, cap_sort#94854004] (18) Exchange Input [3]: [turnover#94851745, cap#94854065, cap_sort#94854004] Arguments: rangepartitioning(cap_sort#94854004 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7573036] (19) Sort [codegen id : 3] Input [3]: [turnover#94851745, cap#94854065, cap_sort#94854004] Arguments: [cap_sort#94854004 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94854065, turnover#94851745, (1.0 / cast(turnover#94851745 as double)) AS days_hold#94854094] Input [3]: [turnover#94851745, cap#94854065, cap_sort#94854004] (21) CollectLimit Input [3]: [cap#94854065, turnover#94851745, days_hold#94854094] Arguments: 1000000