== 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#94882665, turnover#94879577, days_hold#94882693] Arguments: [cap#94882665, turnover#94879577, days_hold#94882693] (2) InMemoryRelation Arguments: [cap#94882665, turnover#94879577, days_hold#94882693], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94882665, turnover#94879577, (1.0 / cast(turnover#94879577 as double)) AS days_hold#94882693] +- *(3) Sort [cap_sort#94882576 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94882576 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7575349] +- *(2) Project [turnover#94879577, cap_description#94882575 AS cap#94882665, cap_sort#94882576] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94879348))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7575341] : +- *(1) Filter isnotnull(cap#94879348) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94879348, turnover#94879577], [isnotnull(cap#94879348)] : +- InMemoryRelation [cap#94879348, retIC#94879351, resretIC#94879354, numcos#94879378, numdates#94879382, annual_bmret#94879397, annual_ret#94879400, std_ret#94879406, Sharpe_ret#94879473, PctPos_ret#94879475, TR_ret#94879476, IR_ret#94879478, annual_resret#94879481, std_resret#94879482, Sharpe_resret#94879484, PctPos_resret#94879485, TR_resret#94879488, IR_resret#94879490, annual_retnet#94879492, std_retnet#94879494, Sharpe_retnet#94879495, PctPos_retnet#94879497, TR_retnet#94879499, IR_retnet#94879576, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94879105 = NA) OR (cap#94879105 = null)) THEN null ELSE cast(cap#94879105 as float) END AS cap#94879348, CASE WHEN ((retIC#94879106 = NA) OR (retIC#94879106 = null)) THEN null ELSE cast(retIC#94879106 as float) END AS retIC#94879351, CASE WHEN ((resretIC#94879107 = NA) OR (resretIC#94879107 = null)) THEN null ELSE cast(resretIC#94879107 as float) END AS resretIC#94879354, CASE WHEN ((numcos#94879108 = NA) OR (numcos#94879108 = null)) THEN null ELSE cast(numcos#94879108 as float) END AS numcos#94879378, CASE WHEN ((numdates#94879109 = NA) OR (numdates#94879109 = null)) THEN null ELSE cast(numdates#94879109 as int) END AS numdates#94879382, CASE WHEN ((annual_bmret#94879110 = NA) OR (annual_bmret#94879110 = null)) THEN null ELSE cast(annual_bmret#94879110 as float) END AS annual_bmret#94879397, CASE WHEN ((annual_ret#94879111 = NA) OR (annual_ret#94879111 = null)) THEN null ELSE cast(annual_ret#94879111 as float) END AS annual_ret#94879400, CASE WHEN ((std_ret#94879112 = NA) OR (std_ret#94879112 = null)) THEN null ELSE cast(std_ret#94879112 as float) END AS std_ret#94879406, CASE WHEN ((Sharpe_ret#94879113 = NA) OR (Sharpe_ret#94879113 = null)) THEN null ELSE cast(Sharpe_ret#94879113 as float) END AS Sharpe_ret#94879473, CASE WHEN ((PctPos_ret#94879114 = NA) OR (PctPos_ret#94879114 = null)) THEN null ELSE cast(PctPos_ret#94879114 as float) END AS PctPos_ret#94879475, CASE WHEN ((TR_ret#94879115 = NA) OR (TR_ret#94879115 = null)) THEN null ELSE cast(TR_ret#94879115 as float) END AS TR_ret#94879476, CASE WHEN ((IR_ret#94879116 = NA) OR (IR_ret#94879116 = null)) THEN null ELSE cast(IR_ret#94879116 as float) END AS IR_ret#94879478, CASE WHEN ((annual_resret#94879117 = NA) OR (annual_resret#94879117 = null)) THEN null ELSE cast(annual_resret#94879117 as float) END AS annual_resret#94879481, CASE WHEN ((std_resret#94879118 = NA) OR (std_resret#94879118 = null)) THEN null ELSE cast(std_resret#94879118 as float) END AS std_resret#94879482, CASE WHEN ((Sharpe_resret#94879119 = NA) OR (Sharpe_resret#94879119 = null)) THEN null ELSE cast(Sharpe_resret#94879119 as float) END AS Sharpe_resret#94879484, CASE WHEN ((PctPos_resret#94879120 = NA) OR (PctPos_resret#94879120 = null)) THEN null ELSE cast(PctPos_resret#94879120 as float) END AS PctPos_resret#94879485, CASE WHEN ((TR_resret#94879121 = NA) OR (TR_resret#94879121 = null)) THEN null ELSE cast(TR_resret#94879121 as float) END AS TR_resret#94879488, CASE WHEN ((IR_resret#94879122 = NA) OR (IR_resret#94879122 = null)) THEN null ELSE cast(IR_resret#94879122 as float) END AS IR_resret#94879490, CASE WHEN ((annual_retnet#94879123 = NA) OR (annual_retnet#94879123 = null)) THEN null ELSE cast(annual_retnet#94879123 as float) END AS annual_retnet#94879492, CASE WHEN ((std_retnet#94879124 = NA) OR (std_retnet#94879124 = null)) THEN null ELSE cast(std_retnet#94879124 as float) END AS std_retnet#94879494, CASE WHEN ((Sharpe_retnet#94879125 = NA) OR (Sharpe_retnet#94879125 = null)) THEN null ELSE cast(Sharpe_retnet#94879125 as float) END AS Sharpe_retnet#94879495, CASE WHEN ((PctPos_retnet#94879126 = NA) OR (PctPos_retnet#94879126 = null)) THEN null ELSE cast(PctPos_retnet#94879126 as float) END AS PctPos_retnet#94879497, CASE WHEN ((TR_retnet#94879127 = NA) OR (TR_retnet#94879127 = null)) THEN null ELSE cast(TR_retnet#94879127 as float) END AS TR_retnet#94879499, CASE WHEN ((IR_retnet#94879128 = NA) OR (IR_retnet#94879128 = null)) THEN null ELSE cast(IR_retnet#94879128 as float) END AS IR_retnet#94879576, ... 2 more fields] : +- FileScan csv [cap#94879105,retIC#94879106,resretIC#94879107,numcos#94879108,numdates#94879109,annual_bmret#94879110,annual_ret#94879111,std_ret#94879112,Sharpe_ret#94879113,PctPos_ret#94879114,TR_ret#94879115,IR_ret#94879116,annual_resret#94879117,std_resret#94879118,Sharpe_resret#94879119,PctPos_resret#94879120,TR_resret#94879121,IR_resret#94879122,annual_retnet#94879123,std_retnet#94879124,Sharpe_retnet#94879125,PctPos_retnet#94879126,TR_retnet#94879127,IR_retnet#94879128,... 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<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... +- *(2) Project [cap#94694039, description#94694044 AS cap_description#94882575, sort#94694042 AS cap_sort#94882576] +- *(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#94882576 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94879348, turnover#94879577] Arguments: [cap#94879348, turnover#94879577], [isnotnull(cap#94879348)] (4) InMemoryRelation Arguments: [cap#94879348, retIC#94879351, resretIC#94879354, numcos#94879378, numdates#94879382, annual_bmret#94879397, annual_ret#94879400, std_ret#94879406, Sharpe_ret#94879473, PctPos_ret#94879475, TR_ret#94879476, IR_ret#94879478, annual_resret#94879481, std_resret#94879482, Sharpe_resret#94879484, PctPos_resret#94879485, TR_resret#94879488, IR_resret#94879490, annual_retnet#94879492, std_retnet#94879494, Sharpe_retnet#94879495, PctPos_retnet#94879497, TR_retnet#94879499, IR_retnet#94879576, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94879105 = NA) OR (cap#94879105 = null)) THEN null ELSE cast(cap#94879105 as float) END AS cap#94879348, CASE WHEN ((retIC#94879106 = NA) OR (retIC#94879106 = null)) THEN null ELSE cast(retIC#94879106 as float) END AS retIC#94879351, CASE WHEN ((resretIC#94879107 = NA) OR (resretIC#94879107 = null)) THEN null ELSE cast(resretIC#94879107 as float) END AS resretIC#94879354, CASE WHEN ((numcos#94879108 = NA) OR (numcos#94879108 = null)) THEN null ELSE cast(numcos#94879108 as float) END AS numcos#94879378, CASE WHEN ((numdates#94879109 = NA) OR (numdates#94879109 = null)) THEN null ELSE cast(numdates#94879109 as int) END AS numdates#94879382, CASE WHEN ((annual_bmret#94879110 = NA) OR (annual_bmret#94879110 = null)) THEN null ELSE cast(annual_bmret#94879110 as float) END AS annual_bmret#94879397, CASE WHEN ((annual_ret#94879111 = NA) OR (annual_ret#94879111 = null)) THEN null ELSE cast(annual_ret#94879111 as float) END AS annual_ret#94879400, CASE WHEN ((std_ret#94879112 = NA) OR (std_ret#94879112 = null)) THEN null ELSE cast(std_ret#94879112 as float) END AS std_ret#94879406, CASE WHEN ((Sharpe_ret#94879113 = NA) OR (Sharpe_ret#94879113 = null)) THEN null ELSE cast(Sharpe_ret#94879113 as float) END AS Sharpe_ret#94879473, CASE WHEN ((PctPos_ret#94879114 = NA) OR (PctPos_ret#94879114 = null)) THEN null ELSE cast(PctPos_ret#94879114 as float) END AS PctPos_ret#94879475, CASE WHEN ((TR_ret#94879115 = NA) OR (TR_ret#94879115 = null)) THEN null ELSE cast(TR_ret#94879115 as float) END AS TR_ret#94879476, CASE WHEN ((IR_ret#94879116 = NA) OR (IR_ret#94879116 = null)) THEN null ELSE cast(IR_ret#94879116 as float) END AS IR_ret#94879478, CASE WHEN ((annual_resret#94879117 = NA) OR (annual_resret#94879117 = null)) THEN null ELSE cast(annual_resret#94879117 as float) END AS annual_resret#94879481, CASE WHEN ((std_resret#94879118 = NA) OR (std_resret#94879118 = null)) THEN null ELSE cast(std_resret#94879118 as float) END AS std_resret#94879482, CASE WHEN ((Sharpe_resret#94879119 = NA) OR (Sharpe_resret#94879119 = null)) THEN null ELSE cast(Sharpe_resret#94879119 as float) END AS Sharpe_resret#94879484, CASE WHEN ((PctPos_resret#94879120 = NA) OR (PctPos_resret#94879120 = null)) THEN null ELSE cast(PctPos_resret#94879120 as float) END AS PctPos_resret#94879485, CASE WHEN ((TR_resret#94879121 = NA) OR (TR_resret#94879121 = null)) THEN null ELSE cast(TR_resret#94879121 as float) END AS TR_resret#94879488, CASE WHEN ((IR_resret#94879122 = NA) OR (IR_resret#94879122 = null)) THEN null ELSE cast(IR_resret#94879122 as float) END AS IR_resret#94879490, CASE WHEN ((annual_retnet#94879123 = NA) OR (annual_retnet#94879123 = null)) THEN null ELSE cast(annual_retnet#94879123 as float) END AS annual_retnet#94879492, CASE WHEN ((std_retnet#94879124 = NA) OR (std_retnet#94879124 = null)) THEN null ELSE cast(std_retnet#94879124 as float) END AS std_retnet#94879494, CASE WHEN ((Sharpe_retnet#94879125 = NA) OR (Sharpe_retnet#94879125 = null)) THEN null ELSE cast(Sharpe_retnet#94879125 as float) END AS Sharpe_retnet#94879495, CASE WHEN ((PctPos_retnet#94879126 = NA) OR (PctPos_retnet#94879126 = null)) THEN null ELSE cast(PctPos_retnet#94879126 as float) END AS PctPos_retnet#94879497, CASE WHEN ((TR_retnet#94879127 = NA) OR (TR_retnet#94879127 = null)) THEN null ELSE cast(TR_retnet#94879127 as float) END AS TR_retnet#94879499, CASE WHEN ((IR_retnet#94879128 = NA) OR (IR_retnet#94879128 = null)) THEN null ELSE cast(IR_retnet#94879128 as float) END AS IR_retnet#94879576, ... 2 more fields] +- FileScan csv [cap#94879105,retIC#94879106,resretIC#94879107,numcos#94879108,numdates#94879109,annual_bmret#94879110,annual_ret#94879111,std_ret#94879112,Sharpe_ret#94879113,PctPos_ret#94879114,TR_ret#94879115,IR_ret#94879116,annual_resret#94879117,std_resret#94879118,Sharpe_resret#94879119,PctPos_resret#94879120,TR_resret#94879121,IR_resret#94879122,annual_retnet#94879123,std_retnet#94879124,Sharpe_retnet#94879125,PctPos_retnet#94879126,TR_retnet#94879127,IR_retnet#94879128,... 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<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94879105, retIC#94879106, resretIC#94879107, numcos#94879108, numdates#94879109, annual_bmret#94879110, annual_ret#94879111, std_ret#94879112, Sharpe_ret#94879113, PctPos_ret#94879114, TR_ret#94879115, IR_ret#94879116, annual_resret#94879117, std_resret#94879118, Sharpe_resret#94879119, PctPos_resret#94879120, TR_resret#94879121, IR_resret#94879122, annual_retnet#94879123, std_retnet#94879124, Sharpe_retnet#94879125, PctPos_retnet#94879126, TR_retnet#94879127, IR_retnet#94879128, turnover#94879129, coverage#94879130] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/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#94879105 = NA) OR (cap#94879105 = null)) THEN null ELSE cast(cap#94879105 as float) END AS cap#94879348, CASE WHEN ((retIC#94879106 = NA) OR (retIC#94879106 = null)) THEN null ELSE cast(retIC#94879106 as float) END AS retIC#94879351, CASE WHEN ((resretIC#94879107 = NA) OR (resretIC#94879107 = null)) THEN null ELSE cast(resretIC#94879107 as float) END AS resretIC#94879354, CASE WHEN ((numcos#94879108 = NA) OR (numcos#94879108 = null)) THEN null ELSE cast(numcos#94879108 as float) END AS numcos#94879378, CASE WHEN ((numdates#94879109 = NA) OR (numdates#94879109 = null)) THEN null ELSE cast(numdates#94879109 as int) END AS numdates#94879382, CASE WHEN ((annual_bmret#94879110 = NA) OR (annual_bmret#94879110 = null)) THEN null ELSE cast(annual_bmret#94879110 as float) END AS annual_bmret#94879397, CASE WHEN ((annual_ret#94879111 = NA) OR (annual_ret#94879111 = null)) THEN null ELSE cast(annual_ret#94879111 as float) END AS annual_ret#94879400, CASE WHEN ((std_ret#94879112 = NA) OR (std_ret#94879112 = null)) THEN null ELSE cast(std_ret#94879112 as float) END AS std_ret#94879406, CASE WHEN ((Sharpe_ret#94879113 = NA) OR (Sharpe_ret#94879113 = null)) THEN null ELSE cast(Sharpe_ret#94879113 as float) END AS Sharpe_ret#94879473, CASE WHEN ((PctPos_ret#94879114 = NA) OR (PctPos_ret#94879114 = null)) THEN null ELSE cast(PctPos_ret#94879114 as float) END AS PctPos_ret#94879475, CASE WHEN ((TR_ret#94879115 = NA) OR (TR_ret#94879115 = null)) THEN null ELSE cast(TR_ret#94879115 as float) END AS TR_ret#94879476, CASE WHEN ((IR_ret#94879116 = NA) OR (IR_ret#94879116 = null)) THEN null ELSE cast(IR_ret#94879116 as float) END AS IR_ret#94879478, CASE WHEN ((annual_resret#94879117 = NA) OR (annual_resret#94879117 = null)) THEN null ELSE cast(annual_resret#94879117 as float) END AS annual_resret#94879481, CASE WHEN ((std_resret#94879118 = NA) OR (std_resret#94879118 = null)) THEN null ELSE cast(std_resret#94879118 as float) END AS std_resret#94879482, CASE WHEN ((Sharpe_resret#94879119 = NA) OR (Sharpe_resret#94879119 = null)) THEN null ELSE cast(Sharpe_resret#94879119 as float) END AS Sharpe_resret#94879484, CASE WHEN ((PctPos_resret#94879120 = NA) OR (PctPos_resret#94879120 = null)) THEN null ELSE cast(PctPos_resret#94879120 as float) END AS PctPos_resret#94879485, CASE WHEN ((TR_resret#94879121 = NA) OR (TR_resret#94879121 = null)) THEN null ELSE cast(TR_resret#94879121 as float) END AS TR_resret#94879488, CASE WHEN ((IR_resret#94879122 = NA) OR (IR_resret#94879122 = null)) THEN null ELSE cast(IR_resret#94879122 as float) END AS IR_resret#94879490, CASE WHEN ((annual_retnet#94879123 = NA) OR (annual_retnet#94879123 = null)) THEN null ELSE cast(annual_retnet#94879123 as float) END AS annual_retnet#94879492, CASE WHEN ((std_retnet#94879124 = NA) OR (std_retnet#94879124 = null)) THEN null ELSE cast(std_retnet#94879124 as float) END AS std_retnet#94879494, CASE WHEN ((Sharpe_retnet#94879125 = NA) OR (Sharpe_retnet#94879125 = null)) THEN null ELSE cast(Sharpe_retnet#94879125 as float) END AS Sharpe_retnet#94879495, CASE WHEN ((PctPos_retnet#94879126 = NA) OR (PctPos_retnet#94879126 = null)) THEN null ELSE cast(PctPos_retnet#94879126 as float) END AS PctPos_retnet#94879497, CASE WHEN ((TR_retnet#94879127 = NA) OR (TR_retnet#94879127 = null)) THEN null ELSE cast(TR_retnet#94879127 as float) END AS TR_retnet#94879499, CASE WHEN ((IR_retnet#94879128 = NA) OR (IR_retnet#94879128 = null)) THEN null ELSE cast(IR_retnet#94879128 as float) END AS IR_retnet#94879576, CASE WHEN ((turnover#94879129 = NA) OR (turnover#94879129 = null)) THEN null ELSE cast(turnover#94879129 as float) END AS turnover#94879577, CASE WHEN ((coverage#94879130 = NA) OR (coverage#94879130 = null)) THEN null ELSE cast(coverage#94879130 as float) END AS coverage#94879578] Input [26]: [cap#94879105, retIC#94879106, resretIC#94879107, numcos#94879108, numdates#94879109, annual_bmret#94879110, annual_ret#94879111, std_ret#94879112, Sharpe_ret#94879113, PctPos_ret#94879114, TR_ret#94879115, IR_ret#94879116, annual_resret#94879117, std_resret#94879118, Sharpe_resret#94879119, PctPos_resret#94879120, TR_resret#94879121, IR_resret#94879122, annual_retnet#94879123, std_retnet#94879124, Sharpe_retnet#94879125, PctPos_retnet#94879126, TR_retnet#94879127, IR_retnet#94879128, turnover#94879129, coverage#94879130] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94879348, turnover#94879577] (8) Filter [codegen id : 1] Input [2]: [cap#94879348, turnover#94879577] Condition : isnotnull(cap#94879348) (9) BroadcastExchange Input [2]: [cap#94879348, turnover#94879577] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7575341] (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#94882575, sort#94694042 AS cap_sort#94882576] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94879348))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94879577, cap_description#94882575 AS cap#94882665, cap_sort#94882576] Input [5]: [cap#94879348, turnover#94879577, cap#94694039, cap_description#94882575, cap_sort#94882576] (18) Exchange Input [3]: [turnover#94879577, cap#94882665, cap_sort#94882576] Arguments: rangepartitioning(cap_sort#94882576 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7575349] (19) Sort [codegen id : 3] Input [3]: [turnover#94879577, cap#94882665, cap_sort#94882576] Arguments: [cap_sort#94882576 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94882665, turnover#94879577, (1.0 / cast(turnover#94879577 as double)) AS days_hold#94882693] Input [3]: [turnover#94879577, cap#94882665, cap_sort#94882576] (21) CollectLimit Input [3]: [cap#94882665, turnover#94879577, days_hold#94882693] Arguments: 1000000