== 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#94783048, turnover#94780587, days_hold#94783102] Arguments: [cap#94783048, turnover#94780587, days_hold#94783102] (2) InMemoryRelation Arguments: [cap#94783048, turnover#94780587, days_hold#94783102], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94783048, turnover#94780587, (1.0 / cast(turnover#94780587 as double)) AS days_hold#94783102] +- *(3) Sort [cap_sort#94782985 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94782985 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7567357] +- *(2) Project [turnover#94780587, cap_description#94782984 AS cap#94783048, cap_sort#94782985] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94780428))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7567349] : +- *(1) Filter isnotnull(cap#94780428) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94780428, turnover#94780587], [isnotnull(cap#94780428)] : +- InMemoryRelation [cap#94780428, retIC#94780429, resretIC#94780443, numcos#94780468, numdates#94780471, annual_bmret#94780473, annual_ret#94780476, std_ret#94780479, Sharpe_ret#94780537, PctPos_ret#94780540, TR_ret#94780544, IR_ret#94780547, annual_resret#94780550, std_resret#94780553, Sharpe_resret#94780556, PctPos_resret#94780559, TR_resret#94780561, IR_resret#94780564, annual_retnet#94780566, std_retnet#94780569, Sharpe_retnet#94780582, PctPos_retnet#94780584, TR_retnet#94780585, IR_retnet#94780586, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94780145 = NA) OR (cap#94780145 = null)) THEN null ELSE cast(cap#94780145 as float) END AS cap#94780428, CASE WHEN ((retIC#94780148 = NA) OR (retIC#94780148 = null)) THEN null ELSE cast(retIC#94780148 as float) END AS retIC#94780429, CASE WHEN ((resretIC#94780150 = NA) OR (resretIC#94780150 = null)) THEN null ELSE cast(resretIC#94780150 as float) END AS resretIC#94780443, CASE WHEN ((numcos#94780152 = NA) OR (numcos#94780152 = null)) THEN null ELSE cast(numcos#94780152 as float) END AS numcos#94780468, CASE WHEN ((numdates#94780154 = NA) OR (numdates#94780154 = null)) THEN null ELSE cast(numdates#94780154 as int) END AS numdates#94780471, CASE WHEN ((annual_bmret#94780156 = NA) OR (annual_bmret#94780156 = null)) THEN null ELSE cast(annual_bmret#94780156 as float) END AS annual_bmret#94780473, CASE WHEN ((annual_ret#94780159 = NA) OR (annual_ret#94780159 = null)) THEN null ELSE cast(annual_ret#94780159 as float) END AS annual_ret#94780476, CASE WHEN ((std_ret#94780160 = NA) OR (std_ret#94780160 = null)) THEN null ELSE cast(std_ret#94780160 as float) END AS std_ret#94780479, CASE WHEN ((Sharpe_ret#94780161 = NA) OR (Sharpe_ret#94780161 = null)) THEN null ELSE cast(Sharpe_ret#94780161 as float) END AS Sharpe_ret#94780537, CASE WHEN ((PctPos_ret#94780162 = NA) OR (PctPos_ret#94780162 = null)) THEN null ELSE cast(PctPos_ret#94780162 as float) END AS PctPos_ret#94780540, CASE WHEN ((TR_ret#94780163 = NA) OR (TR_ret#94780163 = null)) THEN null ELSE cast(TR_ret#94780163 as float) END AS TR_ret#94780544, CASE WHEN ((IR_ret#94780164 = NA) OR (IR_ret#94780164 = null)) THEN null ELSE cast(IR_ret#94780164 as float) END AS IR_ret#94780547, CASE WHEN ((annual_resret#94780165 = NA) OR (annual_resret#94780165 = null)) THEN null ELSE cast(annual_resret#94780165 as float) END AS annual_resret#94780550, CASE WHEN ((std_resret#94780166 = NA) OR (std_resret#94780166 = null)) THEN null ELSE cast(std_resret#94780166 as float) END AS std_resret#94780553, CASE WHEN ((Sharpe_resret#94780167 = NA) OR (Sharpe_resret#94780167 = null)) THEN null ELSE cast(Sharpe_resret#94780167 as float) END AS Sharpe_resret#94780556, CASE WHEN ((PctPos_resret#94780168 = NA) OR (PctPos_resret#94780168 = null)) THEN null ELSE cast(PctPos_resret#94780168 as float) END AS PctPos_resret#94780559, CASE WHEN ((TR_resret#94780169 = NA) OR (TR_resret#94780169 = null)) THEN null ELSE cast(TR_resret#94780169 as float) END AS TR_resret#94780561, CASE WHEN ((IR_resret#94780170 = NA) OR (IR_resret#94780170 = null)) THEN null ELSE cast(IR_resret#94780170 as float) END AS IR_resret#94780564, CASE WHEN ((annual_retnet#94780171 = NA) OR (annual_retnet#94780171 = null)) THEN null ELSE cast(annual_retnet#94780171 as float) END AS annual_retnet#94780566, CASE WHEN ((std_retnet#94780172 = NA) OR (std_retnet#94780172 = null)) THEN null ELSE cast(std_retnet#94780172 as float) END AS std_retnet#94780569, CASE WHEN ((Sharpe_retnet#94780173 = NA) OR (Sharpe_retnet#94780173 = null)) THEN null ELSE cast(Sharpe_retnet#94780173 as float) END AS Sharpe_retnet#94780582, CASE WHEN ((PctPos_retnet#94780174 = NA) OR (PctPos_retnet#94780174 = null)) THEN null ELSE cast(PctPos_retnet#94780174 as float) END AS PctPos_retnet#94780584, CASE WHEN ((TR_retnet#94780175 = NA) OR (TR_retnet#94780175 = null)) THEN null ELSE cast(TR_retnet#94780175 as float) END AS TR_retnet#94780585, CASE WHEN ((IR_retnet#94780176 = NA) OR (IR_retnet#94780176 = null)) THEN null ELSE cast(IR_retnet#94780176 as float) END AS IR_retnet#94780586, ... 2 more fields] : +- FileScan csv [cap#94780145,retIC#94780148,resretIC#94780150,numcos#94780152,numdates#94780154,annual_bmret#94780156,annual_ret#94780159,std_ret#94780160,Sharpe_ret#94780161,PctPos_ret#94780162,TR_ret#94780163,IR_ret#94780164,annual_resret#94780165,std_resret#94780166,Sharpe_resret#94780167,PctPos_resret#94780168,TR_resret#94780169,IR_resret#94780170,annual_retnet#94780171,std_retnet#94780172,Sharpe_retnet#94780173,PctPos_retnet#94780174,TR_retnet#94780175,IR_retnet#94780176,... 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#94782984, sort#94694042 AS cap_sort#94782985] +- *(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#94782985 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94780428, turnover#94780587] Arguments: [cap#94780428, turnover#94780587], [isnotnull(cap#94780428)] (4) InMemoryRelation Arguments: [cap#94780428, retIC#94780429, resretIC#94780443, numcos#94780468, numdates#94780471, annual_bmret#94780473, annual_ret#94780476, std_ret#94780479, Sharpe_ret#94780537, PctPos_ret#94780540, TR_ret#94780544, IR_ret#94780547, annual_resret#94780550, std_resret#94780553, Sharpe_resret#94780556, PctPos_resret#94780559, TR_resret#94780561, IR_resret#94780564, annual_retnet#94780566, std_retnet#94780569, Sharpe_retnet#94780582, PctPos_retnet#94780584, TR_retnet#94780585, IR_retnet#94780586, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94780145 = NA) OR (cap#94780145 = null)) THEN null ELSE cast(cap#94780145 as float) END AS cap#94780428, CASE WHEN ((retIC#94780148 = NA) OR (retIC#94780148 = null)) THEN null ELSE cast(retIC#94780148 as float) END AS retIC#94780429, CASE WHEN ((resretIC#94780150 = NA) OR (resretIC#94780150 = null)) THEN null ELSE cast(resretIC#94780150 as float) END AS resretIC#94780443, CASE WHEN ((numcos#94780152 = NA) OR (numcos#94780152 = null)) THEN null ELSE cast(numcos#94780152 as float) END AS numcos#94780468, CASE WHEN ((numdates#94780154 = NA) OR (numdates#94780154 = null)) THEN null ELSE cast(numdates#94780154 as int) END AS numdates#94780471, CASE WHEN ((annual_bmret#94780156 = NA) OR (annual_bmret#94780156 = null)) THEN null ELSE cast(annual_bmret#94780156 as float) END AS annual_bmret#94780473, CASE WHEN ((annual_ret#94780159 = NA) OR (annual_ret#94780159 = null)) THEN null ELSE cast(annual_ret#94780159 as float) END AS annual_ret#94780476, CASE WHEN ((std_ret#94780160 = NA) OR (std_ret#94780160 = null)) THEN null ELSE cast(std_ret#94780160 as float) END AS std_ret#94780479, CASE WHEN ((Sharpe_ret#94780161 = NA) OR (Sharpe_ret#94780161 = null)) THEN null ELSE cast(Sharpe_ret#94780161 as float) END AS Sharpe_ret#94780537, CASE WHEN ((PctPos_ret#94780162 = NA) OR (PctPos_ret#94780162 = null)) THEN null ELSE cast(PctPos_ret#94780162 as float) END AS PctPos_ret#94780540, CASE WHEN ((TR_ret#94780163 = NA) OR (TR_ret#94780163 = null)) THEN null ELSE cast(TR_ret#94780163 as float) END AS TR_ret#94780544, CASE WHEN ((IR_ret#94780164 = NA) OR (IR_ret#94780164 = null)) THEN null ELSE cast(IR_ret#94780164 as float) END AS IR_ret#94780547, CASE WHEN ((annual_resret#94780165 = NA) OR (annual_resret#94780165 = null)) THEN null ELSE cast(annual_resret#94780165 as float) END AS annual_resret#94780550, CASE WHEN ((std_resret#94780166 = NA) OR (std_resret#94780166 = null)) THEN null ELSE cast(std_resret#94780166 as float) END AS std_resret#94780553, CASE WHEN ((Sharpe_resret#94780167 = NA) OR (Sharpe_resret#94780167 = null)) THEN null ELSE cast(Sharpe_resret#94780167 as float) END AS Sharpe_resret#94780556, CASE WHEN ((PctPos_resret#94780168 = NA) OR (PctPos_resret#94780168 = null)) THEN null ELSE cast(PctPos_resret#94780168 as float) END AS PctPos_resret#94780559, CASE WHEN ((TR_resret#94780169 = NA) OR (TR_resret#94780169 = null)) THEN null ELSE cast(TR_resret#94780169 as float) END AS TR_resret#94780561, CASE WHEN ((IR_resret#94780170 = NA) OR (IR_resret#94780170 = null)) THEN null ELSE cast(IR_resret#94780170 as float) END AS IR_resret#94780564, CASE WHEN ((annual_retnet#94780171 = NA) OR (annual_retnet#94780171 = null)) THEN null ELSE cast(annual_retnet#94780171 as float) END AS annual_retnet#94780566, CASE WHEN ((std_retnet#94780172 = NA) OR (std_retnet#94780172 = null)) THEN null ELSE cast(std_retnet#94780172 as float) END AS std_retnet#94780569, CASE WHEN ((Sharpe_retnet#94780173 = NA) OR (Sharpe_retnet#94780173 = null)) THEN null ELSE cast(Sharpe_retnet#94780173 as float) END AS Sharpe_retnet#94780582, CASE WHEN ((PctPos_retnet#94780174 = NA) OR (PctPos_retnet#94780174 = null)) THEN null ELSE cast(PctPos_retnet#94780174 as float) END AS PctPos_retnet#94780584, CASE WHEN ((TR_retnet#94780175 = NA) OR (TR_retnet#94780175 = null)) THEN null ELSE cast(TR_retnet#94780175 as float) END AS TR_retnet#94780585, CASE WHEN ((IR_retnet#94780176 = NA) OR (IR_retnet#94780176 = null)) THEN null ELSE cast(IR_retnet#94780176 as float) END AS IR_retnet#94780586, ... 2 more fields] +- FileScan csv [cap#94780145,retIC#94780148,resretIC#94780150,numcos#94780152,numdates#94780154,annual_bmret#94780156,annual_ret#94780159,std_ret#94780160,Sharpe_ret#94780161,PctPos_ret#94780162,TR_ret#94780163,IR_ret#94780164,annual_resret#94780165,std_resret#94780166,Sharpe_resret#94780167,PctPos_resret#94780168,TR_resret#94780169,IR_resret#94780170,annual_retnet#94780171,std_retnet#94780172,Sharpe_retnet#94780173,PctPos_retnet#94780174,TR_retnet#94780175,IR_retnet#94780176,... 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#94780145, retIC#94780148, resretIC#94780150, numcos#94780152, numdates#94780154, annual_bmret#94780156, annual_ret#94780159, std_ret#94780160, Sharpe_ret#94780161, PctPos_ret#94780162, TR_ret#94780163, IR_ret#94780164, annual_resret#94780165, std_resret#94780166, Sharpe_resret#94780167, PctPos_resret#94780168, TR_resret#94780169, IR_resret#94780170, annual_retnet#94780171, std_retnet#94780172, Sharpe_retnet#94780173, PctPos_retnet#94780174, TR_retnet#94780175, IR_retnet#94780176, turnover#94780177, coverage#94780178] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal/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#94780145 = NA) OR (cap#94780145 = null)) THEN null ELSE cast(cap#94780145 as float) END AS cap#94780428, CASE WHEN ((retIC#94780148 = NA) OR (retIC#94780148 = null)) THEN null ELSE cast(retIC#94780148 as float) END AS retIC#94780429, CASE WHEN ((resretIC#94780150 = NA) OR (resretIC#94780150 = null)) THEN null ELSE cast(resretIC#94780150 as float) END AS resretIC#94780443, CASE WHEN ((numcos#94780152 = NA) OR (numcos#94780152 = null)) THEN null ELSE cast(numcos#94780152 as float) END AS numcos#94780468, CASE WHEN ((numdates#94780154 = NA) OR (numdates#94780154 = null)) THEN null ELSE cast(numdates#94780154 as int) END AS numdates#94780471, CASE WHEN ((annual_bmret#94780156 = NA) OR (annual_bmret#94780156 = null)) THEN null ELSE cast(annual_bmret#94780156 as float) END AS annual_bmret#94780473, CASE WHEN ((annual_ret#94780159 = NA) OR (annual_ret#94780159 = null)) THEN null ELSE cast(annual_ret#94780159 as float) END AS annual_ret#94780476, CASE WHEN ((std_ret#94780160 = NA) OR (std_ret#94780160 = null)) THEN null ELSE cast(std_ret#94780160 as float) END AS std_ret#94780479, CASE WHEN ((Sharpe_ret#94780161 = NA) OR (Sharpe_ret#94780161 = null)) THEN null ELSE cast(Sharpe_ret#94780161 as float) END AS Sharpe_ret#94780537, CASE WHEN ((PctPos_ret#94780162 = NA) OR (PctPos_ret#94780162 = null)) THEN null ELSE cast(PctPos_ret#94780162 as float) END AS PctPos_ret#94780540, CASE WHEN ((TR_ret#94780163 = NA) OR (TR_ret#94780163 = null)) THEN null ELSE cast(TR_ret#94780163 as float) END AS TR_ret#94780544, CASE WHEN ((IR_ret#94780164 = NA) OR (IR_ret#94780164 = null)) THEN null ELSE cast(IR_ret#94780164 as float) END AS IR_ret#94780547, CASE WHEN ((annual_resret#94780165 = NA) OR (annual_resret#94780165 = null)) THEN null ELSE cast(annual_resret#94780165 as float) END AS annual_resret#94780550, CASE WHEN ((std_resret#94780166 = NA) OR (std_resret#94780166 = null)) THEN null ELSE cast(std_resret#94780166 as float) END AS std_resret#94780553, CASE WHEN ((Sharpe_resret#94780167 = NA) OR (Sharpe_resret#94780167 = null)) THEN null ELSE cast(Sharpe_resret#94780167 as float) END AS Sharpe_resret#94780556, CASE WHEN ((PctPos_resret#94780168 = NA) OR (PctPos_resret#94780168 = null)) THEN null ELSE cast(PctPos_resret#94780168 as float) END AS PctPos_resret#94780559, CASE WHEN ((TR_resret#94780169 = NA) OR (TR_resret#94780169 = null)) THEN null ELSE cast(TR_resret#94780169 as float) END AS TR_resret#94780561, CASE WHEN ((IR_resret#94780170 = NA) OR (IR_resret#94780170 = null)) THEN null ELSE cast(IR_resret#94780170 as float) END AS IR_resret#94780564, CASE WHEN ((annual_retnet#94780171 = NA) OR (annual_retnet#94780171 = null)) THEN null ELSE cast(annual_retnet#94780171 as float) END AS annual_retnet#94780566, CASE WHEN ((std_retnet#94780172 = NA) OR (std_retnet#94780172 = null)) THEN null ELSE cast(std_retnet#94780172 as float) END AS std_retnet#94780569, CASE WHEN ((Sharpe_retnet#94780173 = NA) OR (Sharpe_retnet#94780173 = null)) THEN null ELSE cast(Sharpe_retnet#94780173 as float) END AS Sharpe_retnet#94780582, CASE WHEN ((PctPos_retnet#94780174 = NA) OR (PctPos_retnet#94780174 = null)) THEN null ELSE cast(PctPos_retnet#94780174 as float) END AS PctPos_retnet#94780584, CASE WHEN ((TR_retnet#94780175 = NA) OR (TR_retnet#94780175 = null)) THEN null ELSE cast(TR_retnet#94780175 as float) END AS TR_retnet#94780585, CASE WHEN ((IR_retnet#94780176 = NA) OR (IR_retnet#94780176 = null)) THEN null ELSE cast(IR_retnet#94780176 as float) END AS IR_retnet#94780586, CASE WHEN ((turnover#94780177 = NA) OR (turnover#94780177 = null)) THEN null ELSE cast(turnover#94780177 as float) END AS turnover#94780587, CASE WHEN ((coverage#94780178 = NA) OR (coverage#94780178 = null)) THEN null ELSE cast(coverage#94780178 as float) END AS coverage#94780600] Input [26]: [cap#94780145, retIC#94780148, resretIC#94780150, numcos#94780152, numdates#94780154, annual_bmret#94780156, annual_ret#94780159, std_ret#94780160, Sharpe_ret#94780161, PctPos_ret#94780162, TR_ret#94780163, IR_ret#94780164, annual_resret#94780165, std_resret#94780166, Sharpe_resret#94780167, PctPos_resret#94780168, TR_resret#94780169, IR_resret#94780170, annual_retnet#94780171, std_retnet#94780172, Sharpe_retnet#94780173, PctPos_retnet#94780174, TR_retnet#94780175, IR_retnet#94780176, turnover#94780177, coverage#94780178] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94780428, turnover#94780587] (8) Filter [codegen id : 1] Input [2]: [cap#94780428, turnover#94780587] Condition : isnotnull(cap#94780428) (9) BroadcastExchange Input [2]: [cap#94780428, turnover#94780587] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7567349] (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#94782984, sort#94694042 AS cap_sort#94782985] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94780428))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94780587, cap_description#94782984 AS cap#94783048, cap_sort#94782985] Input [5]: [cap#94780428, turnover#94780587, cap#94694039, cap_description#94782984, cap_sort#94782985] (18) Exchange Input [3]: [turnover#94780587, cap#94783048, cap_sort#94782985] Arguments: rangepartitioning(cap_sort#94782985 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7567357] (19) Sort [codegen id : 3] Input [3]: [turnover#94780587, cap#94783048, cap_sort#94782985] Arguments: [cap_sort#94782985 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94783048, turnover#94780587, (1.0 / cast(turnover#94780587 as double)) AS days_hold#94783102] Input [3]: [turnover#94780587, cap#94783048, cap_sort#94782985] (21) CollectLimit Input [3]: [cap#94783048, turnover#94780587, days_hold#94783102] Arguments: 1000000