== 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#94940565, turnover#94937555, days_hold#94940619] Arguments: [cap#94940565, turnover#94937555, days_hold#94940619] (2) InMemoryRelation Arguments: [cap#94940565, turnover#94937555, days_hold#94940619], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94940565, turnover#94937555, (1.0 / cast(turnover#94937555 as double)) AS days_hold#94940619] +- *(3) Sort [cap_sort#94940502 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94940502 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7579963] +- *(2) Project [turnover#94937555, cap_description#94940501 AS cap#94940565, cap_sort#94940502] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94937363))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7579955] : +- *(1) Filter isnotnull(cap#94937363) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94937363, turnover#94937555], [isnotnull(cap#94937363)] : +- InMemoryRelation [cap#94937363, retIC#94937390, resretIC#94937403, numcos#94937404, numdates#94937407, annual_bmret#94937408, annual_ret#94937409, std_ret#94937436, Sharpe_ret#94937437, PctPos_ret#94937438, TR_ret#94937465, IR_ret#94937466, annual_resret#94937467, std_resret#94937523, Sharpe_resret#94937524, PctPos_resret#94937537, TR_resret#94937538, IR_resret#94937539, annual_retnet#94937542, std_retnet#94937544, Sharpe_retnet#94937546, PctPos_retnet#94937549, TR_retnet#94937551, IR_retnet#94937553, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94937150 = NA) OR (cap#94937150 = null)) THEN null ELSE cast(cap#94937150 as float) END AS cap#94937363, CASE WHEN ((retIC#94937151 = NA) OR (retIC#94937151 = null)) THEN null ELSE cast(retIC#94937151 as float) END AS retIC#94937390, CASE WHEN ((resretIC#94937152 = NA) OR (resretIC#94937152 = null)) THEN null ELSE cast(resretIC#94937152 as float) END AS resretIC#94937403, CASE WHEN ((numcos#94937153 = NA) OR (numcos#94937153 = null)) THEN null ELSE cast(numcos#94937153 as float) END AS numcos#94937404, CASE WHEN ((numdates#94937154 = NA) OR (numdates#94937154 = null)) THEN null ELSE cast(numdates#94937154 as int) END AS numdates#94937407, CASE WHEN ((annual_bmret#94937155 = NA) OR (annual_bmret#94937155 = null)) THEN null ELSE cast(annual_bmret#94937155 as float) END AS annual_bmret#94937408, CASE WHEN ((annual_ret#94937156 = NA) OR (annual_ret#94937156 = null)) THEN null ELSE cast(annual_ret#94937156 as float) END AS annual_ret#94937409, CASE WHEN ((std_ret#94937157 = NA) OR (std_ret#94937157 = null)) THEN null ELSE cast(std_ret#94937157 as float) END AS std_ret#94937436, CASE WHEN ((Sharpe_ret#94937158 = NA) OR (Sharpe_ret#94937158 = null)) THEN null ELSE cast(Sharpe_ret#94937158 as float) END AS Sharpe_ret#94937437, CASE WHEN ((PctPos_ret#94937159 = NA) OR (PctPos_ret#94937159 = null)) THEN null ELSE cast(PctPos_ret#94937159 as float) END AS PctPos_ret#94937438, CASE WHEN ((TR_ret#94937160 = NA) OR (TR_ret#94937160 = null)) THEN null ELSE cast(TR_ret#94937160 as float) END AS TR_ret#94937465, CASE WHEN ((IR_ret#94937161 = NA) OR (IR_ret#94937161 = null)) THEN null ELSE cast(IR_ret#94937161 as float) END AS IR_ret#94937466, CASE WHEN ((annual_resret#94937162 = NA) OR (annual_resret#94937162 = null)) THEN null ELSE cast(annual_resret#94937162 as float) END AS annual_resret#94937467, CASE WHEN ((std_resret#94937163 = NA) OR (std_resret#94937163 = null)) THEN null ELSE cast(std_resret#94937163 as float) END AS std_resret#94937523, CASE WHEN ((Sharpe_resret#94937164 = NA) OR (Sharpe_resret#94937164 = null)) THEN null ELSE cast(Sharpe_resret#94937164 as float) END AS Sharpe_resret#94937524, CASE WHEN ((PctPos_resret#94937165 = NA) OR (PctPos_resret#94937165 = null)) THEN null ELSE cast(PctPos_resret#94937165 as float) END AS PctPos_resret#94937537, CASE WHEN ((TR_resret#94937166 = NA) OR (TR_resret#94937166 = null)) THEN null ELSE cast(TR_resret#94937166 as float) END AS TR_resret#94937538, CASE WHEN ((IR_resret#94937167 = NA) OR (IR_resret#94937167 = null)) THEN null ELSE cast(IR_resret#94937167 as float) END AS IR_resret#94937539, CASE WHEN ((annual_retnet#94937168 = NA) OR (annual_retnet#94937168 = null)) THEN null ELSE cast(annual_retnet#94937168 as float) END AS annual_retnet#94937542, CASE WHEN ((std_retnet#94937169 = NA) OR (std_retnet#94937169 = null)) THEN null ELSE cast(std_retnet#94937169 as float) END AS std_retnet#94937544, CASE WHEN ((Sharpe_retnet#94937170 = NA) OR (Sharpe_retnet#94937170 = null)) THEN null ELSE cast(Sharpe_retnet#94937170 as float) END AS Sharpe_retnet#94937546, CASE WHEN ((PctPos_retnet#94937171 = NA) OR (PctPos_retnet#94937171 = null)) THEN null ELSE cast(PctPos_retnet#94937171 as float) END AS PctPos_retnet#94937549, CASE WHEN ((TR_retnet#94937172 = NA) OR (TR_retnet#94937172 = null)) THEN null ELSE cast(TR_retnet#94937172 as float) END AS TR_retnet#94937551, CASE WHEN ((IR_retnet#94937173 = NA) OR (IR_retnet#94937173 = null)) THEN null ELSE cast(IR_retnet#94937173 as float) END AS IR_retnet#94937553, ... 2 more fields] : +- FileScan csv [cap#94937150,retIC#94937151,resretIC#94937152,numcos#94937153,numdates#94937154,annual_bmret#94937155,annual_ret#94937156,std_ret#94937157,Sharpe_ret#94937158,PctPos_ret#94937159,TR_ret#94937160,IR_ret#94937161,annual_resret#94937162,std_resret#94937163,Sharpe_resret#94937164,PctPos_resret#94937165,TR_resret#94937166,IR_resret#94937167,annual_retnet#94937168,std_retnet#94937169,Sharpe_retnet#94937170,PctPos_retnet#94937171,TR_retnet#94937172,IR_retnet#94937173,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., 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#94940501, sort#94694042 AS cap_sort#94940502] +- *(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#94940502 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94937363, turnover#94937555] Arguments: [cap#94937363, turnover#94937555], [isnotnull(cap#94937363)] (4) InMemoryRelation Arguments: [cap#94937363, retIC#94937390, resretIC#94937403, numcos#94937404, numdates#94937407, annual_bmret#94937408, annual_ret#94937409, std_ret#94937436, Sharpe_ret#94937437, PctPos_ret#94937438, TR_ret#94937465, IR_ret#94937466, annual_resret#94937467, std_resret#94937523, Sharpe_resret#94937524, PctPos_resret#94937537, TR_resret#94937538, IR_resret#94937539, annual_retnet#94937542, std_retnet#94937544, Sharpe_retnet#94937546, PctPos_retnet#94937549, TR_retnet#94937551, IR_retnet#94937553, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94937150 = NA) OR (cap#94937150 = null)) THEN null ELSE cast(cap#94937150 as float) END AS cap#94937363, CASE WHEN ((retIC#94937151 = NA) OR (retIC#94937151 = null)) THEN null ELSE cast(retIC#94937151 as float) END AS retIC#94937390, CASE WHEN ((resretIC#94937152 = NA) OR (resretIC#94937152 = null)) THEN null ELSE cast(resretIC#94937152 as float) END AS resretIC#94937403, CASE WHEN ((numcos#94937153 = NA) OR (numcos#94937153 = null)) THEN null ELSE cast(numcos#94937153 as float) END AS numcos#94937404, CASE WHEN ((numdates#94937154 = NA) OR (numdates#94937154 = null)) THEN null ELSE cast(numdates#94937154 as int) END AS numdates#94937407, CASE WHEN ((annual_bmret#94937155 = NA) OR (annual_bmret#94937155 = null)) THEN null ELSE cast(annual_bmret#94937155 as float) END AS annual_bmret#94937408, CASE WHEN ((annual_ret#94937156 = NA) OR (annual_ret#94937156 = null)) THEN null ELSE cast(annual_ret#94937156 as float) END AS annual_ret#94937409, CASE WHEN ((std_ret#94937157 = NA) OR (std_ret#94937157 = null)) THEN null ELSE cast(std_ret#94937157 as float) END AS std_ret#94937436, CASE WHEN ((Sharpe_ret#94937158 = NA) OR (Sharpe_ret#94937158 = null)) THEN null ELSE cast(Sharpe_ret#94937158 as float) END AS Sharpe_ret#94937437, CASE WHEN ((PctPos_ret#94937159 = NA) OR (PctPos_ret#94937159 = null)) THEN null ELSE cast(PctPos_ret#94937159 as float) END AS PctPos_ret#94937438, CASE WHEN ((TR_ret#94937160 = NA) OR (TR_ret#94937160 = null)) THEN null ELSE cast(TR_ret#94937160 as float) END AS TR_ret#94937465, CASE WHEN ((IR_ret#94937161 = NA) OR (IR_ret#94937161 = null)) THEN null ELSE cast(IR_ret#94937161 as float) END AS IR_ret#94937466, CASE WHEN ((annual_resret#94937162 = NA) OR (annual_resret#94937162 = null)) THEN null ELSE cast(annual_resret#94937162 as float) END AS annual_resret#94937467, CASE WHEN ((std_resret#94937163 = NA) OR (std_resret#94937163 = null)) THEN null ELSE cast(std_resret#94937163 as float) END AS std_resret#94937523, CASE WHEN ((Sharpe_resret#94937164 = NA) OR (Sharpe_resret#94937164 = null)) THEN null ELSE cast(Sharpe_resret#94937164 as float) END AS Sharpe_resret#94937524, CASE WHEN ((PctPos_resret#94937165 = NA) OR (PctPos_resret#94937165 = null)) THEN null ELSE cast(PctPos_resret#94937165 as float) END AS PctPos_resret#94937537, CASE WHEN ((TR_resret#94937166 = NA) OR (TR_resret#94937166 = null)) THEN null ELSE cast(TR_resret#94937166 as float) END AS TR_resret#94937538, CASE WHEN ((IR_resret#94937167 = NA) OR (IR_resret#94937167 = null)) THEN null ELSE cast(IR_resret#94937167 as float) END AS IR_resret#94937539, CASE WHEN ((annual_retnet#94937168 = NA) OR (annual_retnet#94937168 = null)) THEN null ELSE cast(annual_retnet#94937168 as float) END AS annual_retnet#94937542, CASE WHEN ((std_retnet#94937169 = NA) OR (std_retnet#94937169 = null)) THEN null ELSE cast(std_retnet#94937169 as float) END AS std_retnet#94937544, CASE WHEN ((Sharpe_retnet#94937170 = NA) OR (Sharpe_retnet#94937170 = null)) THEN null ELSE cast(Sharpe_retnet#94937170 as float) END AS Sharpe_retnet#94937546, CASE WHEN ((PctPos_retnet#94937171 = NA) OR (PctPos_retnet#94937171 = null)) THEN null ELSE cast(PctPos_retnet#94937171 as float) END AS PctPos_retnet#94937549, CASE WHEN ((TR_retnet#94937172 = NA) OR (TR_retnet#94937172 = null)) THEN null ELSE cast(TR_retnet#94937172 as float) END AS TR_retnet#94937551, CASE WHEN ((IR_retnet#94937173 = NA) OR (IR_retnet#94937173 = null)) THEN null ELSE cast(IR_retnet#94937173 as float) END AS IR_retnet#94937553, ... 2 more fields] +- FileScan csv [cap#94937150,retIC#94937151,resretIC#94937152,numcos#94937153,numdates#94937154,annual_bmret#94937155,annual_ret#94937156,std_ret#94937157,Sharpe_ret#94937158,PctPos_ret#94937159,TR_ret#94937160,IR_ret#94937161,annual_resret#94937162,std_resret#94937163,Sharpe_resret#94937164,PctPos_resret#94937165,TR_resret#94937166,IR_resret#94937167,annual_retnet#94937168,std_retnet#94937169,Sharpe_retnet#94937170,PctPos_retnet#94937171,TR_retnet#94937172,IR_retnet#94937173,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94937150, retIC#94937151, resretIC#94937152, numcos#94937153, numdates#94937154, annual_bmret#94937155, annual_ret#94937156, std_ret#94937157, Sharpe_ret#94937158, PctPos_ret#94937159, TR_ret#94937160, IR_ret#94937161, annual_resret#94937162, std_resret#94937163, Sharpe_resret#94937164, PctPos_resret#94937165, TR_resret#94937166, IR_resret#94937167, annual_retnet#94937168, std_retnet#94937169, Sharpe_retnet#94937170, PctPos_retnet#94937171, TR_retnet#94937172, IR_retnet#94937173, turnover#94937174, coverage#94937175] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript_model_residualized/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#94937150 = NA) OR (cap#94937150 = null)) THEN null ELSE cast(cap#94937150 as float) END AS cap#94937363, CASE WHEN ((retIC#94937151 = NA) OR (retIC#94937151 = null)) THEN null ELSE cast(retIC#94937151 as float) END AS retIC#94937390, CASE WHEN ((resretIC#94937152 = NA) OR (resretIC#94937152 = null)) THEN null ELSE cast(resretIC#94937152 as float) END AS resretIC#94937403, CASE WHEN ((numcos#94937153 = NA) OR (numcos#94937153 = null)) THEN null ELSE cast(numcos#94937153 as float) END AS numcos#94937404, CASE WHEN ((numdates#94937154 = NA) OR (numdates#94937154 = null)) THEN null ELSE cast(numdates#94937154 as int) END AS numdates#94937407, CASE WHEN ((annual_bmret#94937155 = NA) OR (annual_bmret#94937155 = null)) THEN null ELSE cast(annual_bmret#94937155 as float) END AS annual_bmret#94937408, CASE WHEN ((annual_ret#94937156 = NA) OR (annual_ret#94937156 = null)) THEN null ELSE cast(annual_ret#94937156 as float) END AS annual_ret#94937409, CASE WHEN ((std_ret#94937157 = NA) OR (std_ret#94937157 = null)) THEN null ELSE cast(std_ret#94937157 as float) END AS std_ret#94937436, CASE WHEN ((Sharpe_ret#94937158 = NA) OR (Sharpe_ret#94937158 = null)) THEN null ELSE cast(Sharpe_ret#94937158 as float) END AS Sharpe_ret#94937437, CASE WHEN ((PctPos_ret#94937159 = NA) OR (PctPos_ret#94937159 = null)) THEN null ELSE cast(PctPos_ret#94937159 as float) END AS PctPos_ret#94937438, CASE WHEN ((TR_ret#94937160 = NA) OR (TR_ret#94937160 = null)) THEN null ELSE cast(TR_ret#94937160 as float) END AS TR_ret#94937465, CASE WHEN ((IR_ret#94937161 = NA) OR (IR_ret#94937161 = null)) THEN null ELSE cast(IR_ret#94937161 as float) END AS IR_ret#94937466, CASE WHEN ((annual_resret#94937162 = NA) OR (annual_resret#94937162 = null)) THEN null ELSE cast(annual_resret#94937162 as float) END AS annual_resret#94937467, CASE WHEN ((std_resret#94937163 = NA) OR (std_resret#94937163 = null)) THEN null ELSE cast(std_resret#94937163 as float) END AS std_resret#94937523, CASE WHEN ((Sharpe_resret#94937164 = NA) OR (Sharpe_resret#94937164 = null)) THEN null ELSE cast(Sharpe_resret#94937164 as float) END AS Sharpe_resret#94937524, CASE WHEN ((PctPos_resret#94937165 = NA) OR (PctPos_resret#94937165 = null)) THEN null ELSE cast(PctPos_resret#94937165 as float) END AS PctPos_resret#94937537, CASE WHEN ((TR_resret#94937166 = NA) OR (TR_resret#94937166 = null)) THEN null ELSE cast(TR_resret#94937166 as float) END AS TR_resret#94937538, CASE WHEN ((IR_resret#94937167 = NA) OR (IR_resret#94937167 = null)) THEN null ELSE cast(IR_resret#94937167 as float) END AS IR_resret#94937539, CASE WHEN ((annual_retnet#94937168 = NA) OR (annual_retnet#94937168 = null)) THEN null ELSE cast(annual_retnet#94937168 as float) END AS annual_retnet#94937542, CASE WHEN ((std_retnet#94937169 = NA) OR (std_retnet#94937169 = null)) THEN null ELSE cast(std_retnet#94937169 as float) END AS std_retnet#94937544, CASE WHEN ((Sharpe_retnet#94937170 = NA) OR (Sharpe_retnet#94937170 = null)) THEN null ELSE cast(Sharpe_retnet#94937170 as float) END AS Sharpe_retnet#94937546, CASE WHEN ((PctPos_retnet#94937171 = NA) OR (PctPos_retnet#94937171 = null)) THEN null ELSE cast(PctPos_retnet#94937171 as float) END AS PctPos_retnet#94937549, CASE WHEN ((TR_retnet#94937172 = NA) OR (TR_retnet#94937172 = null)) THEN null ELSE cast(TR_retnet#94937172 as float) END AS TR_retnet#94937551, CASE WHEN ((IR_retnet#94937173 = NA) OR (IR_retnet#94937173 = null)) THEN null ELSE cast(IR_retnet#94937173 as float) END AS IR_retnet#94937553, CASE WHEN ((turnover#94937174 = NA) OR (turnover#94937174 = null)) THEN null ELSE cast(turnover#94937174 as float) END AS turnover#94937555, CASE WHEN ((coverage#94937175 = NA) OR (coverage#94937175 = null)) THEN null ELSE cast(coverage#94937175 as float) END AS coverage#94937557] Input [26]: [cap#94937150, retIC#94937151, resretIC#94937152, numcos#94937153, numdates#94937154, annual_bmret#94937155, annual_ret#94937156, std_ret#94937157, Sharpe_ret#94937158, PctPos_ret#94937159, TR_ret#94937160, IR_ret#94937161, annual_resret#94937162, std_resret#94937163, Sharpe_resret#94937164, PctPos_resret#94937165, TR_resret#94937166, IR_resret#94937167, annual_retnet#94937168, std_retnet#94937169, Sharpe_retnet#94937170, PctPos_retnet#94937171, TR_retnet#94937172, IR_retnet#94937173, turnover#94937174, coverage#94937175] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94937363, turnover#94937555] (8) Filter [codegen id : 1] Input [2]: [cap#94937363, turnover#94937555] Condition : isnotnull(cap#94937363) (9) BroadcastExchange Input [2]: [cap#94937363, turnover#94937555] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7579955] (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#94940501, sort#94694042 AS cap_sort#94940502] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94937363))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94937555, cap_description#94940501 AS cap#94940565, cap_sort#94940502] Input [5]: [cap#94937363, turnover#94937555, cap#94694039, cap_description#94940501, cap_sort#94940502] (18) Exchange Input [3]: [turnover#94937555, cap#94940565, cap_sort#94940502] Arguments: rangepartitioning(cap_sort#94940502 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7579963] (19) Sort [codegen id : 3] Input [3]: [turnover#94937555, cap#94940565, cap_sort#94940502] Arguments: [cap_sort#94940502 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94940565, turnover#94937555, (1.0 / cast(turnover#94937555 as double)) AS days_hold#94940619] Input [3]: [turnover#94937555, cap#94940565, cap_sort#94940502] (21) CollectLimit Input [3]: [cap#94940565, turnover#94937555, days_hold#94940619] Arguments: 1000000