== 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#94925996, turnover#94923634, days_hold#94926024] Arguments: [cap#94925996, turnover#94923634, days_hold#94926024] (2) InMemoryRelation Arguments: [cap#94925996, turnover#94923634, days_hold#94926024], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94925996, turnover#94923634, (1.0 / cast(turnover#94923634 as double)) AS days_hold#94926024] +- *(3) Sort [cap_sort#94925935 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94925935 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7578806] +- *(2) Project [turnover#94923634, cap_description#94925934 AS cap#94925996, cap_sort#94925935] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94923413))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7578798] : +- *(1) Filter isnotnull(cap#94923413) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94923413, turnover#94923634], [isnotnull(cap#94923413)] : +- InMemoryRelation [cap#94923413, retIC#94923425, resretIC#94923426, numcos#94923427, numdates#94923428, annual_bmret#94923429, annual_ret#94923430, std_ret#94923431, Sharpe_ret#94923432, PctPos_ret#94923433, TR_ret#94923434, IR_ret#94923435, annual_resret#94923436, std_resret#94923437, Sharpe_resret#94923438, PctPos_resret#94923444, TR_resret#94923445, IR_resret#94923446, annual_retnet#94923502, std_retnet#94923503, Sharpe_retnet#94923505, PctPos_retnet#94923604, TR_retnet#94923618, IR_retnet#94923632, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94923189 = NA) OR (cap#94923189 = null)) THEN null ELSE cast(cap#94923189 as float) END AS cap#94923413, CASE WHEN ((retIC#94923190 = NA) OR (retIC#94923190 = null)) THEN null ELSE cast(retIC#94923190 as float) END AS retIC#94923425, CASE WHEN ((resretIC#94923191 = NA) OR (resretIC#94923191 = null)) THEN null ELSE cast(resretIC#94923191 as float) END AS resretIC#94923426, CASE WHEN ((numcos#94923192 = NA) OR (numcos#94923192 = null)) THEN null ELSE cast(numcos#94923192 as float) END AS numcos#94923427, CASE WHEN ((numdates#94923193 = NA) OR (numdates#94923193 = null)) THEN null ELSE cast(numdates#94923193 as int) END AS numdates#94923428, CASE WHEN ((annual_bmret#94923194 = NA) OR (annual_bmret#94923194 = null)) THEN null ELSE cast(annual_bmret#94923194 as float) END AS annual_bmret#94923429, CASE WHEN ((annual_ret#94923195 = NA) OR (annual_ret#94923195 = null)) THEN null ELSE cast(annual_ret#94923195 as float) END AS annual_ret#94923430, CASE WHEN ((std_ret#94923196 = NA) OR (std_ret#94923196 = null)) THEN null ELSE cast(std_ret#94923196 as float) END AS std_ret#94923431, CASE WHEN ((Sharpe_ret#94923197 = NA) OR (Sharpe_ret#94923197 = null)) THEN null ELSE cast(Sharpe_ret#94923197 as float) END AS Sharpe_ret#94923432, CASE WHEN ((PctPos_ret#94923198 = NA) OR (PctPos_ret#94923198 = null)) THEN null ELSE cast(PctPos_ret#94923198 as float) END AS PctPos_ret#94923433, CASE WHEN ((TR_ret#94923199 = NA) OR (TR_ret#94923199 = null)) THEN null ELSE cast(TR_ret#94923199 as float) END AS TR_ret#94923434, CASE WHEN ((IR_ret#94923200 = NA) OR (IR_ret#94923200 = null)) THEN null ELSE cast(IR_ret#94923200 as float) END AS IR_ret#94923435, CASE WHEN ((annual_resret#94923201 = NA) OR (annual_resret#94923201 = null)) THEN null ELSE cast(annual_resret#94923201 as float) END AS annual_resret#94923436, CASE WHEN ((std_resret#94923202 = NA) OR (std_resret#94923202 = null)) THEN null ELSE cast(std_resret#94923202 as float) END AS std_resret#94923437, CASE WHEN ((Sharpe_resret#94923203 = NA) OR (Sharpe_resret#94923203 = null)) THEN null ELSE cast(Sharpe_resret#94923203 as float) END AS Sharpe_resret#94923438, CASE WHEN ((PctPos_resret#94923204 = NA) OR (PctPos_resret#94923204 = null)) THEN null ELSE cast(PctPos_resret#94923204 as float) END AS PctPos_resret#94923444, CASE WHEN ((TR_resret#94923205 = NA) OR (TR_resret#94923205 = null)) THEN null ELSE cast(TR_resret#94923205 as float) END AS TR_resret#94923445, CASE WHEN ((IR_resret#94923206 = NA) OR (IR_resret#94923206 = null)) THEN null ELSE cast(IR_resret#94923206 as float) END AS IR_resret#94923446, CASE WHEN ((annual_retnet#94923207 = NA) OR (annual_retnet#94923207 = null)) THEN null ELSE cast(annual_retnet#94923207 as float) END AS annual_retnet#94923502, CASE WHEN ((std_retnet#94923208 = NA) OR (std_retnet#94923208 = null)) THEN null ELSE cast(std_retnet#94923208 as float) END AS std_retnet#94923503, CASE WHEN ((Sharpe_retnet#94923209 = NA) OR (Sharpe_retnet#94923209 = null)) THEN null ELSE cast(Sharpe_retnet#94923209 as float) END AS Sharpe_retnet#94923505, CASE WHEN ((PctPos_retnet#94923210 = NA) OR (PctPos_retnet#94923210 = null)) THEN null ELSE cast(PctPos_retnet#94923210 as float) END AS PctPos_retnet#94923604, CASE WHEN ((TR_retnet#94923211 = NA) OR (TR_retnet#94923211 = null)) THEN null ELSE cast(TR_retnet#94923211 as float) END AS TR_retnet#94923618, CASE WHEN ((IR_retnet#94923212 = NA) OR (IR_retnet#94923212 = null)) THEN null ELSE cast(IR_retnet#94923212 as float) END AS IR_retnet#94923632, ... 2 more fields] : +- FileScan csv [cap#94923189,retIC#94923190,resretIC#94923191,numcos#94923192,numdates#94923193,annual_bmret#94923194,annual_ret#94923195,std_ret#94923196,Sharpe_ret#94923197,PctPos_ret#94923198,TR_ret#94923199,IR_ret#94923200,annual_resret#94923201,std_resret#94923202,Sharpe_resret#94923203,PctPos_resret#94923204,TR_resret#94923205,IR_resret#94923206,annual_retnet#94923207,std_retnet#94923208,Sharpe_retnet#94923209,PctPos_retnet#94923210,TR_retnet#94923211,IR_retnet#94923212,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/tm1/eatm1_score/stats_..., 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#94925934, sort#94694042 AS cap_sort#94925935] +- *(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#94925935 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94923413, turnover#94923634] Arguments: [cap#94923413, turnover#94923634], [isnotnull(cap#94923413)] (4) InMemoryRelation Arguments: [cap#94923413, retIC#94923425, resretIC#94923426, numcos#94923427, numdates#94923428, annual_bmret#94923429, annual_ret#94923430, std_ret#94923431, Sharpe_ret#94923432, PctPos_ret#94923433, TR_ret#94923434, IR_ret#94923435, annual_resret#94923436, std_resret#94923437, Sharpe_resret#94923438, PctPos_resret#94923444, TR_resret#94923445, IR_resret#94923446, annual_retnet#94923502, std_retnet#94923503, Sharpe_retnet#94923505, PctPos_retnet#94923604, TR_retnet#94923618, IR_retnet#94923632, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94923189 = NA) OR (cap#94923189 = null)) THEN null ELSE cast(cap#94923189 as float) END AS cap#94923413, CASE WHEN ((retIC#94923190 = NA) OR (retIC#94923190 = null)) THEN null ELSE cast(retIC#94923190 as float) END AS retIC#94923425, CASE WHEN ((resretIC#94923191 = NA) OR (resretIC#94923191 = null)) THEN null ELSE cast(resretIC#94923191 as float) END AS resretIC#94923426, CASE WHEN ((numcos#94923192 = NA) OR (numcos#94923192 = null)) THEN null ELSE cast(numcos#94923192 as float) END AS numcos#94923427, CASE WHEN ((numdates#94923193 = NA) OR (numdates#94923193 = null)) THEN null ELSE cast(numdates#94923193 as int) END AS numdates#94923428, CASE WHEN ((annual_bmret#94923194 = NA) OR (annual_bmret#94923194 = null)) THEN null ELSE cast(annual_bmret#94923194 as float) END AS annual_bmret#94923429, CASE WHEN ((annual_ret#94923195 = NA) OR (annual_ret#94923195 = null)) THEN null ELSE cast(annual_ret#94923195 as float) END AS annual_ret#94923430, CASE WHEN ((std_ret#94923196 = NA) OR (std_ret#94923196 = null)) THEN null ELSE cast(std_ret#94923196 as float) END AS std_ret#94923431, CASE WHEN ((Sharpe_ret#94923197 = NA) OR (Sharpe_ret#94923197 = null)) THEN null ELSE cast(Sharpe_ret#94923197 as float) END AS Sharpe_ret#94923432, CASE WHEN ((PctPos_ret#94923198 = NA) OR (PctPos_ret#94923198 = null)) THEN null ELSE cast(PctPos_ret#94923198 as float) END AS PctPos_ret#94923433, CASE WHEN ((TR_ret#94923199 = NA) OR (TR_ret#94923199 = null)) THEN null ELSE cast(TR_ret#94923199 as float) END AS TR_ret#94923434, CASE WHEN ((IR_ret#94923200 = NA) OR (IR_ret#94923200 = null)) THEN null ELSE cast(IR_ret#94923200 as float) END AS IR_ret#94923435, CASE WHEN ((annual_resret#94923201 = NA) OR (annual_resret#94923201 = null)) THEN null ELSE cast(annual_resret#94923201 as float) END AS annual_resret#94923436, CASE WHEN ((std_resret#94923202 = NA) OR (std_resret#94923202 = null)) THEN null ELSE cast(std_resret#94923202 as float) END AS std_resret#94923437, CASE WHEN ((Sharpe_resret#94923203 = NA) OR (Sharpe_resret#94923203 = null)) THEN null ELSE cast(Sharpe_resret#94923203 as float) END AS Sharpe_resret#94923438, CASE WHEN ((PctPos_resret#94923204 = NA) OR (PctPos_resret#94923204 = null)) THEN null ELSE cast(PctPos_resret#94923204 as float) END AS PctPos_resret#94923444, CASE WHEN ((TR_resret#94923205 = NA) OR (TR_resret#94923205 = null)) THEN null ELSE cast(TR_resret#94923205 as float) END AS TR_resret#94923445, CASE WHEN ((IR_resret#94923206 = NA) OR (IR_resret#94923206 = null)) THEN null ELSE cast(IR_resret#94923206 as float) END AS IR_resret#94923446, CASE WHEN ((annual_retnet#94923207 = NA) OR (annual_retnet#94923207 = null)) THEN null ELSE cast(annual_retnet#94923207 as float) END AS annual_retnet#94923502, CASE WHEN ((std_retnet#94923208 = NA) OR (std_retnet#94923208 = null)) THEN null ELSE cast(std_retnet#94923208 as float) END AS std_retnet#94923503, CASE WHEN ((Sharpe_retnet#94923209 = NA) OR (Sharpe_retnet#94923209 = null)) THEN null ELSE cast(Sharpe_retnet#94923209 as float) END AS Sharpe_retnet#94923505, CASE WHEN ((PctPos_retnet#94923210 = NA) OR (PctPos_retnet#94923210 = null)) THEN null ELSE cast(PctPos_retnet#94923210 as float) END AS PctPos_retnet#94923604, CASE WHEN ((TR_retnet#94923211 = NA) OR (TR_retnet#94923211 = null)) THEN null ELSE cast(TR_retnet#94923211 as float) END AS TR_retnet#94923618, CASE WHEN ((IR_retnet#94923212 = NA) OR (IR_retnet#94923212 = null)) THEN null ELSE cast(IR_retnet#94923212 as float) END AS IR_retnet#94923632, ... 2 more fields] +- FileScan csv [cap#94923189,retIC#94923190,resretIC#94923191,numcos#94923192,numdates#94923193,annual_bmret#94923194,annual_ret#94923195,std_ret#94923196,Sharpe_ret#94923197,PctPos_ret#94923198,TR_ret#94923199,IR_ret#94923200,annual_resret#94923201,std_resret#94923202,Sharpe_resret#94923203,PctPos_resret#94923204,TR_resret#94923205,IR_resret#94923206,annual_retnet#94923207,std_retnet#94923208,Sharpe_retnet#94923209,PctPos_retnet#94923210,TR_retnet#94923211,IR_retnet#94923212,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/tm1/eatm1_score/stats_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94923189, retIC#94923190, resretIC#94923191, numcos#94923192, numdates#94923193, annual_bmret#94923194, annual_ret#94923195, std_ret#94923196, Sharpe_ret#94923197, PctPos_ret#94923198, TR_ret#94923199, IR_ret#94923200, annual_resret#94923201, std_resret#94923202, Sharpe_resret#94923203, PctPos_resret#94923204, TR_resret#94923205, IR_resret#94923206, annual_retnet#94923207, std_retnet#94923208, Sharpe_retnet#94923209, PctPos_retnet#94923210, TR_retnet#94923211, IR_retnet#94923212, turnover#94923213, coverage#94923214] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/tm1/eatm1_score/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#94923189 = NA) OR (cap#94923189 = null)) THEN null ELSE cast(cap#94923189 as float) END AS cap#94923413, CASE WHEN ((retIC#94923190 = NA) OR (retIC#94923190 = null)) THEN null ELSE cast(retIC#94923190 as float) END AS retIC#94923425, CASE WHEN ((resretIC#94923191 = NA) OR (resretIC#94923191 = null)) THEN null ELSE cast(resretIC#94923191 as float) END AS resretIC#94923426, CASE WHEN ((numcos#94923192 = NA) OR (numcos#94923192 = null)) THEN null ELSE cast(numcos#94923192 as float) END AS numcos#94923427, CASE WHEN ((numdates#94923193 = NA) OR (numdates#94923193 = null)) THEN null ELSE cast(numdates#94923193 as int) END AS numdates#94923428, CASE WHEN ((annual_bmret#94923194 = NA) OR (annual_bmret#94923194 = null)) THEN null ELSE cast(annual_bmret#94923194 as float) END AS annual_bmret#94923429, CASE WHEN ((annual_ret#94923195 = NA) OR (annual_ret#94923195 = null)) THEN null ELSE cast(annual_ret#94923195 as float) END AS annual_ret#94923430, CASE WHEN ((std_ret#94923196 = NA) OR (std_ret#94923196 = null)) THEN null ELSE cast(std_ret#94923196 as float) END AS std_ret#94923431, CASE WHEN ((Sharpe_ret#94923197 = NA) OR (Sharpe_ret#94923197 = null)) THEN null ELSE cast(Sharpe_ret#94923197 as float) END AS Sharpe_ret#94923432, CASE WHEN ((PctPos_ret#94923198 = NA) OR (PctPos_ret#94923198 = null)) THEN null ELSE cast(PctPos_ret#94923198 as float) END AS PctPos_ret#94923433, CASE WHEN ((TR_ret#94923199 = NA) OR (TR_ret#94923199 = null)) THEN null ELSE cast(TR_ret#94923199 as float) END AS TR_ret#94923434, CASE WHEN ((IR_ret#94923200 = NA) OR (IR_ret#94923200 = null)) THEN null ELSE cast(IR_ret#94923200 as float) END AS IR_ret#94923435, CASE WHEN ((annual_resret#94923201 = NA) OR (annual_resret#94923201 = null)) THEN null ELSE cast(annual_resret#94923201 as float) END AS annual_resret#94923436, CASE WHEN ((std_resret#94923202 = NA) OR (std_resret#94923202 = null)) THEN null ELSE cast(std_resret#94923202 as float) END AS std_resret#94923437, CASE WHEN ((Sharpe_resret#94923203 = NA) OR (Sharpe_resret#94923203 = null)) THEN null ELSE cast(Sharpe_resret#94923203 as float) END AS Sharpe_resret#94923438, CASE WHEN ((PctPos_resret#94923204 = NA) OR (PctPos_resret#94923204 = null)) THEN null ELSE cast(PctPos_resret#94923204 as float) END AS PctPos_resret#94923444, CASE WHEN ((TR_resret#94923205 = NA) OR (TR_resret#94923205 = null)) THEN null ELSE cast(TR_resret#94923205 as float) END AS TR_resret#94923445, CASE WHEN ((IR_resret#94923206 = NA) OR (IR_resret#94923206 = null)) THEN null ELSE cast(IR_resret#94923206 as float) END AS IR_resret#94923446, CASE WHEN ((annual_retnet#94923207 = NA) OR (annual_retnet#94923207 = null)) THEN null ELSE cast(annual_retnet#94923207 as float) END AS annual_retnet#94923502, CASE WHEN ((std_retnet#94923208 = NA) OR (std_retnet#94923208 = null)) THEN null ELSE cast(std_retnet#94923208 as float) END AS std_retnet#94923503, CASE WHEN ((Sharpe_retnet#94923209 = NA) OR (Sharpe_retnet#94923209 = null)) THEN null ELSE cast(Sharpe_retnet#94923209 as float) END AS Sharpe_retnet#94923505, CASE WHEN ((PctPos_retnet#94923210 = NA) OR (PctPos_retnet#94923210 = null)) THEN null ELSE cast(PctPos_retnet#94923210 as float) END AS PctPos_retnet#94923604, CASE WHEN ((TR_retnet#94923211 = NA) OR (TR_retnet#94923211 = null)) THEN null ELSE cast(TR_retnet#94923211 as float) END AS TR_retnet#94923618, CASE WHEN ((IR_retnet#94923212 = NA) OR (IR_retnet#94923212 = null)) THEN null ELSE cast(IR_retnet#94923212 as float) END AS IR_retnet#94923632, CASE WHEN ((turnover#94923213 = NA) OR (turnover#94923213 = null)) THEN null ELSE cast(turnover#94923213 as float) END AS turnover#94923634, CASE WHEN ((coverage#94923214 = NA) OR (coverage#94923214 = null)) THEN null ELSE cast(coverage#94923214 as float) END AS coverage#94923648] Input [26]: [cap#94923189, retIC#94923190, resretIC#94923191, numcos#94923192, numdates#94923193, annual_bmret#94923194, annual_ret#94923195, std_ret#94923196, Sharpe_ret#94923197, PctPos_ret#94923198, TR_ret#94923199, IR_ret#94923200, annual_resret#94923201, std_resret#94923202, Sharpe_resret#94923203, PctPos_resret#94923204, TR_resret#94923205, IR_resret#94923206, annual_retnet#94923207, std_retnet#94923208, Sharpe_retnet#94923209, PctPos_retnet#94923210, TR_retnet#94923211, IR_retnet#94923212, turnover#94923213, coverage#94923214] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94923413, turnover#94923634] (8) Filter [codegen id : 1] Input [2]: [cap#94923413, turnover#94923634] Condition : isnotnull(cap#94923413) (9) BroadcastExchange Input [2]: [cap#94923413, turnover#94923634] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7578798] (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#94925934, sort#94694042 AS cap_sort#94925935] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94923413))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94923634, cap_description#94925934 AS cap#94925996, cap_sort#94925935] Input [5]: [cap#94923413, turnover#94923634, cap#94694039, cap_description#94925934, cap_sort#94925935] (18) Exchange Input [3]: [turnover#94923634, cap#94925996, cap_sort#94925935] Arguments: rangepartitioning(cap_sort#94925935 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7578806] (19) Sort [codegen id : 3] Input [3]: [turnover#94923634, cap#94925996, cap_sort#94925935] Arguments: [cap_sort#94925935 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94925996, turnover#94923634, (1.0 / cast(turnover#94923634 as double)) AS days_hold#94926024] Input [3]: [turnover#94923634, cap#94925996, cap_sort#94925935] (21) CollectLimit Input [3]: [cap#94925996, turnover#94923634, days_hold#94926024] Arguments: 1000000