== 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#94840282, turnover#94837949, days_hold#94840336] Arguments: [cap#94840282, turnover#94837949, days_hold#94840336] (2) InMemoryRelation Arguments: [cap#94840282, turnover#94837949, days_hold#94840336], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94840282, turnover#94837949, (1.0 / cast(turnover#94837949 as double)) AS days_hold#94840336] +- *(3) Sort [cap_sort#94840219 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94840219 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7571896] +- *(2) Project [turnover#94837949, cap_description#94840218 AS cap#94840282, cap_sort#94840219] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94837658))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7571888] : +- *(1) Filter isnotnull(cap#94837658) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94837658, turnover#94837949], [isnotnull(cap#94837658)] : +- InMemoryRelation [cap#94837658, retIC#94837685, resretIC#94837688, numcos#94837693, numdates#94837697, annual_bmret#94837700, annual_ret#94837703, std_ret#94837717, Sharpe_ret#94837720, PctPos_ret#94837722, TR_ret#94837725, IR_ret#94837728, annual_resret#94837786, std_resret#94837789, Sharpe_resret#94837792, PctPos_resret#94837794, TR_resret#94837796, IR_resret#94837811, annual_retnet#94837838, std_retnet#94837841, Sharpe_retnet#94837855, PctPos_retnet#94837869, TR_retnet#94837883, IR_retnet#94837887, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94837447 = NA) OR (cap#94837447 = null)) THEN null ELSE cast(cap#94837447 as float) END AS cap#94837658, CASE WHEN ((retIC#94837448 = NA) OR (retIC#94837448 = null)) THEN null ELSE cast(retIC#94837448 as float) END AS retIC#94837685, CASE WHEN ((resretIC#94837449 = NA) OR (resretIC#94837449 = null)) THEN null ELSE cast(resretIC#94837449 as float) END AS resretIC#94837688, CASE WHEN ((numcos#94837450 = NA) OR (numcos#94837450 = null)) THEN null ELSE cast(numcos#94837450 as float) END AS numcos#94837693, CASE WHEN ((numdates#94837451 = NA) OR (numdates#94837451 = null)) THEN null ELSE cast(numdates#94837451 as int) END AS numdates#94837697, CASE WHEN ((annual_bmret#94837452 = NA) OR (annual_bmret#94837452 = null)) THEN null ELSE cast(annual_bmret#94837452 as float) END AS annual_bmret#94837700, CASE WHEN ((annual_ret#94837453 = NA) OR (annual_ret#94837453 = null)) THEN null ELSE cast(annual_ret#94837453 as float) END AS annual_ret#94837703, CASE WHEN ((std_ret#94837454 = NA) OR (std_ret#94837454 = null)) THEN null ELSE cast(std_ret#94837454 as float) END AS std_ret#94837717, CASE WHEN ((Sharpe_ret#94837455 = NA) OR (Sharpe_ret#94837455 = null)) THEN null ELSE cast(Sharpe_ret#94837455 as float) END AS Sharpe_ret#94837720, CASE WHEN ((PctPos_ret#94837456 = NA) OR (PctPos_ret#94837456 = null)) THEN null ELSE cast(PctPos_ret#94837456 as float) END AS PctPos_ret#94837722, CASE WHEN ((TR_ret#94837457 = NA) OR (TR_ret#94837457 = null)) THEN null ELSE cast(TR_ret#94837457 as float) END AS TR_ret#94837725, CASE WHEN ((IR_ret#94837458 = NA) OR (IR_ret#94837458 = null)) THEN null ELSE cast(IR_ret#94837458 as float) END AS IR_ret#94837728, CASE WHEN ((annual_resret#94837459 = NA) OR (annual_resret#94837459 = null)) THEN null ELSE cast(annual_resret#94837459 as float) END AS annual_resret#94837786, CASE WHEN ((std_resret#94837460 = NA) OR (std_resret#94837460 = null)) THEN null ELSE cast(std_resret#94837460 as float) END AS std_resret#94837789, CASE WHEN ((Sharpe_resret#94837461 = NA) OR (Sharpe_resret#94837461 = null)) THEN null ELSE cast(Sharpe_resret#94837461 as float) END AS Sharpe_resret#94837792, CASE WHEN ((PctPos_resret#94837462 = NA) OR (PctPos_resret#94837462 = null)) THEN null ELSE cast(PctPos_resret#94837462 as float) END AS PctPos_resret#94837794, CASE WHEN ((TR_resret#94837463 = NA) OR (TR_resret#94837463 = null)) THEN null ELSE cast(TR_resret#94837463 as float) END AS TR_resret#94837796, CASE WHEN ((IR_resret#94837464 = NA) OR (IR_resret#94837464 = null)) THEN null ELSE cast(IR_resret#94837464 as float) END AS IR_resret#94837811, CASE WHEN ((annual_retnet#94837465 = NA) OR (annual_retnet#94837465 = null)) THEN null ELSE cast(annual_retnet#94837465 as float) END AS annual_retnet#94837838, CASE WHEN ((std_retnet#94837466 = NA) OR (std_retnet#94837466 = null)) THEN null ELSE cast(std_retnet#94837466 as float) END AS std_retnet#94837841, CASE WHEN ((Sharpe_retnet#94837467 = NA) OR (Sharpe_retnet#94837467 = null)) THEN null ELSE cast(Sharpe_retnet#94837467 as float) END AS Sharpe_retnet#94837855, CASE WHEN ((PctPos_retnet#94837468 = NA) OR (PctPos_retnet#94837468 = null)) THEN null ELSE cast(PctPos_retnet#94837468 as float) END AS PctPos_retnet#94837869, CASE WHEN ((TR_retnet#94837469 = NA) OR (TR_retnet#94837469 = null)) THEN null ELSE cast(TR_retnet#94837469 as float) END AS TR_retnet#94837883, CASE WHEN ((IR_retnet#94837470 = NA) OR (IR_retnet#94837470 = null)) THEN null ELSE cast(IR_retnet#94837470 as float) END AS IR_retnet#94837887, ... 2 more fields] : +- FileScan csv [cap#94837447,retIC#94837448,resretIC#94837449,numcos#94837450,numdates#94837451,annual_bmret#94837452,annual_ret#94837453,std_ret#94837454,Sharpe_ret#94837455,PctPos_ret#94837456,TR_ret#94837457,IR_ret#94837458,annual_resret#94837459,std_resret#94837460,Sharpe_resret#94837461,PctPos_resret#94837462,TR_resret#94837463,IR_resret#94837464,annual_retnet#94837465,std_retnet#94837466,Sharpe_retnet#94837467,PctPos_retnet#94837468,TR_retnet#94837469,IR_retnet#94837470,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/st..., 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#94840218, sort#94694042 AS cap_sort#94840219] +- *(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#94840219 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94837658, turnover#94837949] Arguments: [cap#94837658, turnover#94837949], [isnotnull(cap#94837658)] (4) InMemoryRelation Arguments: [cap#94837658, retIC#94837685, resretIC#94837688, numcos#94837693, numdates#94837697, annual_bmret#94837700, annual_ret#94837703, std_ret#94837717, Sharpe_ret#94837720, PctPos_ret#94837722, TR_ret#94837725, IR_ret#94837728, annual_resret#94837786, std_resret#94837789, Sharpe_resret#94837792, PctPos_resret#94837794, TR_resret#94837796, IR_resret#94837811, annual_retnet#94837838, std_retnet#94837841, Sharpe_retnet#94837855, PctPos_retnet#94837869, TR_retnet#94837883, IR_retnet#94837887, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94837447 = NA) OR (cap#94837447 = null)) THEN null ELSE cast(cap#94837447 as float) END AS cap#94837658, CASE WHEN ((retIC#94837448 = NA) OR (retIC#94837448 = null)) THEN null ELSE cast(retIC#94837448 as float) END AS retIC#94837685, CASE WHEN ((resretIC#94837449 = NA) OR (resretIC#94837449 = null)) THEN null ELSE cast(resretIC#94837449 as float) END AS resretIC#94837688, CASE WHEN ((numcos#94837450 = NA) OR (numcos#94837450 = null)) THEN null ELSE cast(numcos#94837450 as float) END AS numcos#94837693, CASE WHEN ((numdates#94837451 = NA) OR (numdates#94837451 = null)) THEN null ELSE cast(numdates#94837451 as int) END AS numdates#94837697, CASE WHEN ((annual_bmret#94837452 = NA) OR (annual_bmret#94837452 = null)) THEN null ELSE cast(annual_bmret#94837452 as float) END AS annual_bmret#94837700, CASE WHEN ((annual_ret#94837453 = NA) OR (annual_ret#94837453 = null)) THEN null ELSE cast(annual_ret#94837453 as float) END AS annual_ret#94837703, CASE WHEN ((std_ret#94837454 = NA) OR (std_ret#94837454 = null)) THEN null ELSE cast(std_ret#94837454 as float) END AS std_ret#94837717, CASE WHEN ((Sharpe_ret#94837455 = NA) OR (Sharpe_ret#94837455 = null)) THEN null ELSE cast(Sharpe_ret#94837455 as float) END AS Sharpe_ret#94837720, CASE WHEN ((PctPos_ret#94837456 = NA) OR (PctPos_ret#94837456 = null)) THEN null ELSE cast(PctPos_ret#94837456 as float) END AS PctPos_ret#94837722, CASE WHEN ((TR_ret#94837457 = NA) OR (TR_ret#94837457 = null)) THEN null ELSE cast(TR_ret#94837457 as float) END AS TR_ret#94837725, CASE WHEN ((IR_ret#94837458 = NA) OR (IR_ret#94837458 = null)) THEN null ELSE cast(IR_ret#94837458 as float) END AS IR_ret#94837728, CASE WHEN ((annual_resret#94837459 = NA) OR (annual_resret#94837459 = null)) THEN null ELSE cast(annual_resret#94837459 as float) END AS annual_resret#94837786, CASE WHEN ((std_resret#94837460 = NA) OR (std_resret#94837460 = null)) THEN null ELSE cast(std_resret#94837460 as float) END AS std_resret#94837789, CASE WHEN ((Sharpe_resret#94837461 = NA) OR (Sharpe_resret#94837461 = null)) THEN null ELSE cast(Sharpe_resret#94837461 as float) END AS Sharpe_resret#94837792, CASE WHEN ((PctPos_resret#94837462 = NA) OR (PctPos_resret#94837462 = null)) THEN null ELSE cast(PctPos_resret#94837462 as float) END AS PctPos_resret#94837794, CASE WHEN ((TR_resret#94837463 = NA) OR (TR_resret#94837463 = null)) THEN null ELSE cast(TR_resret#94837463 as float) END AS TR_resret#94837796, CASE WHEN ((IR_resret#94837464 = NA) OR (IR_resret#94837464 = null)) THEN null ELSE cast(IR_resret#94837464 as float) END AS IR_resret#94837811, CASE WHEN ((annual_retnet#94837465 = NA) OR (annual_retnet#94837465 = null)) THEN null ELSE cast(annual_retnet#94837465 as float) END AS annual_retnet#94837838, CASE WHEN ((std_retnet#94837466 = NA) OR (std_retnet#94837466 = null)) THEN null ELSE cast(std_retnet#94837466 as float) END AS std_retnet#94837841, CASE WHEN ((Sharpe_retnet#94837467 = NA) OR (Sharpe_retnet#94837467 = null)) THEN null ELSE cast(Sharpe_retnet#94837467 as float) END AS Sharpe_retnet#94837855, CASE WHEN ((PctPos_retnet#94837468 = NA) OR (PctPos_retnet#94837468 = null)) THEN null ELSE cast(PctPos_retnet#94837468 as float) END AS PctPos_retnet#94837869, CASE WHEN ((TR_retnet#94837469 = NA) OR (TR_retnet#94837469 = null)) THEN null ELSE cast(TR_retnet#94837469 as float) END AS TR_retnet#94837883, CASE WHEN ((IR_retnet#94837470 = NA) OR (IR_retnet#94837470 = null)) THEN null ELSE cast(IR_retnet#94837470 as float) END AS IR_retnet#94837887, ... 2 more fields] +- FileScan csv [cap#94837447,retIC#94837448,resretIC#94837449,numcos#94837450,numdates#94837451,annual_bmret#94837452,annual_ret#94837453,std_ret#94837454,Sharpe_ret#94837455,PctPos_ret#94837456,TR_ret#94837457,IR_ret#94837458,annual_resret#94837459,std_resret#94837460,Sharpe_resret#94837461,PctPos_resret#94837462,TR_resret#94837463,IR_resret#94837464,annual_retnet#94837465,std_retnet#94837466,Sharpe_retnet#94837467,PctPos_retnet#94837468,TR_retnet#94837469,IR_retnet#94837470,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/st..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94837447, retIC#94837448, resretIC#94837449, numcos#94837450, numdates#94837451, annual_bmret#94837452, annual_ret#94837453, std_ret#94837454, Sharpe_ret#94837455, PctPos_ret#94837456, TR_ret#94837457, IR_ret#94837458, annual_resret#94837459, std_resret#94837460, Sharpe_resret#94837461, PctPos_resret#94837462, TR_resret#94837463, IR_resret#94837464, annual_retnet#94837465, std_retnet#94837466, Sharpe_retnet#94837467, PctPos_retnet#94837468, TR_retnet#94837469, IR_retnet#94837470, turnover#94837471, coverage#94837472] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/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#94837447 = NA) OR (cap#94837447 = null)) THEN null ELSE cast(cap#94837447 as float) END AS cap#94837658, CASE WHEN ((retIC#94837448 = NA) OR (retIC#94837448 = null)) THEN null ELSE cast(retIC#94837448 as float) END AS retIC#94837685, CASE WHEN ((resretIC#94837449 = NA) OR (resretIC#94837449 = null)) THEN null ELSE cast(resretIC#94837449 as float) END AS resretIC#94837688, CASE WHEN ((numcos#94837450 = NA) OR (numcos#94837450 = null)) THEN null ELSE cast(numcos#94837450 as float) END AS numcos#94837693, CASE WHEN ((numdates#94837451 = NA) OR (numdates#94837451 = null)) THEN null ELSE cast(numdates#94837451 as int) END AS numdates#94837697, CASE WHEN ((annual_bmret#94837452 = NA) OR (annual_bmret#94837452 = null)) THEN null ELSE cast(annual_bmret#94837452 as float) END AS annual_bmret#94837700, CASE WHEN ((annual_ret#94837453 = NA) OR (annual_ret#94837453 = null)) THEN null ELSE cast(annual_ret#94837453 as float) END AS annual_ret#94837703, CASE WHEN ((std_ret#94837454 = NA) OR (std_ret#94837454 = null)) THEN null ELSE cast(std_ret#94837454 as float) END AS std_ret#94837717, CASE WHEN ((Sharpe_ret#94837455 = NA) OR (Sharpe_ret#94837455 = null)) THEN null ELSE cast(Sharpe_ret#94837455 as float) END AS Sharpe_ret#94837720, CASE WHEN ((PctPos_ret#94837456 = NA) OR (PctPos_ret#94837456 = null)) THEN null ELSE cast(PctPos_ret#94837456 as float) END AS PctPos_ret#94837722, CASE WHEN ((TR_ret#94837457 = NA) OR (TR_ret#94837457 = null)) THEN null ELSE cast(TR_ret#94837457 as float) END AS TR_ret#94837725, CASE WHEN ((IR_ret#94837458 = NA) OR (IR_ret#94837458 = null)) THEN null ELSE cast(IR_ret#94837458 as float) END AS IR_ret#94837728, CASE WHEN ((annual_resret#94837459 = NA) OR (annual_resret#94837459 = null)) THEN null ELSE cast(annual_resret#94837459 as float) END AS annual_resret#94837786, CASE WHEN ((std_resret#94837460 = NA) OR (std_resret#94837460 = null)) THEN null ELSE cast(std_resret#94837460 as float) END AS std_resret#94837789, CASE WHEN ((Sharpe_resret#94837461 = NA) OR (Sharpe_resret#94837461 = null)) THEN null ELSE cast(Sharpe_resret#94837461 as float) END AS Sharpe_resret#94837792, CASE WHEN ((PctPos_resret#94837462 = NA) OR (PctPos_resret#94837462 = null)) THEN null ELSE cast(PctPos_resret#94837462 as float) END AS PctPos_resret#94837794, CASE WHEN ((TR_resret#94837463 = NA) OR (TR_resret#94837463 = null)) THEN null ELSE cast(TR_resret#94837463 as float) END AS TR_resret#94837796, CASE WHEN ((IR_resret#94837464 = NA) OR (IR_resret#94837464 = null)) THEN null ELSE cast(IR_resret#94837464 as float) END AS IR_resret#94837811, CASE WHEN ((annual_retnet#94837465 = NA) OR (annual_retnet#94837465 = null)) THEN null ELSE cast(annual_retnet#94837465 as float) END AS annual_retnet#94837838, CASE WHEN ((std_retnet#94837466 = NA) OR (std_retnet#94837466 = null)) THEN null ELSE cast(std_retnet#94837466 as float) END AS std_retnet#94837841, CASE WHEN ((Sharpe_retnet#94837467 = NA) OR (Sharpe_retnet#94837467 = null)) THEN null ELSE cast(Sharpe_retnet#94837467 as float) END AS Sharpe_retnet#94837855, CASE WHEN ((PctPos_retnet#94837468 = NA) OR (PctPos_retnet#94837468 = null)) THEN null ELSE cast(PctPos_retnet#94837468 as float) END AS PctPos_retnet#94837869, CASE WHEN ((TR_retnet#94837469 = NA) OR (TR_retnet#94837469 = null)) THEN null ELSE cast(TR_retnet#94837469 as float) END AS TR_retnet#94837883, CASE WHEN ((IR_retnet#94837470 = NA) OR (IR_retnet#94837470 = null)) THEN null ELSE cast(IR_retnet#94837470 as float) END AS IR_retnet#94837887, CASE WHEN ((turnover#94837471 = NA) OR (turnover#94837471 = null)) THEN null ELSE cast(turnover#94837471 as float) END AS turnover#94837949, CASE WHEN ((coverage#94837472 = NA) OR (coverage#94837472 = null)) THEN null ELSE cast(coverage#94837472 as float) END AS coverage#94837950] Input [26]: [cap#94837447, retIC#94837448, resretIC#94837449, numcos#94837450, numdates#94837451, annual_bmret#94837452, annual_ret#94837453, std_ret#94837454, Sharpe_ret#94837455, PctPos_ret#94837456, TR_ret#94837457, IR_ret#94837458, annual_resret#94837459, std_resret#94837460, Sharpe_resret#94837461, PctPos_resret#94837462, TR_resret#94837463, IR_resret#94837464, annual_retnet#94837465, std_retnet#94837466, Sharpe_retnet#94837467, PctPos_retnet#94837468, TR_retnet#94837469, IR_retnet#94837470, turnover#94837471, coverage#94837472] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94837658, turnover#94837949] (8) Filter [codegen id : 1] Input [2]: [cap#94837658, turnover#94837949] Condition : isnotnull(cap#94837658) (9) BroadcastExchange Input [2]: [cap#94837658, turnover#94837949] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7571888] (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#94840218, sort#94694042 AS cap_sort#94840219] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94837658))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94837949, cap_description#94840218 AS cap#94840282, cap_sort#94840219] Input [5]: [cap#94837658, turnover#94837949, cap#94694039, cap_description#94840218, cap_sort#94840219] (18) Exchange Input [3]: [turnover#94837949, cap#94840282, cap_sort#94840219] Arguments: rangepartitioning(cap_sort#94840219 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7571896] (19) Sort [codegen id : 3] Input [3]: [turnover#94837949, cap#94840282, cap_sort#94840219] Arguments: [cap_sort#94840219 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94840282, turnover#94837949, (1.0 / cast(turnover#94837949 as double)) AS days_hold#94840336] Input [3]: [turnover#94837949, cap#94840282, cap_sort#94840219] (21) CollectLimit Input [3]: [cap#94840282, turnover#94837949, days_hold#94840336] Arguments: 1000000