== 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#94897232, turnover#94894187, days_hold#94897266] Arguments: [cap#94897232, turnover#94894187, days_hold#94897266] (2) InMemoryRelation Arguments: [cap#94897232, turnover#94894187, days_hold#94897266], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94897232, turnover#94894187, (1.0 / cast(turnover#94894187 as double)) AS days_hold#94897266] +- *(3) Sort [cap_sort#94897143 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94897143 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7576506] +- *(2) Project [turnover#94894187, cap_description#94897142 AS cap#94897232, cap_sort#94897143] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94893939))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7576498] : +- *(1) Filter isnotnull(cap#94893939) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94893939, turnover#94894187], [isnotnull(cap#94893939)] : +- InMemoryRelation [cap#94893939, retIC#94893944, resretIC#94893947, numcos#94893951, numdates#94893956, annual_bmret#94893959, annual_ret#94893963, std_ret#94893967, Sharpe_ret#94893972, PctPos_ret#94893974, TR_ret#94893976, IR_ret#94893978, annual_resret#94894003, std_resret#94894004, Sharpe_resret#94894005, PctPos_resret#94894006, TR_resret#94894062, IR_resret#94894063, annual_retnet#94894065, std_retnet#94894079, Sharpe_retnet#94894093, PctPos_retnet#94894096, TR_retnet#94894111, IR_retnet#94894125, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94893802 = NA) OR (cap#94893802 = null)) THEN null ELSE cast(cap#94893802 as float) END AS cap#94893939, CASE WHEN ((retIC#94893803 = NA) OR (retIC#94893803 = null)) THEN null ELSE cast(retIC#94893803 as float) END AS retIC#94893944, CASE WHEN ((resretIC#94893804 = NA) OR (resretIC#94893804 = null)) THEN null ELSE cast(resretIC#94893804 as float) END AS resretIC#94893947, CASE WHEN ((numcos#94893805 = NA) OR (numcos#94893805 = null)) THEN null ELSE cast(numcos#94893805 as float) END AS numcos#94893951, CASE WHEN ((numdates#94893806 = NA) OR (numdates#94893806 = null)) THEN null ELSE cast(numdates#94893806 as int) END AS numdates#94893956, CASE WHEN ((annual_bmret#94893807 = NA) OR (annual_bmret#94893807 = null)) THEN null ELSE cast(annual_bmret#94893807 as float) END AS annual_bmret#94893959, CASE WHEN ((annual_ret#94893808 = NA) OR (annual_ret#94893808 = null)) THEN null ELSE cast(annual_ret#94893808 as float) END AS annual_ret#94893963, CASE WHEN ((std_ret#94893809 = NA) OR (std_ret#94893809 = null)) THEN null ELSE cast(std_ret#94893809 as float) END AS std_ret#94893967, CASE WHEN ((Sharpe_ret#94893810 = NA) OR (Sharpe_ret#94893810 = null)) THEN null ELSE cast(Sharpe_ret#94893810 as float) END AS Sharpe_ret#94893972, CASE WHEN ((PctPos_ret#94893811 = NA) OR (PctPos_ret#94893811 = null)) THEN null ELSE cast(PctPos_ret#94893811 as float) END AS PctPos_ret#94893974, CASE WHEN ((TR_ret#94893812 = NA) OR (TR_ret#94893812 = null)) THEN null ELSE cast(TR_ret#94893812 as float) END AS TR_ret#94893976, CASE WHEN ((IR_ret#94893813 = NA) OR (IR_ret#94893813 = null)) THEN null ELSE cast(IR_ret#94893813 as float) END AS IR_ret#94893978, CASE WHEN ((annual_resret#94893814 = NA) OR (annual_resret#94893814 = null)) THEN null ELSE cast(annual_resret#94893814 as float) END AS annual_resret#94894003, CASE WHEN ((std_resret#94893815 = NA) OR (std_resret#94893815 = null)) THEN null ELSE cast(std_resret#94893815 as float) END AS std_resret#94894004, CASE WHEN ((Sharpe_resret#94893816 = NA) OR (Sharpe_resret#94893816 = null)) THEN null ELSE cast(Sharpe_resret#94893816 as float) END AS Sharpe_resret#94894005, CASE WHEN ((PctPos_resret#94893817 = NA) OR (PctPos_resret#94893817 = null)) THEN null ELSE cast(PctPos_resret#94893817 as float) END AS PctPos_resret#94894006, CASE WHEN ((TR_resret#94893818 = NA) OR (TR_resret#94893818 = null)) THEN null ELSE cast(TR_resret#94893818 as float) END AS TR_resret#94894062, CASE WHEN ((IR_resret#94893819 = NA) OR (IR_resret#94893819 = null)) THEN null ELSE cast(IR_resret#94893819 as float) END AS IR_resret#94894063, CASE WHEN ((annual_retnet#94893820 = NA) OR (annual_retnet#94893820 = null)) THEN null ELSE cast(annual_retnet#94893820 as float) END AS annual_retnet#94894065, CASE WHEN ((std_retnet#94893821 = NA) OR (std_retnet#94893821 = null)) THEN null ELSE cast(std_retnet#94893821 as float) END AS std_retnet#94894079, CASE WHEN ((Sharpe_retnet#94893822 = NA) OR (Sharpe_retnet#94893822 = null)) THEN null ELSE cast(Sharpe_retnet#94893822 as float) END AS Sharpe_retnet#94894093, CASE WHEN ((PctPos_retnet#94893823 = NA) OR (PctPos_retnet#94893823 = null)) THEN null ELSE cast(PctPos_retnet#94893823 as float) END AS PctPos_retnet#94894096, CASE WHEN ((TR_retnet#94893824 = NA) OR (TR_retnet#94893824 = null)) THEN null ELSE cast(TR_retnet#94893824 as float) END AS TR_retnet#94894111, CASE WHEN ((IR_retnet#94893825 = NA) OR (IR_retnet#94893825 = null)) THEN null ELSE cast(IR_retnet#94893825 as float) END AS IR_retnet#94894125, ... 2 more fields] : +- FileScan csv [cap#94893802,retIC#94893803,resretIC#94893804,numcos#94893805,numdates#94893806,annual_bmret#94893807,annual_ret#94893808,std_ret#94893809,Sharpe_ret#94893810,PctPos_ret#94893811,TR_ret#94893812,IR_ret#94893813,annual_resret#94893814,std_resret#94893815,Sharpe_resret#94893816,PctPos_resret#94893817,TR_resret#94893818,IR_resret#94893819,annual_retnet#94893820,std_retnet#94893821,Sharpe_retnet#94893822,PctPos_retnet#94893823,TR_retnet#94893824,IR_retnet#94893825,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., 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#94897142, sort#94694042 AS cap_sort#94897143] +- *(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#94897143 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94893939, turnover#94894187] Arguments: [cap#94893939, turnover#94894187], [isnotnull(cap#94893939)] (4) InMemoryRelation Arguments: [cap#94893939, retIC#94893944, resretIC#94893947, numcos#94893951, numdates#94893956, annual_bmret#94893959, annual_ret#94893963, std_ret#94893967, Sharpe_ret#94893972, PctPos_ret#94893974, TR_ret#94893976, IR_ret#94893978, annual_resret#94894003, std_resret#94894004, Sharpe_resret#94894005, PctPos_resret#94894006, TR_resret#94894062, IR_resret#94894063, annual_retnet#94894065, std_retnet#94894079, Sharpe_retnet#94894093, PctPos_retnet#94894096, TR_retnet#94894111, IR_retnet#94894125, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94893802 = NA) OR (cap#94893802 = null)) THEN null ELSE cast(cap#94893802 as float) END AS cap#94893939, CASE WHEN ((retIC#94893803 = NA) OR (retIC#94893803 = null)) THEN null ELSE cast(retIC#94893803 as float) END AS retIC#94893944, CASE WHEN ((resretIC#94893804 = NA) OR (resretIC#94893804 = null)) THEN null ELSE cast(resretIC#94893804 as float) END AS resretIC#94893947, CASE WHEN ((numcos#94893805 = NA) OR (numcos#94893805 = null)) THEN null ELSE cast(numcos#94893805 as float) END AS numcos#94893951, CASE WHEN ((numdates#94893806 = NA) OR (numdates#94893806 = null)) THEN null ELSE cast(numdates#94893806 as int) END AS numdates#94893956, CASE WHEN ((annual_bmret#94893807 = NA) OR (annual_bmret#94893807 = null)) THEN null ELSE cast(annual_bmret#94893807 as float) END AS annual_bmret#94893959, CASE WHEN ((annual_ret#94893808 = NA) OR (annual_ret#94893808 = null)) THEN null ELSE cast(annual_ret#94893808 as float) END AS annual_ret#94893963, CASE WHEN ((std_ret#94893809 = NA) OR (std_ret#94893809 = null)) THEN null ELSE cast(std_ret#94893809 as float) END AS std_ret#94893967, CASE WHEN ((Sharpe_ret#94893810 = NA) OR (Sharpe_ret#94893810 = null)) THEN null ELSE cast(Sharpe_ret#94893810 as float) END AS Sharpe_ret#94893972, CASE WHEN ((PctPos_ret#94893811 = NA) OR (PctPos_ret#94893811 = null)) THEN null ELSE cast(PctPos_ret#94893811 as float) END AS PctPos_ret#94893974, CASE WHEN ((TR_ret#94893812 = NA) OR (TR_ret#94893812 = null)) THEN null ELSE cast(TR_ret#94893812 as float) END AS TR_ret#94893976, CASE WHEN ((IR_ret#94893813 = NA) OR (IR_ret#94893813 = null)) THEN null ELSE cast(IR_ret#94893813 as float) END AS IR_ret#94893978, CASE WHEN ((annual_resret#94893814 = NA) OR (annual_resret#94893814 = null)) THEN null ELSE cast(annual_resret#94893814 as float) END AS annual_resret#94894003, CASE WHEN ((std_resret#94893815 = NA) OR (std_resret#94893815 = null)) THEN null ELSE cast(std_resret#94893815 as float) END AS std_resret#94894004, CASE WHEN ((Sharpe_resret#94893816 = NA) OR (Sharpe_resret#94893816 = null)) THEN null ELSE cast(Sharpe_resret#94893816 as float) END AS Sharpe_resret#94894005, CASE WHEN ((PctPos_resret#94893817 = NA) OR (PctPos_resret#94893817 = null)) THEN null ELSE cast(PctPos_resret#94893817 as float) END AS PctPos_resret#94894006, CASE WHEN ((TR_resret#94893818 = NA) OR (TR_resret#94893818 = null)) THEN null ELSE cast(TR_resret#94893818 as float) END AS TR_resret#94894062, CASE WHEN ((IR_resret#94893819 = NA) OR (IR_resret#94893819 = null)) THEN null ELSE cast(IR_resret#94893819 as float) END AS IR_resret#94894063, CASE WHEN ((annual_retnet#94893820 = NA) OR (annual_retnet#94893820 = null)) THEN null ELSE cast(annual_retnet#94893820 as float) END AS annual_retnet#94894065, CASE WHEN ((std_retnet#94893821 = NA) OR (std_retnet#94893821 = null)) THEN null ELSE cast(std_retnet#94893821 as float) END AS std_retnet#94894079, CASE WHEN ((Sharpe_retnet#94893822 = NA) OR (Sharpe_retnet#94893822 = null)) THEN null ELSE cast(Sharpe_retnet#94893822 as float) END AS Sharpe_retnet#94894093, CASE WHEN ((PctPos_retnet#94893823 = NA) OR (PctPos_retnet#94893823 = null)) THEN null ELSE cast(PctPos_retnet#94893823 as float) END AS PctPos_retnet#94894096, CASE WHEN ((TR_retnet#94893824 = NA) OR (TR_retnet#94893824 = null)) THEN null ELSE cast(TR_retnet#94893824 as float) END AS TR_retnet#94894111, CASE WHEN ((IR_retnet#94893825 = NA) OR (IR_retnet#94893825 = null)) THEN null ELSE cast(IR_retnet#94893825 as float) END AS IR_retnet#94894125, ... 2 more fields] +- FileScan csv [cap#94893802,retIC#94893803,resretIC#94893804,numcos#94893805,numdates#94893806,annual_bmret#94893807,annual_ret#94893808,std_ret#94893809,Sharpe_ret#94893810,PctPos_ret#94893811,TR_ret#94893812,IR_ret#94893813,annual_resret#94893814,std_resret#94893815,Sharpe_resret#94893816,PctPos_resret#94893817,TR_resret#94893818,IR_resret#94893819,annual_retnet#94893820,std_retnet#94893821,Sharpe_retnet#94893822,PctPos_retnet#94893823,TR_retnet#94893824,IR_retnet#94893825,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94893802, retIC#94893803, resretIC#94893804, numcos#94893805, numdates#94893806, annual_bmret#94893807, annual_ret#94893808, std_ret#94893809, Sharpe_ret#94893810, PctPos_ret#94893811, TR_ret#94893812, IR_ret#94893813, annual_resret#94893814, std_resret#94893815, Sharpe_resret#94893816, PctPos_resret#94893817, TR_resret#94893818, IR_resret#94893819, annual_retnet#94893820, std_retnet#94893821, Sharpe_retnet#94893822, PctPos_retnet#94893823, TR_retnet#94893824, IR_retnet#94893825, turnover#94893826, coverage#94893827] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatility/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#94893802 = NA) OR (cap#94893802 = null)) THEN null ELSE cast(cap#94893802 as float) END AS cap#94893939, CASE WHEN ((retIC#94893803 = NA) OR (retIC#94893803 = null)) THEN null ELSE cast(retIC#94893803 as float) END AS retIC#94893944, CASE WHEN ((resretIC#94893804 = NA) OR (resretIC#94893804 = null)) THEN null ELSE cast(resretIC#94893804 as float) END AS resretIC#94893947, CASE WHEN ((numcos#94893805 = NA) OR (numcos#94893805 = null)) THEN null ELSE cast(numcos#94893805 as float) END AS numcos#94893951, CASE WHEN ((numdates#94893806 = NA) OR (numdates#94893806 = null)) THEN null ELSE cast(numdates#94893806 as int) END AS numdates#94893956, CASE WHEN ((annual_bmret#94893807 = NA) OR (annual_bmret#94893807 = null)) THEN null ELSE cast(annual_bmret#94893807 as float) END AS annual_bmret#94893959, CASE WHEN ((annual_ret#94893808 = NA) OR (annual_ret#94893808 = null)) THEN null ELSE cast(annual_ret#94893808 as float) END AS annual_ret#94893963, CASE WHEN ((std_ret#94893809 = NA) OR (std_ret#94893809 = null)) THEN null ELSE cast(std_ret#94893809 as float) END AS std_ret#94893967, CASE WHEN ((Sharpe_ret#94893810 = NA) OR (Sharpe_ret#94893810 = null)) THEN null ELSE cast(Sharpe_ret#94893810 as float) END AS Sharpe_ret#94893972, CASE WHEN ((PctPos_ret#94893811 = NA) OR (PctPos_ret#94893811 = null)) THEN null ELSE cast(PctPos_ret#94893811 as float) END AS PctPos_ret#94893974, CASE WHEN ((TR_ret#94893812 = NA) OR (TR_ret#94893812 = null)) THEN null ELSE cast(TR_ret#94893812 as float) END AS TR_ret#94893976, CASE WHEN ((IR_ret#94893813 = NA) OR (IR_ret#94893813 = null)) THEN null ELSE cast(IR_ret#94893813 as float) END AS IR_ret#94893978, CASE WHEN ((annual_resret#94893814 = NA) OR (annual_resret#94893814 = null)) THEN null ELSE cast(annual_resret#94893814 as float) END AS annual_resret#94894003, CASE WHEN ((std_resret#94893815 = NA) OR (std_resret#94893815 = null)) THEN null ELSE cast(std_resret#94893815 as float) END AS std_resret#94894004, CASE WHEN ((Sharpe_resret#94893816 = NA) OR (Sharpe_resret#94893816 = null)) THEN null ELSE cast(Sharpe_resret#94893816 as float) END AS Sharpe_resret#94894005, CASE WHEN ((PctPos_resret#94893817 = NA) OR (PctPos_resret#94893817 = null)) THEN null ELSE cast(PctPos_resret#94893817 as float) END AS PctPos_resret#94894006, CASE WHEN ((TR_resret#94893818 = NA) OR (TR_resret#94893818 = null)) THEN null ELSE cast(TR_resret#94893818 as float) END AS TR_resret#94894062, CASE WHEN ((IR_resret#94893819 = NA) OR (IR_resret#94893819 = null)) THEN null ELSE cast(IR_resret#94893819 as float) END AS IR_resret#94894063, CASE WHEN ((annual_retnet#94893820 = NA) OR (annual_retnet#94893820 = null)) THEN null ELSE cast(annual_retnet#94893820 as float) END AS annual_retnet#94894065, CASE WHEN ((std_retnet#94893821 = NA) OR (std_retnet#94893821 = null)) THEN null ELSE cast(std_retnet#94893821 as float) END AS std_retnet#94894079, CASE WHEN ((Sharpe_retnet#94893822 = NA) OR (Sharpe_retnet#94893822 = null)) THEN null ELSE cast(Sharpe_retnet#94893822 as float) END AS Sharpe_retnet#94894093, CASE WHEN ((PctPos_retnet#94893823 = NA) OR (PctPos_retnet#94893823 = null)) THEN null ELSE cast(PctPos_retnet#94893823 as float) END AS PctPos_retnet#94894096, CASE WHEN ((TR_retnet#94893824 = NA) OR (TR_retnet#94893824 = null)) THEN null ELSE cast(TR_retnet#94893824 as float) END AS TR_retnet#94894111, CASE WHEN ((IR_retnet#94893825 = NA) OR (IR_retnet#94893825 = null)) THEN null ELSE cast(IR_retnet#94893825 as float) END AS IR_retnet#94894125, CASE WHEN ((turnover#94893826 = NA) OR (turnover#94893826 = null)) THEN null ELSE cast(turnover#94893826 as float) END AS turnover#94894187, CASE WHEN ((coverage#94893827 = NA) OR (coverage#94893827 = null)) THEN null ELSE cast(coverage#94893827 as float) END AS coverage#94894200] Input [26]: [cap#94893802, retIC#94893803, resretIC#94893804, numcos#94893805, numdates#94893806, annual_bmret#94893807, annual_ret#94893808, std_ret#94893809, Sharpe_ret#94893810, PctPos_ret#94893811, TR_ret#94893812, IR_ret#94893813, annual_resret#94893814, std_resret#94893815, Sharpe_resret#94893816, PctPos_resret#94893817, TR_resret#94893818, IR_resret#94893819, annual_retnet#94893820, std_retnet#94893821, Sharpe_retnet#94893822, PctPos_retnet#94893823, TR_retnet#94893824, IR_retnet#94893825, turnover#94893826, coverage#94893827] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94893939, turnover#94894187] (8) Filter [codegen id : 1] Input [2]: [cap#94893939, turnover#94894187] Condition : isnotnull(cap#94893939) (9) BroadcastExchange Input [2]: [cap#94893939, turnover#94894187] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7576498] (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#94897142, sort#94694042 AS cap_sort#94897143] Input [3]: [cap#94694039, description#94694044, sort#94694042] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94893939))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94894187, cap_description#94897142 AS cap#94897232, cap_sort#94897143] Input [5]: [cap#94893939, turnover#94894187, cap#94694039, cap_description#94897142, cap_sort#94897143] (18) Exchange Input [3]: [turnover#94894187, cap#94897232, cap_sort#94897143] Arguments: rangepartitioning(cap_sort#94897143 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7576506] (19) Sort [codegen id : 3] Input [3]: [turnover#94894187, cap#94897232, cap_sort#94897143] Arguments: [cap_sort#94897143 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94897232, turnover#94894187, (1.0 / cast(turnover#94894187 as double)) AS days_hold#94897266] Input [3]: [turnover#94894187, cap#94897232, cap_sort#94897143] (21) CollectLimit Input [3]: [cap#94897232, turnover#94894187, days_hold#94897266] Arguments: 1000000