== 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#94271386, turnover#94268355, days_hold#94271420]
Arguments: [cap#94271386, turnover#94268355, days_hold#94271420]
(2) InMemoryRelation
Arguments: [cap#94271386, turnover#94268355, days_hold#94271420], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94271386, turnover#94268355, (1.0 / cast(turnover#94268355 as double)) AS days_hold#94271420]
+- *(3) Sort [cap_sort#94271297 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(cap_sort#94271297 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7526815]
+- *(2) Project [turnover#94268355, cap_description#94271296 AS cap#94271386, cap_sort#94271297]
+- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94268083))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))], Inner, BuildLeft, false
:- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7526807]
: +- *(1) Filter isnotnull(cap#94268083)
: +- *(1) ColumnarToRow
: +- InMemoryTableScan [cap#94268083, turnover#94268355], [isnotnull(cap#94268083)]
: +- InMemoryRelation [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
: +- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- *(2) Project [cap#94160394, description#94160396 AS cap_description#94271296, sort#94160395 AS cap_sort#94271297]
+- *(2) Filter isnotnull(cap#94160394)
+- InMemoryTableScan [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)]
+- InMemoryRelation [cap#94160394, sort#94160395, description#94160396, universe#94160397], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
+- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] 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#94271297 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [2]: [cap#94268083, turnover#94268355]
Arguments: [cap#94268083, turnover#94268355], [isnotnull(cap#94268083)]
(4) InMemoryRelation
Arguments: [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
+- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94267827, retIC#94267828, resretIC#94267829, numcos#94267830, numdates#94267831, annual_bmret#94267832, annual_ret#94267833, std_ret#94267834, Sharpe_ret#94267835, PctPos_ret#94267836, TR_ret#94267837, IR_ret#94267838, annual_resret#94267839, std_resret#94267840, Sharpe_resret#94267841, PctPos_resret#94267842, TR_resret#94267843, IR_resret#94267844, annual_retnet#94267845, std_retnet#94267846, Sharpe_retnet#94267847, PctPos_retnet#94267848, TR_retnet#94267849, IR_retnet#94267850, turnover#94267851, coverage#94267852]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal/rev_signal_percentile_r_100/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#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, CASE WHEN ((turnover#94267851 = NA) OR (turnover#94267851 = null)) THEN null ELSE cast(turnover#94267851 as float) END AS turnover#94268355, CASE WHEN ((coverage#94267852 = NA) OR (coverage#94267852 = null)) THEN null ELSE cast(coverage#94267852 as float) END AS coverage#94268356]
Input [26]: [cap#94267827, retIC#94267828, resretIC#94267829, numcos#94267830, numdates#94267831, annual_bmret#94267832, annual_ret#94267833, std_ret#94267834, Sharpe_ret#94267835, PctPos_ret#94267836, TR_ret#94267837, IR_ret#94267838, annual_resret#94267839, std_resret#94267840, Sharpe_resret#94267841, PctPos_resret#94267842, TR_resret#94267843, IR_resret#94267844, annual_retnet#94267845, std_retnet#94267846, Sharpe_retnet#94267847, PctPos_retnet#94267848, TR_retnet#94267849, IR_retnet#94267850, turnover#94267851, coverage#94267852]
(7) ColumnarToRow [codegen id : 1]
Input [2]: [cap#94268083, turnover#94268355]
(8) Filter [codegen id : 1]
Input [2]: [cap#94268083, turnover#94268355]
Condition : isnotnull(cap#94268083)
(9) BroadcastExchange
Input [2]: [cap#94268083, turnover#94268355]
Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7526807]
(10) InMemoryTableScan
Output [3]: [cap#94160394, description#94160396, sort#94160395]
Arguments: [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)]
(11) InMemoryRelation
Arguments: [cap#94160394, sort#94160395, description#94160396, universe#94160397], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
+- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] 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#94160377, sort#94160378, description#94160379, universe#94160380]
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#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
Input [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380]
(14) Filter
Input [3]: [cap#94160394, description#94160396, sort#94160395]
Condition : isnotnull(cap#94160394)
(15) Project
Output [3]: [cap#94160394, description#94160396 AS cap_description#94271296, sort#94160395 AS cap_sort#94271297]
Input [3]: [cap#94160394, description#94160396, sort#94160395]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94268083))]
Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [turnover#94268355, cap_description#94271296 AS cap#94271386, cap_sort#94271297]
Input [5]: [cap#94268083, turnover#94268355, cap#94160394, cap_description#94271296, cap_sort#94271297]
(18) Exchange
Input [3]: [turnover#94268355, cap#94271386, cap_sort#94271297]
Arguments: rangepartitioning(cap_sort#94271297 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7526815]
(19) Sort [codegen id : 3]
Input [3]: [turnover#94268355, cap#94271386, cap_sort#94271297]
Arguments: [cap_sort#94271297 ASC NULLS FIRST], true, 0
(20) Project [codegen id : 3]
Output [3]: [cap#94271386, turnover#94268355, (1.0 / cast(turnover#94268355 as double)) AS days_hold#94271420]
Input [3]: [turnover#94268355, cap#94271386, cap_sort#94271297]
(21) CollectLimit
Input [3]: [cap#94271386, turnover#94268355, days_hold#94271420]
Arguments: 10000