Project [CASE WHEN ((fractile#94017781 = NA) OR (fractile#94017781 = null)) THEN null ELSE cast(fractile#94017781 as int) END AS fractile#94017829, CASE WHEN (cap#94017782 = null) THEN null ELSE cap#94017782 END AS cap#94017830, CASE WHEN ((size#94017783 = NA) OR (size#94017783 = null)) THEN null ELSE cast(size#94017783 as float) END AS size#94017831, CASE WHEN ((value#94017784 = NA) OR (value#94017784 = null)) THEN null ELSE cast(value#94017784 as float) END AS value#94017832, CASE WHEN ((growth#94017785 = NA) OR (growth#94017785 = null)) THEN null ELSE cast(growth#94017785 as float) END AS growth#94017833, CASE WHEN ((leverage#94017786 = NA) OR (leverage#94017786 = null)) THEN null ELSE cast(leverage#94017786 as float) END AS leverage#94017834, CASE WHEN ((volatility#94017787 = NA) OR (volatility#94017787 = null)) THEN null ELSE cast(volatility#94017787 as float) END AS volatility#94017835, CASE WHEN ((momentum#94017788 = NA) OR (momentum#94017788 = null)) THEN null ELSE cast(momentum#94017788 as float) END AS momentum#94017836, CASE WHEN ((yield#94017789 = NA) OR (yield#94017789 = null)) THEN null ELSE cast(yield#94017789 as float) END AS yield#94017837, CASE WHEN ((##94017790 = NA) OR (##94017790 = null)) THEN null ELSE cast(##94017790 as float) END AS ##94017838, CASE WHEN (min_date#94017791 = null) THEN null ELSE cast(min_date#94017791 as date) END AS min_date#94017839, CASE WHEN (max_date#94017792 = null) THEN null ELSE cast(max_date#94017792 as date) END AS max_date#94017840]
Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
== Physical Plan ==
CollectLimit (18)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Sort (17)
+- Exchange (16)
+- * Project (15)
+- * BroadcastHashJoin Inner BuildRight (14)
:- * Project (8)
: +- * Filter (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (13)
+- * Project (12)
+- * Filter (11)
+- InMemoryTableScan (9)
+- InMemoryRelation (10)
+- * Project (12)
+- Scan csv (11)
(1) InMemoryTableScan
Output [11]: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Arguments: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
(2) InMemoryRelation
Arguments: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94017829 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94017829 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7516232]
+- *(2) Project [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
+- *(2) BroadcastHashJoin [cap_description#94140226], [description#93880533], Inner, BuildRight, false
:- *(2) Project [fractile#94017829, cap#94017830 AS cap_description#94140226, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
: +- *(2) Filter ((isnotnull(fractile#94017829) AND NOT (fractile#94017829 = -1)) AND isnotnull(cap#94017830))
: +- InMemoryTableScan [##94017838, cap#94017830, fractile#94017829, growth#94017833, leverage#94017834, max_date#94017840, min_date#94017839, momentum#94017836, size#94017831, value#94017832, volatility#94017835, yield#94017837], [isnotnull(fractile#94017829), NOT (fractile#94017829 = -1), isnotnull(cap#94017830)]
: +- InMemoryRelation [fractile#94017829, cap#94017830, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94017781 = NA) OR (fractile#94017781 = null)) THEN null ELSE cast(fractile#94017781 as int) END AS fractile#94017829, CASE WHEN (cap#94017782 = null) THEN null ELSE cap#94017782 END AS cap#94017830, CASE WHEN ((size#94017783 = NA) OR (size#94017783 = null)) THEN null ELSE cast(size#94017783 as float) END AS size#94017831, CASE WHEN ((value#94017784 = NA) OR (value#94017784 = null)) THEN null ELSE cast(value#94017784 as float) END AS value#94017832, CASE WHEN ((growth#94017785 = NA) OR (growth#94017785 = null)) THEN null ELSE cast(growth#94017785 as float) END AS growth#94017833, CASE WHEN ((leverage#94017786 = NA) OR (leverage#94017786 = null)) THEN null ELSE cast(leverage#94017786 as float) END AS leverage#94017834, CASE WHEN ((volatility#94017787 = NA) OR (volatility#94017787 = null)) THEN null ELSE cast(volatility#94017787 as float) END AS volatility#94017835, CASE WHEN ((momentum#94017788 = NA) OR (momentum#94017788 = null)) THEN null ELSE cast(momentum#94017788 as float) END AS momentum#94017836, CASE WHEN ((yield#94017789 = NA) OR (yield#94017789 = null)) THEN null ELSE cast(yield#94017789 as float) END AS yield#94017837, CASE WHEN ((##94017790 = NA) OR (##94017790 = null)) THEN null ELSE cast(##94017790 as float) END AS ##94017838, CASE WHEN (min_date#94017791 = null) THEN null ELSE cast(min_date#94017791 as date) END AS min_date#94017839, CASE WHEN (max_date#94017792 = null) THEN null ELSE cast(max_date#94017792 as date) END AS max_date#94017840]
: +- FileScan csv [fractile#94017781,cap#94017782,size#94017783,value#94017784,growth#94017785,leverage#94017786,volatility#94017787,momentum#94017788,yield#94017789,##94017790,min_date#94017791,max_date#94017792] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
+- BroadcastExchange HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7516227]
+- *(1) Project [description#93880533]
+- *(1) Filter ((isnotnull(cap#93880528) AND (cap#93880528 = 2)) AND isnotnull(description#93880533))
+- InMemoryTableScan [cap#93880528, description#93880533], [isnotnull(cap#93880528), (cap#93880528 = 2), isnotnull(description#93880533)]
+- InMemoryRelation [cap#93880528, sort#93880531, description#93880533, universe#93880535], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
+- FileScan csv [cap#93880496,sort#93880498,description#93880500,universe#93880502] 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), [fractile#94017829 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [12]: [##94017838, cap#94017830, fractile#94017829, growth#94017833, leverage#94017834, max_date#94017840, min_date#94017839, momentum#94017836, size#94017831, value#94017832, volatility#94017835, yield#94017837]
Arguments: [##94017838, cap#94017830, fractile#94017829, growth#94017833, leverage#94017834, max_date#94017840, min_date#94017839, momentum#94017836, size#94017831, value#94017832, volatility#94017835, yield#94017837], [isnotnull(fractile#94017829), NOT (fractile#94017829 = -1), isnotnull(cap#94017830)]
(4) InMemoryRelation
Arguments: [fractile#94017829, cap#94017830, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94017781 = NA) OR (fractile#94017781 = null)) THEN null ELSE cast(fractile#94017781 as int) END AS fractile#94017829, CASE WHEN (cap#94017782 = null) THEN null ELSE cap#94017782 END AS cap#94017830, CASE WHEN ((size#94017783 = NA) OR (size#94017783 = null)) THEN null ELSE cast(size#94017783 as float) END AS size#94017831, CASE WHEN ((value#94017784 = NA) OR (value#94017784 = null)) THEN null ELSE cast(value#94017784 as float) END AS value#94017832, CASE WHEN ((growth#94017785 = NA) OR (growth#94017785 = null)) THEN null ELSE cast(growth#94017785 as float) END AS growth#94017833, CASE WHEN ((leverage#94017786 = NA) OR (leverage#94017786 = null)) THEN null ELSE cast(leverage#94017786 as float) END AS leverage#94017834, CASE WHEN ((volatility#94017787 = NA) OR (volatility#94017787 = null)) THEN null ELSE cast(volatility#94017787 as float) END AS volatility#94017835, CASE WHEN ((momentum#94017788 = NA) OR (momentum#94017788 = null)) THEN null ELSE cast(momentum#94017788 as float) END AS momentum#94017836, CASE WHEN ((yield#94017789 = NA) OR (yield#94017789 = null)) THEN null ELSE cast(yield#94017789 as float) END AS yield#94017837, CASE WHEN ((##94017790 = NA) OR (##94017790 = null)) THEN null ELSE cast(##94017790 as float) END AS ##94017838, CASE WHEN (min_date#94017791 = null) THEN null ELSE cast(min_date#94017791 as date) END AS min_date#94017839, CASE WHEN (max_date#94017792 = null) THEN null ELSE cast(max_date#94017792 as date) END AS max_date#94017840]
+- FileScan csv [fractile#94017781,cap#94017782,size#94017783,value#94017784,growth#94017785,leverage#94017786,volatility#94017787,momentum#94017788,yield#94017789,##94017790,min_date#94017791,max_date#94017792] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)
(5) Scan csv
Output [12]: [fractile#94017781, cap#94017782, size#94017783, value#94017784, growth#94017785, leverage#94017786, volatility#94017787, momentum#94017788, yield#94017789, ##94017790, min_date#94017791, max_date#94017792]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rankviews/REPORT_exposures.csv]
ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatility:string,momentum:string,yield:string,#:string,min_date:string,max_date:string>
(6) Project [codegen id : 1]
Output [12]: [CASE WHEN ((fractile#94017781 = NA) OR (fractile#94017781 = null)) THEN null ELSE cast(fractile#94017781 as int) END AS fractile#94017829, CASE WHEN (cap#94017782 = null) THEN null ELSE cap#94017782 END AS cap#94017830, CASE WHEN ((size#94017783 = NA) OR (size#94017783 = null)) THEN null ELSE cast(size#94017783 as float) END AS size#94017831, CASE WHEN ((value#94017784 = NA) OR (value#94017784 = null)) THEN null ELSE cast(value#94017784 as float) END AS value#94017832, CASE WHEN ((growth#94017785 = NA) OR (growth#94017785 = null)) THEN null ELSE cast(growth#94017785 as float) END AS growth#94017833, CASE WHEN ((leverage#94017786 = NA) OR (leverage#94017786 = null)) THEN null ELSE cast(leverage#94017786 as float) END AS leverage#94017834, CASE WHEN ((volatility#94017787 = NA) OR (volatility#94017787 = null)) THEN null ELSE cast(volatility#94017787 as float) END AS volatility#94017835, CASE WHEN ((momentum#94017788 = NA) OR (momentum#94017788 = null)) THEN null ELSE cast(momentum#94017788 as float) END AS momentum#94017836, CASE WHEN ((yield#94017789 = NA) OR (yield#94017789 = null)) THEN null ELSE cast(yield#94017789 as float) END AS yield#94017837, CASE WHEN ((##94017790 = NA) OR (##94017790 = null)) THEN null ELSE cast(##94017790 as float) END AS ##94017838, CASE WHEN (min_date#94017791 = null) THEN null ELSE cast(min_date#94017791 as date) END AS min_date#94017839, CASE WHEN (max_date#94017792 = null) THEN null ELSE cast(max_date#94017792 as date) END AS max_date#94017840]
Input [12]: [fractile#94017781, cap#94017782, size#94017783, value#94017784, growth#94017785, leverage#94017786, volatility#94017787, momentum#94017788, yield#94017789, ##94017790, min_date#94017791, max_date#94017792]
(7) Filter [codegen id : 2]
Input [12]: [##94017838, cap#94017830, fractile#94017829, growth#94017833, leverage#94017834, max_date#94017840, min_date#94017839, momentum#94017836, size#94017831, value#94017832, volatility#94017835, yield#94017837]
Condition : ((isnotnull(fractile#94017829) AND NOT (fractile#94017829 = -1)) AND isnotnull(cap#94017830))
(8) Project [codegen id : 2]
Output [12]: [fractile#94017829, cap#94017830 AS cap_description#94140226, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Input [12]: [##94017838, cap#94017830, fractile#94017829, growth#94017833, leverage#94017834, max_date#94017840, min_date#94017839, momentum#94017836, size#94017831, value#94017832, volatility#94017835, yield#94017837]
(9) InMemoryTableScan
Output [2]: [cap#93880528, description#93880533]
Arguments: [cap#93880528, description#93880533], [isnotnull(cap#93880528), (cap#93880528 = 2), isnotnull(description#93880533)]
(10) InMemoryRelation
Arguments: [cap#93880528, sort#93880531, description#93880533, universe#93880535], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
+- FileScan csv [cap#93880496,sort#93880498,description#93880500,universe#93880502] 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)
(unknown) Scan csv
Output [4]: [cap#93880496, sort#93880498, description#93880500, universe#93880502]
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>
(unknown) Project
Output [4]: [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
Input [4]: [cap#93880496, sort#93880498, description#93880500, universe#93880502]
(13) BroadcastExchange
Input [1]: [description#93880533]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7516227]
(14) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94140226]
Right keys [1]: [description#93880533]
Join condition: None
(15) Project [codegen id : 2]
Output [11]: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Input [13]: [fractile#94017829, cap_description#94140226, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840, description#93880533]
(16) Exchange
Input [11]: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Arguments: rangepartitioning(fractile#94017829 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7516232]
(17) Sort [codegen id : 3]
Input [11]: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Arguments: [fractile#94017829 ASC NULLS FIRST], true, 0
(18) CollectLimit
Input [11]: [fractile#94017829, size#94017831, value#94017832, growth#94017833, leverage#94017834, volatility#94017835, momentum#94017836, yield#94017837, ##94017838, min_date#94017839, max_date#94017840]
Arguments: 1000000