Project [CASE WHEN ((fractile#94247527 = NA) OR (fractile#94247527 = null)) THEN null ELSE cast(fractile#94247527 as int) END AS fractile#94247575, CASE WHEN (cap#94247528 = null) THEN null ELSE cap#94247528 END AS cap#94247576, CASE WHEN ((size#94247529 = NA) OR (size#94247529 = null)) THEN null ELSE cast(size#94247529 as float) END AS size#94247577, CASE WHEN ((value#94247530 = NA) OR (value#94247530 = null)) THEN null ELSE cast(value#94247530 as float) END AS value#94247578, CASE WHEN ((growth#94247531 = NA) OR (growth#94247531 = null)) THEN null ELSE cast(growth#94247531 as float) END AS growth#94247579, CASE WHEN ((leverage#94247532 = NA) OR (leverage#94247532 = null)) THEN null ELSE cast(leverage#94247532 as float) END AS leverage#94247580, CASE WHEN ((volatility#94247533 = NA) OR (volatility#94247533 = null)) THEN null ELSE cast(volatility#94247533 as float) END AS volatility#94247581, CASE WHEN ((momentum#94247534 = NA) OR (momentum#94247534 = null)) THEN null ELSE cast(momentum#94247534 as float) END AS momentum#94247582, CASE WHEN ((yield#94247535 = NA) OR (yield#94247535 = null)) THEN null ELSE cast(yield#94247535 as float) END AS yield#94247583, CASE WHEN ((##94247536 = NA) OR (##94247536 = null)) THEN null ELSE cast(##94247536 as float) END AS ##94247584, CASE WHEN (min_date#94247537 = null) THEN null ELSE cast(min_date#94247537 as date) END AS min_date#94247585, CASE WHEN (max_date#94247538 = null) THEN null ELSE cast(max_date#94247538 as date) END AS max_date#94247586]
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]
== Physical Plan ==
CollectLimit (20)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Sort (19)
+- Exchange (18)
+- * Project (17)
+- * BroadcastHashJoin Inner BuildRight (16)
:- * Project (8)
: +- * Filter (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (15)
+- * Project (14)
+- * Filter (13)
+- InMemoryTableScan (9)
+- InMemoryRelation (10)
+- * Project (12)
+- Scan csv (11)
(1) InMemoryTableScan
Output [11]: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Arguments: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
(2) InMemoryRelation
Arguments: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94247575 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94247575 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7524772]
+- *(2) Project [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
+- *(2) BroadcastHashJoin [cap_description#94247599], [description#94160396], Inner, BuildRight, false
:- *(2) Project [fractile#94247575, cap#94247576 AS cap_description#94247599, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
: +- *(2) Filter ((isnotnull(fractile#94247575) AND NOT (fractile#94247575 = -1)) AND isnotnull(cap#94247576))
: +- InMemoryTableScan [##94247584, cap#94247576, fractile#94247575, growth#94247579, leverage#94247580, max_date#94247586, min_date#94247585, momentum#94247582, size#94247577, value#94247578, volatility#94247581, yield#94247583], [isnotnull(fractile#94247575), NOT (fractile#94247575 = -1), isnotnull(cap#94247576)]
: +- InMemoryRelation [fractile#94247575, cap#94247576, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94247527 = NA) OR (fractile#94247527 = null)) THEN null ELSE cast(fractile#94247527 as int) END AS fractile#94247575, CASE WHEN (cap#94247528 = null) THEN null ELSE cap#94247528 END AS cap#94247576, CASE WHEN ((size#94247529 = NA) OR (size#94247529 = null)) THEN null ELSE cast(size#94247529 as float) END AS size#94247577, CASE WHEN ((value#94247530 = NA) OR (value#94247530 = null)) THEN null ELSE cast(value#94247530 as float) END AS value#94247578, CASE WHEN ((growth#94247531 = NA) OR (growth#94247531 = null)) THEN null ELSE cast(growth#94247531 as float) END AS growth#94247579, CASE WHEN ((leverage#94247532 = NA) OR (leverage#94247532 = null)) THEN null ELSE cast(leverage#94247532 as float) END AS leverage#94247580, CASE WHEN ((volatility#94247533 = NA) OR (volatility#94247533 = null)) THEN null ELSE cast(volatility#94247533 as float) END AS volatility#94247581, CASE WHEN ((momentum#94247534 = NA) OR (momentum#94247534 = null)) THEN null ELSE cast(momentum#94247534 as float) END AS momentum#94247582, CASE WHEN ((yield#94247535 = NA) OR (yield#94247535 = null)) THEN null ELSE cast(yield#94247535 as float) END AS yield#94247583, CASE WHEN ((##94247536 = NA) OR (##94247536 = null)) THEN null ELSE cast(##94247536 as float) END AS ##94247584, CASE WHEN (min_date#94247537 = null) THEN null ELSE cast(min_date#94247537 as date) END AS min_date#94247585, CASE WHEN (max_date#94247538 = null) THEN null ELSE cast(max_date#94247538 as date) END AS max_date#94247586]
: +- FileScan csv [fractile#94247527,cap#94247528,size#94247529,value#94247530,growth#94247531,leverage#94247532,volatility#94247533,momentum#94247534,yield#94247535,##94247536,min_date#94247537,max_date#94247538] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/RE..., 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=#7524767]
+- *(1) Project [description#94160396]
+- *(1) Filter ((isnotnull(cap#94160394) AND (cap#94160394 = 0)) AND isnotnull(description#94160396))
+- InMemoryTableScan [cap#94160394, description#94160396], [isnotnull(cap#94160394), (cap#94160394 = 0), isnotnull(description#94160396)]
+- 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), [fractile#94247575 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [12]: [##94247584, cap#94247576, fractile#94247575, growth#94247579, leverage#94247580, max_date#94247586, min_date#94247585, momentum#94247582, size#94247577, value#94247578, volatility#94247581, yield#94247583]
Arguments: [##94247584, cap#94247576, fractile#94247575, growth#94247579, leverage#94247580, max_date#94247586, min_date#94247585, momentum#94247582, size#94247577, value#94247578, volatility#94247581, yield#94247583], [isnotnull(fractile#94247575), NOT (fractile#94247575 = -1), isnotnull(cap#94247576)]
(4) InMemoryRelation
Arguments: [fractile#94247575, cap#94247576, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94247527 = NA) OR (fractile#94247527 = null)) THEN null ELSE cast(fractile#94247527 as int) END AS fractile#94247575, CASE WHEN (cap#94247528 = null) THEN null ELSE cap#94247528 END AS cap#94247576, CASE WHEN ((size#94247529 = NA) OR (size#94247529 = null)) THEN null ELSE cast(size#94247529 as float) END AS size#94247577, CASE WHEN ((value#94247530 = NA) OR (value#94247530 = null)) THEN null ELSE cast(value#94247530 as float) END AS value#94247578, CASE WHEN ((growth#94247531 = NA) OR (growth#94247531 = null)) THEN null ELSE cast(growth#94247531 as float) END AS growth#94247579, CASE WHEN ((leverage#94247532 = NA) OR (leverage#94247532 = null)) THEN null ELSE cast(leverage#94247532 as float) END AS leverage#94247580, CASE WHEN ((volatility#94247533 = NA) OR (volatility#94247533 = null)) THEN null ELSE cast(volatility#94247533 as float) END AS volatility#94247581, CASE WHEN ((momentum#94247534 = NA) OR (momentum#94247534 = null)) THEN null ELSE cast(momentum#94247534 as float) END AS momentum#94247582, CASE WHEN ((yield#94247535 = NA) OR (yield#94247535 = null)) THEN null ELSE cast(yield#94247535 as float) END AS yield#94247583, CASE WHEN ((##94247536 = NA) OR (##94247536 = null)) THEN null ELSE cast(##94247536 as float) END AS ##94247584, CASE WHEN (min_date#94247537 = null) THEN null ELSE cast(min_date#94247537 as date) END AS min_date#94247585, CASE WHEN (max_date#94247538 = null) THEN null ELSE cast(max_date#94247538 as date) END AS max_date#94247586]
+- FileScan csv [fractile#94247527,cap#94247528,size#94247529,value#94247530,growth#94247531,leverage#94247532,volatility#94247533,momentum#94247534,yield#94247535,##94247536,min_date#94247537,max_date#94247538] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)
(5) Scan csv
Output [12]: [fractile#94247527, cap#94247528, size#94247529, value#94247530, growth#94247531, leverage#94247532, volatility#94247533, momentum#94247534, yield#94247535, ##94247536, min_date#94247537, max_date#94247538]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/aqis_history/weight/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#94247527 = NA) OR (fractile#94247527 = null)) THEN null ELSE cast(fractile#94247527 as int) END AS fractile#94247575, CASE WHEN (cap#94247528 = null) THEN null ELSE cap#94247528 END AS cap#94247576, CASE WHEN ((size#94247529 = NA) OR (size#94247529 = null)) THEN null ELSE cast(size#94247529 as float) END AS size#94247577, CASE WHEN ((value#94247530 = NA) OR (value#94247530 = null)) THEN null ELSE cast(value#94247530 as float) END AS value#94247578, CASE WHEN ((growth#94247531 = NA) OR (growth#94247531 = null)) THEN null ELSE cast(growth#94247531 as float) END AS growth#94247579, CASE WHEN ((leverage#94247532 = NA) OR (leverage#94247532 = null)) THEN null ELSE cast(leverage#94247532 as float) END AS leverage#94247580, CASE WHEN ((volatility#94247533 = NA) OR (volatility#94247533 = null)) THEN null ELSE cast(volatility#94247533 as float) END AS volatility#94247581, CASE WHEN ((momentum#94247534 = NA) OR (momentum#94247534 = null)) THEN null ELSE cast(momentum#94247534 as float) END AS momentum#94247582, CASE WHEN ((yield#94247535 = NA) OR (yield#94247535 = null)) THEN null ELSE cast(yield#94247535 as float) END AS yield#94247583, CASE WHEN ((##94247536 = NA) OR (##94247536 = null)) THEN null ELSE cast(##94247536 as float) END AS ##94247584, CASE WHEN (min_date#94247537 = null) THEN null ELSE cast(min_date#94247537 as date) END AS min_date#94247585, CASE WHEN (max_date#94247538 = null) THEN null ELSE cast(max_date#94247538 as date) END AS max_date#94247586]
Input [12]: [fractile#94247527, cap#94247528, size#94247529, value#94247530, growth#94247531, leverage#94247532, volatility#94247533, momentum#94247534, yield#94247535, ##94247536, min_date#94247537, max_date#94247538]
(7) Filter [codegen id : 2]
Input [12]: [##94247584, cap#94247576, fractile#94247575, growth#94247579, leverage#94247580, max_date#94247586, min_date#94247585, momentum#94247582, size#94247577, value#94247578, volatility#94247581, yield#94247583]
Condition : ((isnotnull(fractile#94247575) AND NOT (fractile#94247575 = -1)) AND isnotnull(cap#94247576))
(8) Project [codegen id : 2]
Output [12]: [fractile#94247575, cap#94247576 AS cap_description#94247599, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Input [12]: [##94247584, cap#94247576, fractile#94247575, growth#94247579, leverage#94247580, max_date#94247586, min_date#94247585, momentum#94247582, size#94247577, value#94247578, volatility#94247581, yield#94247583]
(9) InMemoryTableScan
Output [2]: [cap#94160394, description#94160396]
Arguments: [cap#94160394, description#94160396], [isnotnull(cap#94160394), (cap#94160394 = 0), isnotnull(description#94160396)]
(10) 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)
(11) 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>
(12) 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]
(13) Filter [codegen id : 1]
Input [2]: [cap#94160394, description#94160396]
Condition : ((isnotnull(cap#94160394) AND (cap#94160394 = 0)) AND isnotnull(description#94160396))
(14) Project [codegen id : 1]
Output [1]: [description#94160396]
Input [2]: [cap#94160394, description#94160396]
(15) BroadcastExchange
Input [1]: [description#94160396]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7524767]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94247599]
Right keys [1]: [description#94160396]
Join condition: None
(17) Project [codegen id : 2]
Output [11]: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Input [13]: [fractile#94247575, cap_description#94247599, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586, description#94160396]
(18) Exchange
Input [11]: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Arguments: rangepartitioning(fractile#94247575 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7524772]
(19) Sort [codegen id : 3]
Input [11]: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Arguments: [fractile#94247575 ASC NULLS FIRST], true, 0
(20) CollectLimit
Input [11]: [fractile#94247575, size#94247577, value#94247578, growth#94247579, leverage#94247580, volatility#94247581, momentum#94247582, yield#94247583, ##94247584, min_date#94247585, max_date#94247586]
Arguments: 1000000