Project [CASE WHEN ((fractile#94132545 = NA) OR (fractile#94132545 = null)) THEN null ELSE cast(fractile#94132545 as int) END AS fractile#94132593, CASE WHEN (cap#94132546 = null) THEN null ELSE cap#94132546 END AS cap#94132594, CASE WHEN ((size#94132547 = NA) OR (size#94132547 = null)) THEN null ELSE cast(size#94132547 as float) END AS size#94132595, CASE WHEN ((value#94132548 = NA) OR (value#94132548 = null)) THEN null ELSE cast(value#94132548 as float) END AS value#94132596, CASE WHEN ((growth#94132549 = NA) OR (growth#94132549 = null)) THEN null ELSE cast(growth#94132549 as float) END AS growth#94132597, CASE WHEN ((leverage#94132550 = NA) OR (leverage#94132550 = null)) THEN null ELSE cast(leverage#94132550 as float) END AS leverage#94132598, CASE WHEN ((volatility#94132551 = NA) OR (volatility#94132551 = null)) THEN null ELSE cast(volatility#94132551 as float) END AS volatility#94132599, CASE WHEN ((momentum#94132552 = NA) OR (momentum#94132552 = null)) THEN null ELSE cast(momentum#94132552 as float) END AS momentum#94132600, CASE WHEN ((yield#94132553 = NA) OR (yield#94132553 = null)) THEN null ELSE cast(yield#94132553 as float) END AS yield#94132601, CASE WHEN ((##94132554 = NA) OR (##94132554 = null)) THEN null ELSE cast(##94132554 as float) END AS ##94132602, CASE WHEN (min_date#94132555 = null) THEN null ELSE cast(min_date#94132555 as date) END AS min_date#94132603, CASE WHEN (max_date#94132556 = null) THEN null ELSE cast(max_date#94132556 as date) END AS max_date#94132604]
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 (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#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Arguments: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
(2) InMemoryRelation
Arguments: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94132593 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94132593 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7515708]
+- *(2) Project [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
+- *(2) BroadcastHashJoin [cap_description#94132617], [description#93880533], Inner, BuildRight, false
:- *(2) Project [fractile#94132593, cap#94132594 AS cap_description#94132617, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
: +- *(2) Filter ((isnotnull(fractile#94132593) AND NOT (fractile#94132593 = -1)) AND isnotnull(cap#94132594))
: +- InMemoryTableScan [##94132602, cap#94132594, fractile#94132593, growth#94132597, leverage#94132598, max_date#94132604, min_date#94132603, momentum#94132600, size#94132595, value#94132596, volatility#94132599, yield#94132601], [isnotnull(fractile#94132593), NOT (fractile#94132593 = -1), isnotnull(cap#94132594)]
: +- InMemoryRelation [fractile#94132593, cap#94132594, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94132545 = NA) OR (fractile#94132545 = null)) THEN null ELSE cast(fractile#94132545 as int) END AS fractile#94132593, CASE WHEN (cap#94132546 = null) THEN null ELSE cap#94132546 END AS cap#94132594, CASE WHEN ((size#94132547 = NA) OR (size#94132547 = null)) THEN null ELSE cast(size#94132547 as float) END AS size#94132595, CASE WHEN ((value#94132548 = NA) OR (value#94132548 = null)) THEN null ELSE cast(value#94132548 as float) END AS value#94132596, CASE WHEN ((growth#94132549 = NA) OR (growth#94132549 = null)) THEN null ELSE cast(growth#94132549 as float) END AS growth#94132597, CASE WHEN ((leverage#94132550 = NA) OR (leverage#94132550 = null)) THEN null ELSE cast(leverage#94132550 as float) END AS leverage#94132598, CASE WHEN ((volatility#94132551 = NA) OR (volatility#94132551 = null)) THEN null ELSE cast(volatility#94132551 as float) END AS volatility#94132599, CASE WHEN ((momentum#94132552 = NA) OR (momentum#94132552 = null)) THEN null ELSE cast(momentum#94132552 as float) END AS momentum#94132600, CASE WHEN ((yield#94132553 = NA) OR (yield#94132553 = null)) THEN null ELSE cast(yield#94132553 as float) END AS yield#94132601, CASE WHEN ((##94132554 = NA) OR (##94132554 = null)) THEN null ELSE cast(##94132554 as float) END AS ##94132602, CASE WHEN (min_date#94132555 = null) THEN null ELSE cast(min_date#94132555 as date) END AS min_date#94132603, CASE WHEN (max_date#94132556 = null) THEN null ELSE cast(max_date#94132556 as date) END AS max_date#94132604]
: +- FileScan csv [fractile#94132545,cap#94132546,size#94132547,value#94132548,growth#94132549,leverage#94132550,volatility#94132551,momentum#94132552,yield#94132553,##94132554,min_date#94132555,max_date#94132556] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., 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=#7515703]
+- *(1) Project [description#93880533]
+- *(1) Filter ((isnotnull(cap#93880528) AND (cap#93880528 = 0)) AND isnotnull(description#93880533))
+- InMemoryTableScan [cap#93880528, description#93880533], [isnotnull(cap#93880528), (cap#93880528 = 0), 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#94132593 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [12]: [##94132602, cap#94132594, fractile#94132593, growth#94132597, leverage#94132598, max_date#94132604, min_date#94132603, momentum#94132600, size#94132595, value#94132596, volatility#94132599, yield#94132601]
Arguments: [##94132602, cap#94132594, fractile#94132593, growth#94132597, leverage#94132598, max_date#94132604, min_date#94132603, momentum#94132600, size#94132595, value#94132596, volatility#94132599, yield#94132601], [isnotnull(fractile#94132593), NOT (fractile#94132593 = -1), isnotnull(cap#94132594)]
(4) InMemoryRelation
Arguments: [fractile#94132593, cap#94132594, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94132545 = NA) OR (fractile#94132545 = null)) THEN null ELSE cast(fractile#94132545 as int) END AS fractile#94132593, CASE WHEN (cap#94132546 = null) THEN null ELSE cap#94132546 END AS cap#94132594, CASE WHEN ((size#94132547 = NA) OR (size#94132547 = null)) THEN null ELSE cast(size#94132547 as float) END AS size#94132595, CASE WHEN ((value#94132548 = NA) OR (value#94132548 = null)) THEN null ELSE cast(value#94132548 as float) END AS value#94132596, CASE WHEN ((growth#94132549 = NA) OR (growth#94132549 = null)) THEN null ELSE cast(growth#94132549 as float) END AS growth#94132597, CASE WHEN ((leverage#94132550 = NA) OR (leverage#94132550 = null)) THEN null ELSE cast(leverage#94132550 as float) END AS leverage#94132598, CASE WHEN ((volatility#94132551 = NA) OR (volatility#94132551 = null)) THEN null ELSE cast(volatility#94132551 as float) END AS volatility#94132599, CASE WHEN ((momentum#94132552 = NA) OR (momentum#94132552 = null)) THEN null ELSE cast(momentum#94132552 as float) END AS momentum#94132600, CASE WHEN ((yield#94132553 = NA) OR (yield#94132553 = null)) THEN null ELSE cast(yield#94132553 as float) END AS yield#94132601, CASE WHEN ((##94132554 = NA) OR (##94132554 = null)) THEN null ELSE cast(##94132554 as float) END AS ##94132602, CASE WHEN (min_date#94132555 = null) THEN null ELSE cast(min_date#94132555 as date) END AS min_date#94132603, CASE WHEN (max_date#94132556 = null) THEN null ELSE cast(max_date#94132556 as date) END AS max_date#94132604]
+- FileScan csv [fractile#94132545,cap#94132546,size#94132547,value#94132548,growth#94132549,leverage#94132550,volatility#94132551,momentum#94132552,yield#94132553,##94132554,min_date#94132555,max_date#94132556] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)
(5) Scan csv
Output [12]: [fractile#94132545, cap#94132546, size#94132547, value#94132548, growth#94132549, leverage#94132550, volatility#94132551, momentum#94132552, yield#94132553, ##94132554, min_date#94132555, max_date#94132556]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript_model_residualized/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#94132545 = NA) OR (fractile#94132545 = null)) THEN null ELSE cast(fractile#94132545 as int) END AS fractile#94132593, CASE WHEN (cap#94132546 = null) THEN null ELSE cap#94132546 END AS cap#94132594, CASE WHEN ((size#94132547 = NA) OR (size#94132547 = null)) THEN null ELSE cast(size#94132547 as float) END AS size#94132595, CASE WHEN ((value#94132548 = NA) OR (value#94132548 = null)) THEN null ELSE cast(value#94132548 as float) END AS value#94132596, CASE WHEN ((growth#94132549 = NA) OR (growth#94132549 = null)) THEN null ELSE cast(growth#94132549 as float) END AS growth#94132597, CASE WHEN ((leverage#94132550 = NA) OR (leverage#94132550 = null)) THEN null ELSE cast(leverage#94132550 as float) END AS leverage#94132598, CASE WHEN ((volatility#94132551 = NA) OR (volatility#94132551 = null)) THEN null ELSE cast(volatility#94132551 as float) END AS volatility#94132599, CASE WHEN ((momentum#94132552 = NA) OR (momentum#94132552 = null)) THEN null ELSE cast(momentum#94132552 as float) END AS momentum#94132600, CASE WHEN ((yield#94132553 = NA) OR (yield#94132553 = null)) THEN null ELSE cast(yield#94132553 as float) END AS yield#94132601, CASE WHEN ((##94132554 = NA) OR (##94132554 = null)) THEN null ELSE cast(##94132554 as float) END AS ##94132602, CASE WHEN (min_date#94132555 = null) THEN null ELSE cast(min_date#94132555 as date) END AS min_date#94132603, CASE WHEN (max_date#94132556 = null) THEN null ELSE cast(max_date#94132556 as date) END AS max_date#94132604]
Input [12]: [fractile#94132545, cap#94132546, size#94132547, value#94132548, growth#94132549, leverage#94132550, volatility#94132551, momentum#94132552, yield#94132553, ##94132554, min_date#94132555, max_date#94132556]
(7) Filter [codegen id : 2]
Input [12]: [##94132602, cap#94132594, fractile#94132593, growth#94132597, leverage#94132598, max_date#94132604, min_date#94132603, momentum#94132600, size#94132595, value#94132596, volatility#94132599, yield#94132601]
Condition : ((isnotnull(fractile#94132593) AND NOT (fractile#94132593 = -1)) AND isnotnull(cap#94132594))
(8) Project [codegen id : 2]
Output [12]: [fractile#94132593, cap#94132594 AS cap_description#94132617, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Input [12]: [##94132602, cap#94132594, fractile#94132593, growth#94132597, leverage#94132598, max_date#94132604, min_date#94132603, momentum#94132600, size#94132595, value#94132596, volatility#94132599, yield#94132601]
(9) InMemoryTableScan
Output [2]: [cap#93880528, description#93880533]
Arguments: [cap#93880528, description#93880533], [isnotnull(cap#93880528), (cap#93880528 = 0), 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)
(11) 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>
(12) Project [codegen id : 1]
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) Filter [codegen id : 1]
Input [2]: [cap#93880528, description#93880533]
Condition : ((isnotnull(cap#93880528) AND (cap#93880528 = 0)) AND isnotnull(description#93880533))
(14) Project [codegen id : 1]
Output [1]: [description#93880533]
Input [2]: [cap#93880528, description#93880533]
(15) BroadcastExchange
Input [1]: [description#93880533]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7515703]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94132617]
Right keys [1]: [description#93880533]
Join condition: None
(17) Project [codegen id : 2]
Output [11]: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Input [13]: [fractile#94132593, cap_description#94132617, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604, description#93880533]
(18) Exchange
Input [11]: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Arguments: rangepartitioning(fractile#94132593 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7515708]
(19) Sort [codegen id : 3]
Input [11]: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Arguments: [fractile#94132593 ASC NULLS FIRST], true, 0
(20) CollectLimit
Input [11]: [fractile#94132593, size#94132595, value#94132596, growth#94132597, leverage#94132598, volatility#94132599, momentum#94132600, yield#94132601, ##94132602, min_date#94132603, max_date#94132604]
Arguments: 1000000