Project [CASE WHEN ((fractile#94332025 = NA) OR (fractile#94332025 = null)) THEN null ELSE cast(fractile#94332025 as int) END AS fractile#94332073, CASE WHEN (cap#94332026 = null) THEN null ELSE cap#94332026 END AS cap#94332074, CASE WHEN ((size#94332027 = NA) OR (size#94332027 = null)) THEN null ELSE cast(size#94332027 as float) END AS size#94332075, CASE WHEN ((value#94332028 = NA) OR (value#94332028 = null)) THEN null ELSE cast(value#94332028 as float) END AS value#94332076, CASE WHEN ((growth#94332029 = NA) OR (growth#94332029 = null)) THEN null ELSE cast(growth#94332029 as float) END AS growth#94332077, CASE WHEN ((leverage#94332030 = NA) OR (leverage#94332030 = null)) THEN null ELSE cast(leverage#94332030 as float) END AS leverage#94332078, CASE WHEN ((volatility#94332031 = NA) OR (volatility#94332031 = null)) THEN null ELSE cast(volatility#94332031 as float) END AS volatility#94332079, CASE WHEN ((momentum#94332032 = NA) OR (momentum#94332032 = null)) THEN null ELSE cast(momentum#94332032 as float) END AS momentum#94332080, CASE WHEN ((yield#94332033 = NA) OR (yield#94332033 = null)) THEN null ELSE cast(yield#94332033 as float) END AS yield#94332081, CASE WHEN ((##94332034 = NA) OR (##94332034 = null)) THEN null ELSE cast(##94332034 as float) END AS ##94332082, CASE WHEN (min_date#94332035 = null) THEN null ELSE cast(min_date#94332035 as date) END AS min_date#94332083, CASE WHEN (max_date#94332036 = null) THEN null ELSE cast(max_date#94332036 as date) END AS max_date#94332084]
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#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Arguments: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
(2) InMemoryRelation
Arguments: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94332073 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94332073 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7531650]
+- *(2) Project [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
+- *(2) BroadcastHashJoin [cap_description#94332097], [description#94160396], Inner, BuildRight, false
:- *(2) Project [fractile#94332073, cap#94332074 AS cap_description#94332097, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
: +- *(2) Filter ((isnotnull(fractile#94332073) AND NOT (fractile#94332073 = -1)) AND isnotnull(cap#94332074))
: +- InMemoryTableScan [##94332082, cap#94332074, fractile#94332073, growth#94332077, leverage#94332078, max_date#94332084, min_date#94332083, momentum#94332080, size#94332075, value#94332076, volatility#94332079, yield#94332081], [isnotnull(fractile#94332073), NOT (fractile#94332073 = -1), isnotnull(cap#94332074)]
: +- InMemoryRelation [fractile#94332073, cap#94332074, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94332025 = NA) OR (fractile#94332025 = null)) THEN null ELSE cast(fractile#94332025 as int) END AS fractile#94332073, CASE WHEN (cap#94332026 = null) THEN null ELSE cap#94332026 END AS cap#94332074, CASE WHEN ((size#94332027 = NA) OR (size#94332027 = null)) THEN null ELSE cast(size#94332027 as float) END AS size#94332075, CASE WHEN ((value#94332028 = NA) OR (value#94332028 = null)) THEN null ELSE cast(value#94332028 as float) END AS value#94332076, CASE WHEN ((growth#94332029 = NA) OR (growth#94332029 = null)) THEN null ELSE cast(growth#94332029 as float) END AS growth#94332077, CASE WHEN ((leverage#94332030 = NA) OR (leverage#94332030 = null)) THEN null ELSE cast(leverage#94332030 as float) END AS leverage#94332078, CASE WHEN ((volatility#94332031 = NA) OR (volatility#94332031 = null)) THEN null ELSE cast(volatility#94332031 as float) END AS volatility#94332079, CASE WHEN ((momentum#94332032 = NA) OR (momentum#94332032 = null)) THEN null ELSE cast(momentum#94332032 as float) END AS momentum#94332080, CASE WHEN ((yield#94332033 = NA) OR (yield#94332033 = null)) THEN null ELSE cast(yield#94332033 as float) END AS yield#94332081, CASE WHEN ((##94332034 = NA) OR (##94332034 = null)) THEN null ELSE cast(##94332034 as float) END AS ##94332082, CASE WHEN (min_date#94332035 = null) THEN null ELSE cast(min_date#94332035 as date) END AS min_date#94332083, CASE WHEN (max_date#94332036 = null) THEN null ELSE cast(max_date#94332036 as date) END AS max_date#94332084]
: +- FileScan csv [fractile#94332025,cap#94332026,size#94332027,value#94332028,growth#94332029,leverage#94332030,volatility#94332031,momentum#94332032,yield#94332033,##94332034,min_date#94332035,max_date#94332036] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., 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=#7531645]
+- *(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#94332073 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [12]: [##94332082, cap#94332074, fractile#94332073, growth#94332077, leverage#94332078, max_date#94332084, min_date#94332083, momentum#94332080, size#94332075, value#94332076, volatility#94332079, yield#94332081]
Arguments: [##94332082, cap#94332074, fractile#94332073, growth#94332077, leverage#94332078, max_date#94332084, min_date#94332083, momentum#94332080, size#94332075, value#94332076, volatility#94332079, yield#94332081], [isnotnull(fractile#94332073), NOT (fractile#94332073 = -1), isnotnull(cap#94332074)]
(4) InMemoryRelation
Arguments: [fractile#94332073, cap#94332074, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94332025 = NA) OR (fractile#94332025 = null)) THEN null ELSE cast(fractile#94332025 as int) END AS fractile#94332073, CASE WHEN (cap#94332026 = null) THEN null ELSE cap#94332026 END AS cap#94332074, CASE WHEN ((size#94332027 = NA) OR (size#94332027 = null)) THEN null ELSE cast(size#94332027 as float) END AS size#94332075, CASE WHEN ((value#94332028 = NA) OR (value#94332028 = null)) THEN null ELSE cast(value#94332028 as float) END AS value#94332076, CASE WHEN ((growth#94332029 = NA) OR (growth#94332029 = null)) THEN null ELSE cast(growth#94332029 as float) END AS growth#94332077, CASE WHEN ((leverage#94332030 = NA) OR (leverage#94332030 = null)) THEN null ELSE cast(leverage#94332030 as float) END AS leverage#94332078, CASE WHEN ((volatility#94332031 = NA) OR (volatility#94332031 = null)) THEN null ELSE cast(volatility#94332031 as float) END AS volatility#94332079, CASE WHEN ((momentum#94332032 = NA) OR (momentum#94332032 = null)) THEN null ELSE cast(momentum#94332032 as float) END AS momentum#94332080, CASE WHEN ((yield#94332033 = NA) OR (yield#94332033 = null)) THEN null ELSE cast(yield#94332033 as float) END AS yield#94332081, CASE WHEN ((##94332034 = NA) OR (##94332034 = null)) THEN null ELSE cast(##94332034 as float) END AS ##94332082, CASE WHEN (min_date#94332035 = null) THEN null ELSE cast(min_date#94332035 as date) END AS min_date#94332083, CASE WHEN (max_date#94332036 = null) THEN null ELSE cast(max_date#94332036 as date) END AS max_date#94332084]
+- FileScan csv [fractile#94332025,cap#94332026,size#94332027,value#94332028,growth#94332029,leverage#94332030,volatility#94332031,momentum#94332032,yield#94332033,##94332034,min_date#94332035,max_date#94332036] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)
(5) Scan csv
Output [12]: [fractile#94332025, cap#94332026, size#94332027, value#94332028, growth#94332029, leverage#94332030, volatility#94332031, momentum#94332032, yield#94332033, ##94332034, min_date#94332035, max_date#94332036]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_postearnings/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#94332025 = NA) OR (fractile#94332025 = null)) THEN null ELSE cast(fractile#94332025 as int) END AS fractile#94332073, CASE WHEN (cap#94332026 = null) THEN null ELSE cap#94332026 END AS cap#94332074, CASE WHEN ((size#94332027 = NA) OR (size#94332027 = null)) THEN null ELSE cast(size#94332027 as float) END AS size#94332075, CASE WHEN ((value#94332028 = NA) OR (value#94332028 = null)) THEN null ELSE cast(value#94332028 as float) END AS value#94332076, CASE WHEN ((growth#94332029 = NA) OR (growth#94332029 = null)) THEN null ELSE cast(growth#94332029 as float) END AS growth#94332077, CASE WHEN ((leverage#94332030 = NA) OR (leverage#94332030 = null)) THEN null ELSE cast(leverage#94332030 as float) END AS leverage#94332078, CASE WHEN ((volatility#94332031 = NA) OR (volatility#94332031 = null)) THEN null ELSE cast(volatility#94332031 as float) END AS volatility#94332079, CASE WHEN ((momentum#94332032 = NA) OR (momentum#94332032 = null)) THEN null ELSE cast(momentum#94332032 as float) END AS momentum#94332080, CASE WHEN ((yield#94332033 = NA) OR (yield#94332033 = null)) THEN null ELSE cast(yield#94332033 as float) END AS yield#94332081, CASE WHEN ((##94332034 = NA) OR (##94332034 = null)) THEN null ELSE cast(##94332034 as float) END AS ##94332082, CASE WHEN (min_date#94332035 = null) THEN null ELSE cast(min_date#94332035 as date) END AS min_date#94332083, CASE WHEN (max_date#94332036 = null) THEN null ELSE cast(max_date#94332036 as date) END AS max_date#94332084]
Input [12]: [fractile#94332025, cap#94332026, size#94332027, value#94332028, growth#94332029, leverage#94332030, volatility#94332031, momentum#94332032, yield#94332033, ##94332034, min_date#94332035, max_date#94332036]
(7) Filter [codegen id : 2]
Input [12]: [##94332082, cap#94332074, fractile#94332073, growth#94332077, leverage#94332078, max_date#94332084, min_date#94332083, momentum#94332080, size#94332075, value#94332076, volatility#94332079, yield#94332081]
Condition : ((isnotnull(fractile#94332073) AND NOT (fractile#94332073 = -1)) AND isnotnull(cap#94332074))
(8) Project [codegen id : 2]
Output [12]: [fractile#94332073, cap#94332074 AS cap_description#94332097, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Input [12]: [##94332082, cap#94332074, fractile#94332073, growth#94332077, leverage#94332078, max_date#94332084, min_date#94332083, momentum#94332080, size#94332075, value#94332076, volatility#94332079, yield#94332081]
(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=#7531645]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94332097]
Right keys [1]: [description#94160396]
Join condition: None
(17) Project [codegen id : 2]
Output [11]: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Input [13]: [fractile#94332073, cap_description#94332097, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084, description#94160396]
(18) Exchange
Input [11]: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Arguments: rangepartitioning(fractile#94332073 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7531650]
(19) Sort [codegen id : 3]
Input [11]: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Arguments: [fractile#94332073 ASC NULLS FIRST], true, 0
(20) CollectLimit
Input [11]: [fractile#94332073, size#94332075, value#94332076, growth#94332077, leverage#94332078, volatility#94332079, momentum#94332080, yield#94332081, ##94332082, min_date#94332083, max_date#94332084]
Arguments: 1000000