Project [CASE WHEN ((fractile#93990161 = NA) OR (fractile#93990161 = null)) THEN null ELSE cast(fractile#93990161 as float) END AS fractile#93990192, CASE WHEN ((overall#93990162 = NA) OR (overall#93990162 = null)) THEN null ELSE cast(overall#93990162 as int) END AS overall#93990198, CASE WHEN ((annual_ret#93990163 = NA) OR (annual_ret#93990163 = null)) THEN null ELSE cast(annual_ret#93990163 as float) END AS annual_ret#93990204, CASE WHEN ((annual_resret#93990164 = NA) OR (annual_resret#93990164 = null)) THEN null ELSE cast(annual_resret#93990164 as float) END AS annual_resret#93990206, CASE WHEN ((numcos#93990165 = NA) OR (numcos#93990165 = null)) THEN null ELSE cast(numcos#93990165 as float) END AS numcos#93990208]
Project [CASE WHEN ((fractile#93990177 = NA) OR (fractile#93990177 = null)) THEN null ELSE cast(fractile#93990177 as float) END AS fractile#93990205, CASE WHEN ((cap#93990178 = NA) OR (cap#93990178 = null)) THEN null ELSE cast(cap#93990178 as float) END AS cap#93990207, CASE WHEN ((annual_ret#93990179 = NA) OR (annual_ret#93990179 = null)) THEN null ELSE cast(annual_ret#93990179 as float) END AS annual_ret#93990209, CASE WHEN ((annual_resret#93990180 = NA) OR (annual_resret#93990180 = null)) THEN null ELSE cast(annual_resret#93990180 as float) END AS annual_resret#93990210, CASE WHEN ((numcos#93990181 = NA) OR (numcos#93990181 = null)) THEN null ELSE cast(numcos#93990181 as float) END AS numcos#93990211]
== Physical Plan ==
CollectLimit (17)
+- * ColumnarToRow (16)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- Union (15)
:- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- * Project (14)
+- * Filter (13)
+- * ColumnarToRow (12)
+- InMemoryTableScan (8)
+- InMemoryRelation (9)
+- * Project (11)
+- Scan csv (10)
(1) InMemoryTableScan
Output [4]: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
Arguments: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
(2) InMemoryRelation
Arguments: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),Union
:- *(1) ColumnarToRow
: +- InMemoryTableScan [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
: +- InMemoryRelation [fractile#93990192, overall#93990198, annual_ret#93990204, annual_resret#93990206, numcos#93990208], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#93990161 = NA) OR (fractile#93990161 = null)) THEN null ELSE cast(fractile#93990161 as float) END AS fractile#93990192, CASE WHEN ((overall#93990162 = NA) OR (overall#93990162 = null)) THEN null ELSE cast(overall#93990162 as int) END AS overall#93990198, CASE WHEN ((annual_ret#93990163 = NA) OR (annual_ret#93990163 = null)) THEN null ELSE cast(annual_ret#93990163 as float) END AS annual_ret#93990204, CASE WHEN ((annual_resret#93990164 = NA) OR (annual_resret#93990164 = null)) THEN null ELSE cast(annual_resret#93990164 as float) END AS annual_resret#93990206, CASE WHEN ((numcos#93990165 = NA) OR (numcos#93990165 = null)) THEN null ELSE cast(numcos#93990165 as float) END AS numcos#93990208]
: +- FileScan csv [fractile#93990161,overall#93990162,annual_ret#93990163,annual_resret#93990164,numcos#93990165] 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,overall:string,annual_ret:string,annual_resret:string,numcos:string>
+- *(2) Project [fractile#93990205, annual_ret#93990209, annual_resret#93990210, numcos#93990211]
+- *(2) Filter (isnotnull(cap#93990207) AND (cast(cap#93990207 as string) = 0))
+- *(2) ColumnarToRow
+- InMemoryTableScan [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211], [isnotnull(cap#93990207), (cast(cap#93990207 as string) = 0)]
+- InMemoryRelation [fractile#93990205, cap#93990207, annual_ret#93990209, annual_resret#93990210, numcos#93990211], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((fractile#93990177 = NA) OR (fractile#93990177 = null)) THEN null ELSE cast(fractile#93990177 as float) END AS fractile#93990205, CASE WHEN ((cap#93990178 = NA) OR (cap#93990178 = null)) THEN null ELSE cast(cap#93990178 as float) END AS cap#93990207, CASE WHEN ((annual_ret#93990179 = NA) OR (annual_ret#93990179 = null)) THEN null ELSE cast(annual_ret#93990179 as float) END AS annual_ret#93990209, CASE WHEN ((annual_resret#93990180 = NA) OR (annual_resret#93990180 = null)) THEN null ELSE cast(annual_resret#93990180 as float) END AS annual_resret#93990210, CASE WHEN ((numcos#93990181 = NA) OR (numcos#93990181 = null)) THEN null ELSE cast(numcos#93990181 as float) END AS numcos#93990211]
+- FileScan csv [fractile#93990177,cap#93990178,annual_ret#93990179,annual_resret#93990180,numcos#93990181] 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,annual_ret:string,annual_resret:string,numcos:string>
,None)
(3) InMemoryTableScan
Output [4]: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
Arguments: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
(4) InMemoryRelation
Arguments: [fractile#93990192, overall#93990198, annual_ret#93990204, annual_resret#93990206, numcos#93990208], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#93990161 = NA) OR (fractile#93990161 = null)) THEN null ELSE cast(fractile#93990161 as float) END AS fractile#93990192, CASE WHEN ((overall#93990162 = NA) OR (overall#93990162 = null)) THEN null ELSE cast(overall#93990162 as int) END AS overall#93990198, CASE WHEN ((annual_ret#93990163 = NA) OR (annual_ret#93990163 = null)) THEN null ELSE cast(annual_ret#93990163 as float) END AS annual_ret#93990204, CASE WHEN ((annual_resret#93990164 = NA) OR (annual_resret#93990164 = null)) THEN null ELSE cast(annual_resret#93990164 as float) END AS annual_resret#93990206, CASE WHEN ((numcos#93990165 = NA) OR (numcos#93990165 = null)) THEN null ELSE cast(numcos#93990165 as float) END AS numcos#93990208]
+- FileScan csv [fractile#93990161,overall#93990162,annual_ret#93990163,annual_resret#93990164,numcos#93990165] 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,overall:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(5) Scan csv
Output [5]: [fractile#93990161, overall#93990162, annual_ret#93990163, annual_resret#93990164, numcos#93990165]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_preearnings/fractiles_individually_overall.csv]
ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
(6) Project [codegen id : 1]
Output [5]: [CASE WHEN ((fractile#93990161 = NA) OR (fractile#93990161 = null)) THEN null ELSE cast(fractile#93990161 as float) END AS fractile#93990192, CASE WHEN ((overall#93990162 = NA) OR (overall#93990162 = null)) THEN null ELSE cast(overall#93990162 as int) END AS overall#93990198, CASE WHEN ((annual_ret#93990163 = NA) OR (annual_ret#93990163 = null)) THEN null ELSE cast(annual_ret#93990163 as float) END AS annual_ret#93990204, CASE WHEN ((annual_resret#93990164 = NA) OR (annual_resret#93990164 = null)) THEN null ELSE cast(annual_resret#93990164 as float) END AS annual_resret#93990206, CASE WHEN ((numcos#93990165 = NA) OR (numcos#93990165 = null)) THEN null ELSE cast(numcos#93990165 as float) END AS numcos#93990208]
Input [5]: [fractile#93990161, overall#93990162, annual_ret#93990163, annual_resret#93990164, numcos#93990165]
(7) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
(8) InMemoryTableScan
Output [5]: [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211]
Arguments: [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211], [isnotnull(cap#93990207), (cast(cap#93990207 as string) = 0)]
(9) InMemoryRelation
Arguments: [fractile#93990205, cap#93990207, annual_ret#93990209, annual_resret#93990210, numcos#93990211], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#93990177 = NA) OR (fractile#93990177 = null)) THEN null ELSE cast(fractile#93990177 as float) END AS fractile#93990205, CASE WHEN ((cap#93990178 = NA) OR (cap#93990178 = null)) THEN null ELSE cast(cap#93990178 as float) END AS cap#93990207, CASE WHEN ((annual_ret#93990179 = NA) OR (annual_ret#93990179 = null)) THEN null ELSE cast(annual_ret#93990179 as float) END AS annual_ret#93990209, CASE WHEN ((annual_resret#93990180 = NA) OR (annual_resret#93990180 = null)) THEN null ELSE cast(annual_resret#93990180 as float) END AS annual_resret#93990210, CASE WHEN ((numcos#93990181 = NA) OR (numcos#93990181 = null)) THEN null ELSE cast(numcos#93990181 as float) END AS numcos#93990211]
+- FileScan csv [fractile#93990177,cap#93990178,annual_ret#93990179,annual_resret#93990180,numcos#93990181] 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,annual_ret:string,annual_resret:string,numcos:string>
,None)
(10) Scan csv
Output [5]: [fractile#93990177, cap#93990178, annual_ret#93990179, annual_resret#93990180, numcos#93990181]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_preearnings/fractiles_individually_cap.csv]
ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
(11) Project [codegen id : 1]
Output [5]: [CASE WHEN ((fractile#93990177 = NA) OR (fractile#93990177 = null)) THEN null ELSE cast(fractile#93990177 as float) END AS fractile#93990205, CASE WHEN ((cap#93990178 = NA) OR (cap#93990178 = null)) THEN null ELSE cast(cap#93990178 as float) END AS cap#93990207, CASE WHEN ((annual_ret#93990179 = NA) OR (annual_ret#93990179 = null)) THEN null ELSE cast(annual_ret#93990179 as float) END AS annual_ret#93990209, CASE WHEN ((annual_resret#93990180 = NA) OR (annual_resret#93990180 = null)) THEN null ELSE cast(annual_resret#93990180 as float) END AS annual_resret#93990210, CASE WHEN ((numcos#93990181 = NA) OR (numcos#93990181 = null)) THEN null ELSE cast(numcos#93990181 as float) END AS numcos#93990211]
Input [5]: [fractile#93990177, cap#93990178, annual_ret#93990179, annual_resret#93990180, numcos#93990181]
(12) ColumnarToRow [codegen id : 2]
Input [5]: [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211]
(13) Filter [codegen id : 2]
Input [5]: [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211]
Condition : (isnotnull(cap#93990207) AND (cast(cap#93990207 as string) = 0))
(14) Project [codegen id : 2]
Output [4]: [fractile#93990205, annual_ret#93990209, annual_resret#93990210, numcos#93990211]
Input [5]: [annual_resret#93990210, annual_ret#93990209, cap#93990207, fractile#93990205, numcos#93990211]
(15) Union
(16) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
(17) CollectLimit
Input [4]: [fractile#93990192, annual_ret#93990204, annual_resret#93990206, numcos#93990208]
Arguments: 1000000