Project [CASE WHEN ((fractile#94062675 = NA) OR (fractile#94062675 = null)) THEN null ELSE cast(fractile#94062675 as float) END AS fractile#94062696, CASE WHEN ((overall#94062676 = NA) OR (overall#94062676 = null)) THEN null ELSE cast(overall#94062676 as int) END AS overall#94062722, CASE WHEN ((annual_ret#94062677 = NA) OR (annual_ret#94062677 = null)) THEN null ELSE cast(annual_ret#94062677 as float) END AS annual_ret#94062723, CASE WHEN ((annual_resret#94062678 = NA) OR (annual_resret#94062678 = null)) THEN null ELSE cast(annual_resret#94062678 as float) END AS annual_resret#94062724, CASE WHEN ((numcos#94062679 = NA) OR (numcos#94062679 = null)) THEN null ELSE cast(numcos#94062679 as float) END AS numcos#94062725]
Project [CASE WHEN ((fractile#94062641 = NA) OR (fractile#94062641 = null)) THEN null ELSE cast(fractile#94062641 as float) END AS fractile#94062663, CASE WHEN ((cap#94062642 = NA) OR (cap#94062642 = null)) THEN null ELSE cast(cap#94062642 as float) END AS cap#94062664, CASE WHEN ((annual_ret#94062643 = NA) OR (annual_ret#94062643 = null)) THEN null ELSE cast(annual_ret#94062643 as float) END AS annual_ret#94062665, CASE WHEN ((annual_resret#94062644 = NA) OR (annual_resret#94062644 = null)) THEN null ELSE cast(annual_resret#94062644 as float) END AS annual_resret#94062666, CASE WHEN ((numcos#94062645 = NA) OR (numcos#94062645 = null)) THEN null ELSE cast(numcos#94062645 as float) END AS numcos#94062667]
== 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#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
Arguments: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
(2) InMemoryRelation
Arguments: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),Union
:- *(1) ColumnarToRow
: +- InMemoryTableScan [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
: +- InMemoryRelation [fractile#94062696, overall#94062722, annual_ret#94062723, annual_resret#94062724, numcos#94062725], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94062675 = NA) OR (fractile#94062675 = null)) THEN null ELSE cast(fractile#94062675 as float) END AS fractile#94062696, CASE WHEN ((overall#94062676 = NA) OR (overall#94062676 = null)) THEN null ELSE cast(overall#94062676 as int) END AS overall#94062722, CASE WHEN ((annual_ret#94062677 = NA) OR (annual_ret#94062677 = null)) THEN null ELSE cast(annual_ret#94062677 as float) END AS annual_ret#94062723, CASE WHEN ((annual_resret#94062678 = NA) OR (annual_resret#94062678 = null)) THEN null ELSE cast(annual_resret#94062678 as float) END AS annual_resret#94062724, CASE WHEN ((numcos#94062679 = NA) OR (numcos#94062679 = null)) THEN null ELSE cast(numcos#94062679 as float) END AS numcos#94062725]
: +- FileScan csv [fractile#94062675,overall#94062676,annual_ret#94062677,annual_resret#94062678,numcos#94062679] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
+- *(2) Project [fractile#94062663, annual_ret#94062665, annual_resret#94062666, numcos#94062667]
+- *(2) Filter (isnotnull(cap#94062664) AND (cast(cap#94062664 as string) = 0))
+- *(2) ColumnarToRow
+- InMemoryTableScan [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667], [isnotnull(cap#94062664), (cast(cap#94062664 as string) = 0)]
+- InMemoryRelation [fractile#94062663, cap#94062664, annual_ret#94062665, annual_resret#94062666, numcos#94062667], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((fractile#94062641 = NA) OR (fractile#94062641 = null)) THEN null ELSE cast(fractile#94062641 as float) END AS fractile#94062663, CASE WHEN ((cap#94062642 = NA) OR (cap#94062642 = null)) THEN null ELSE cast(cap#94062642 as float) END AS cap#94062664, CASE WHEN ((annual_ret#94062643 = NA) OR (annual_ret#94062643 = null)) THEN null ELSE cast(annual_ret#94062643 as float) END AS annual_ret#94062665, CASE WHEN ((annual_resret#94062644 = NA) OR (annual_resret#94062644 = null)) THEN null ELSE cast(annual_resret#94062644 as float) END AS annual_resret#94062666, CASE WHEN ((numcos#94062645 = NA) OR (numcos#94062645 = null)) THEN null ELSE cast(numcos#94062645 as float) END AS numcos#94062667]
+- FileScan csv [fractile#94062641,cap#94062642,annual_ret#94062643,annual_resret#94062644,numcos#94062645] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(3) InMemoryTableScan
Output [4]: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
Arguments: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
(4) InMemoryRelation
Arguments: [fractile#94062696, overall#94062722, annual_ret#94062723, annual_resret#94062724, numcos#94062725], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94062675 = NA) OR (fractile#94062675 = null)) THEN null ELSE cast(fractile#94062675 as float) END AS fractile#94062696, CASE WHEN ((overall#94062676 = NA) OR (overall#94062676 = null)) THEN null ELSE cast(overall#94062676 as int) END AS overall#94062722, CASE WHEN ((annual_ret#94062677 = NA) OR (annual_ret#94062677 = null)) THEN null ELSE cast(annual_ret#94062677 as float) END AS annual_ret#94062723, CASE WHEN ((annual_resret#94062678 = NA) OR (annual_resret#94062678 = null)) THEN null ELSE cast(annual_resret#94062678 as float) END AS annual_resret#94062724, CASE WHEN ((numcos#94062679 = NA) OR (numcos#94062679 = null)) THEN null ELSE cast(numcos#94062679 as float) END AS numcos#94062725]
+- FileScan csv [fractile#94062675,overall#94062676,annual_ret#94062677,annual_resret#94062678,numcos#94062679] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(5) Scan csv
Output [5]: [fractile#94062675, overall#94062676, annual_ret#94062677, annual_resret#94062678, numcos#94062679]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/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#94062675 = NA) OR (fractile#94062675 = null)) THEN null ELSE cast(fractile#94062675 as float) END AS fractile#94062696, CASE WHEN ((overall#94062676 = NA) OR (overall#94062676 = null)) THEN null ELSE cast(overall#94062676 as int) END AS overall#94062722, CASE WHEN ((annual_ret#94062677 = NA) OR (annual_ret#94062677 = null)) THEN null ELSE cast(annual_ret#94062677 as float) END AS annual_ret#94062723, CASE WHEN ((annual_resret#94062678 = NA) OR (annual_resret#94062678 = null)) THEN null ELSE cast(annual_resret#94062678 as float) END AS annual_resret#94062724, CASE WHEN ((numcos#94062679 = NA) OR (numcos#94062679 = null)) THEN null ELSE cast(numcos#94062679 as float) END AS numcos#94062725]
Input [5]: [fractile#94062675, overall#94062676, annual_ret#94062677, annual_resret#94062678, numcos#94062679]
(7) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
(8) InMemoryTableScan
Output [5]: [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667]
Arguments: [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667], [isnotnull(cap#94062664), (cast(cap#94062664 as string) = 0)]
(9) InMemoryRelation
Arguments: [fractile#94062663, cap#94062664, annual_ret#94062665, annual_resret#94062666, numcos#94062667], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94062641 = NA) OR (fractile#94062641 = null)) THEN null ELSE cast(fractile#94062641 as float) END AS fractile#94062663, CASE WHEN ((cap#94062642 = NA) OR (cap#94062642 = null)) THEN null ELSE cast(cap#94062642 as float) END AS cap#94062664, CASE WHEN ((annual_ret#94062643 = NA) OR (annual_ret#94062643 = null)) THEN null ELSE cast(annual_ret#94062643 as float) END AS annual_ret#94062665, CASE WHEN ((annual_resret#94062644 = NA) OR (annual_resret#94062644 = null)) THEN null ELSE cast(annual_resret#94062644 as float) END AS annual_resret#94062666, CASE WHEN ((numcos#94062645 = NA) OR (numcos#94062645 = null)) THEN null ELSE cast(numcos#94062645 as float) END AS numcos#94062667]
+- FileScan csv [fractile#94062641,cap#94062642,annual_ret#94062643,annual_resret#94062644,numcos#94062645] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(10) Scan csv
Output [5]: [fractile#94062641, cap#94062642, annual_ret#94062643, annual_resret#94062644, numcos#94062645]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/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#94062641 = NA) OR (fractile#94062641 = null)) THEN null ELSE cast(fractile#94062641 as float) END AS fractile#94062663, CASE WHEN ((cap#94062642 = NA) OR (cap#94062642 = null)) THEN null ELSE cast(cap#94062642 as float) END AS cap#94062664, CASE WHEN ((annual_ret#94062643 = NA) OR (annual_ret#94062643 = null)) THEN null ELSE cast(annual_ret#94062643 as float) END AS annual_ret#94062665, CASE WHEN ((annual_resret#94062644 = NA) OR (annual_resret#94062644 = null)) THEN null ELSE cast(annual_resret#94062644 as float) END AS annual_resret#94062666, CASE WHEN ((numcos#94062645 = NA) OR (numcos#94062645 = null)) THEN null ELSE cast(numcos#94062645 as float) END AS numcos#94062667]
Input [5]: [fractile#94062641, cap#94062642, annual_ret#94062643, annual_resret#94062644, numcos#94062645]
(12) ColumnarToRow [codegen id : 2]
Input [5]: [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667]
(13) Filter [codegen id : 2]
Input [5]: [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667]
Condition : (isnotnull(cap#94062664) AND (cast(cap#94062664 as string) = 0))
(14) Project [codegen id : 2]
Output [4]: [fractile#94062663, annual_ret#94062665, annual_resret#94062666, numcos#94062667]
Input [5]: [annual_resret#94062666, annual_ret#94062665, cap#94062664, fractile#94062663, numcos#94062667]
(15) Union
(16) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
(17) CollectLimit
Input [4]: [fractile#94062696, annual_ret#94062723, annual_resret#94062724, numcos#94062725]
Arguments: 1000000