Project [CASE WHEN ((fractile#94033715 = NA) OR (fractile#94033715 = null)) THEN null ELSE cast(fractile#94033715 as float) END AS fractile#94033771, CASE WHEN ((overall#94033716 = NA) OR (overall#94033716 = null)) THEN null ELSE cast(overall#94033716 as int) END AS overall#94033772, CASE WHEN ((annual_ret#94033717 = NA) OR (annual_ret#94033717 = null)) THEN null ELSE cast(annual_ret#94033717 as float) END AS annual_ret#94033775, CASE WHEN ((annual_resret#94033718 = NA) OR (annual_resret#94033718 = null)) THEN null ELSE cast(annual_resret#94033718 as float) END AS annual_resret#94033777, CASE WHEN ((numcos#94033719 = NA) OR (numcos#94033719 = null)) THEN null ELSE cast(numcos#94033719 as float) END AS numcos#94033779]
Project [CASE WHEN ((fractile#94033740 = NA) OR (fractile#94033740 = null)) THEN null ELSE cast(fractile#94033740 as float) END AS fractile#94033773, CASE WHEN ((cap#94033741 = NA) OR (cap#94033741 = null)) THEN null ELSE cast(cap#94033741 as float) END AS cap#94033774, CASE WHEN ((annual_ret#94033742 = NA) OR (annual_ret#94033742 = null)) THEN null ELSE cast(annual_ret#94033742 as float) END AS annual_ret#94033776, CASE WHEN ((annual_resret#94033743 = NA) OR (annual_resret#94033743 = null)) THEN null ELSE cast(annual_resret#94033743 as float) END AS annual_resret#94033778, CASE WHEN ((numcos#94033744 = NA) OR (numcos#94033744 = null)) THEN null ELSE cast(numcos#94033744 as float) END AS numcos#94033780]
== 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#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
Arguments: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
(2) InMemoryRelation
Arguments: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),Union
:- *(1) ColumnarToRow
: +- InMemoryTableScan [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
: +- InMemoryRelation [fractile#94033771, overall#94033772, annual_ret#94033775, annual_resret#94033777, numcos#94033779], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94033715 = NA) OR (fractile#94033715 = null)) THEN null ELSE cast(fractile#94033715 as float) END AS fractile#94033771, CASE WHEN ((overall#94033716 = NA) OR (overall#94033716 = null)) THEN null ELSE cast(overall#94033716 as int) END AS overall#94033772, CASE WHEN ((annual_ret#94033717 = NA) OR (annual_ret#94033717 = null)) THEN null ELSE cast(annual_ret#94033717 as float) END AS annual_ret#94033775, CASE WHEN ((annual_resret#94033718 = NA) OR (annual_resret#94033718 = null)) THEN null ELSE cast(annual_resret#94033718 as float) END AS annual_resret#94033777, CASE WHEN ((numcos#94033719 = NA) OR (numcos#94033719 = null)) THEN null ELSE cast(numcos#94033719 as float) END AS numcos#94033779]
: +- FileScan csv [fractile#94033715,overall#94033716,annual_ret#94033717,annual_resret#94033718,numcos#94033719] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
+- *(2) Project [fractile#94033773, annual_ret#94033776, annual_resret#94033778, numcos#94033780]
+- *(2) Filter (isnotnull(cap#94033774) AND (cast(cap#94033774 as string) = 0))
+- *(2) ColumnarToRow
+- InMemoryTableScan [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780], [isnotnull(cap#94033774), (cast(cap#94033774 as string) = 0)]
+- InMemoryRelation [fractile#94033773, cap#94033774, annual_ret#94033776, annual_resret#94033778, numcos#94033780], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((fractile#94033740 = NA) OR (fractile#94033740 = null)) THEN null ELSE cast(fractile#94033740 as float) END AS fractile#94033773, CASE WHEN ((cap#94033741 = NA) OR (cap#94033741 = null)) THEN null ELSE cast(cap#94033741 as float) END AS cap#94033774, CASE WHEN ((annual_ret#94033742 = NA) OR (annual_ret#94033742 = null)) THEN null ELSE cast(annual_ret#94033742 as float) END AS annual_ret#94033776, CASE WHEN ((annual_resret#94033743 = NA) OR (annual_resret#94033743 = null)) THEN null ELSE cast(annual_resret#94033743 as float) END AS annual_resret#94033778, CASE WHEN ((numcos#94033744 = NA) OR (numcos#94033744 = null)) THEN null ELSE cast(numcos#94033744 as float) END AS numcos#94033780]
+- FileScan csv [fractile#94033740,cap#94033741,annual_ret#94033742,annual_resret#94033743,numcos#94033744] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(3) InMemoryTableScan
Output [4]: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
Arguments: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
(4) InMemoryRelation
Arguments: [fractile#94033771, overall#94033772, annual_ret#94033775, annual_resret#94033777, numcos#94033779], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94033715 = NA) OR (fractile#94033715 = null)) THEN null ELSE cast(fractile#94033715 as float) END AS fractile#94033771, CASE WHEN ((overall#94033716 = NA) OR (overall#94033716 = null)) THEN null ELSE cast(overall#94033716 as int) END AS overall#94033772, CASE WHEN ((annual_ret#94033717 = NA) OR (annual_ret#94033717 = null)) THEN null ELSE cast(annual_ret#94033717 as float) END AS annual_ret#94033775, CASE WHEN ((annual_resret#94033718 = NA) OR (annual_resret#94033718 = null)) THEN null ELSE cast(annual_resret#94033718 as float) END AS annual_resret#94033777, CASE WHEN ((numcos#94033719 = NA) OR (numcos#94033719 = null)) THEN null ELSE cast(numcos#94033719 as float) END AS numcos#94033779]
+- FileScan csv [fractile#94033715,overall#94033716,annual_ret#94033717,annual_resret#94033718,numcos#94033719] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(5) Scan csv
Output [5]: [fractile#94033715, overall#94033716, annual_ret#94033717, annual_resret#94033718, numcos#94033719]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/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#94033715 = NA) OR (fractile#94033715 = null)) THEN null ELSE cast(fractile#94033715 as float) END AS fractile#94033771, CASE WHEN ((overall#94033716 = NA) OR (overall#94033716 = null)) THEN null ELSE cast(overall#94033716 as int) END AS overall#94033772, CASE WHEN ((annual_ret#94033717 = NA) OR (annual_ret#94033717 = null)) THEN null ELSE cast(annual_ret#94033717 as float) END AS annual_ret#94033775, CASE WHEN ((annual_resret#94033718 = NA) OR (annual_resret#94033718 = null)) THEN null ELSE cast(annual_resret#94033718 as float) END AS annual_resret#94033777, CASE WHEN ((numcos#94033719 = NA) OR (numcos#94033719 = null)) THEN null ELSE cast(numcos#94033719 as float) END AS numcos#94033779]
Input [5]: [fractile#94033715, overall#94033716, annual_ret#94033717, annual_resret#94033718, numcos#94033719]
(7) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
(8) InMemoryTableScan
Output [5]: [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780]
Arguments: [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780], [isnotnull(cap#94033774), (cast(cap#94033774 as string) = 0)]
(9) InMemoryRelation
Arguments: [fractile#94033773, cap#94033774, annual_ret#94033776, annual_resret#94033778, numcos#94033780], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94033740 = NA) OR (fractile#94033740 = null)) THEN null ELSE cast(fractile#94033740 as float) END AS fractile#94033773, CASE WHEN ((cap#94033741 = NA) OR (cap#94033741 = null)) THEN null ELSE cast(cap#94033741 as float) END AS cap#94033774, CASE WHEN ((annual_ret#94033742 = NA) OR (annual_ret#94033742 = null)) THEN null ELSE cast(annual_ret#94033742 as float) END AS annual_ret#94033776, CASE WHEN ((annual_resret#94033743 = NA) OR (annual_resret#94033743 = null)) THEN null ELSE cast(annual_resret#94033743 as float) END AS annual_resret#94033778, CASE WHEN ((numcos#94033744 = NA) OR (numcos#94033744 = null)) THEN null ELSE cast(numcos#94033744 as float) END AS numcos#94033780]
+- FileScan csv [fractile#94033740,cap#94033741,annual_ret#94033742,annual_resret#94033743,numcos#94033744] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(10) Scan csv
Output [5]: [fractile#94033740, cap#94033741, annual_ret#94033742, annual_resret#94033743, numcos#94033744]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/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#94033740 = NA) OR (fractile#94033740 = null)) THEN null ELSE cast(fractile#94033740 as float) END AS fractile#94033773, CASE WHEN ((cap#94033741 = NA) OR (cap#94033741 = null)) THEN null ELSE cast(cap#94033741 as float) END AS cap#94033774, CASE WHEN ((annual_ret#94033742 = NA) OR (annual_ret#94033742 = null)) THEN null ELSE cast(annual_ret#94033742 as float) END AS annual_ret#94033776, CASE WHEN ((annual_resret#94033743 = NA) OR (annual_resret#94033743 = null)) THEN null ELSE cast(annual_resret#94033743 as float) END AS annual_resret#94033778, CASE WHEN ((numcos#94033744 = NA) OR (numcos#94033744 = null)) THEN null ELSE cast(numcos#94033744 as float) END AS numcos#94033780]
Input [5]: [fractile#94033740, cap#94033741, annual_ret#94033742, annual_resret#94033743, numcos#94033744]
(12) ColumnarToRow [codegen id : 2]
Input [5]: [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780]
(13) Filter [codegen id : 2]
Input [5]: [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780]
Condition : (isnotnull(cap#94033774) AND (cast(cap#94033774 as string) = 0))
(14) Project [codegen id : 2]
Output [4]: [fractile#94033773, annual_ret#94033776, annual_resret#94033778, numcos#94033780]
Input [5]: [annual_resret#94033778, annual_ret#94033776, cap#94033774, fractile#94033773, numcos#94033780]
(15) Union
(16) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
(17) CollectLimit
Input [4]: [fractile#94033771, annual_ret#94033775, annual_resret#94033777, numcos#94033779]
Arguments: 1000000