Project [CASE WHEN ((fractile#94091215 = NA) OR (fractile#94091215 = null)) THEN null ELSE cast(fractile#94091215 as float) END AS fractile#94091235, CASE WHEN ((overall#94091216 = NA) OR (overall#94091216 = null)) THEN null ELSE cast(overall#94091216 as int) END AS overall#94091237, CASE WHEN ((annual_ret#94091217 = NA) OR (annual_ret#94091217 = null)) THEN null ELSE cast(annual_ret#94091217 as float) END AS annual_ret#94091238, CASE WHEN ((annual_resret#94091218 = NA) OR (annual_resret#94091218 = null)) THEN null ELSE cast(annual_resret#94091218 as float) END AS annual_resret#94091239, CASE WHEN ((numcos#94091219 = NA) OR (numcos#94091219 = null)) THEN null ELSE cast(numcos#94091219 as float) END AS numcos#94091240]
Project [CASE WHEN ((fractile#94091248 = NA) OR (fractile#94091248 = null)) THEN null ELSE cast(fractile#94091248 as float) END AS fractile#94091293, CASE WHEN ((cap#94091249 = NA) OR (cap#94091249 = null)) THEN null ELSE cast(cap#94091249 as float) END AS cap#94091294, CASE WHEN ((annual_ret#94091250 = NA) OR (annual_ret#94091250 = null)) THEN null ELSE cast(annual_ret#94091250 as float) END AS annual_ret#94091295, CASE WHEN ((annual_resret#94091251 = NA) OR (annual_resret#94091251 = null)) THEN null ELSE cast(annual_resret#94091251 as float) END AS annual_resret#94091355, CASE WHEN ((numcos#94091252 = NA) OR (numcos#94091252 = null)) THEN null ELSE cast(numcos#94091252 as float) END AS numcos#94091356]
== 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#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
Arguments: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
(2) InMemoryRelation
Arguments: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),Union
:- *(1) ColumnarToRow
: +- InMemoryTableScan [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
: +- InMemoryRelation [fractile#94091235, overall#94091237, annual_ret#94091238, annual_resret#94091239, numcos#94091240], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((fractile#94091215 = NA) OR (fractile#94091215 = null)) THEN null ELSE cast(fractile#94091215 as float) END AS fractile#94091235, CASE WHEN ((overall#94091216 = NA) OR (overall#94091216 = null)) THEN null ELSE cast(overall#94091216 as int) END AS overall#94091237, CASE WHEN ((annual_ret#94091217 = NA) OR (annual_ret#94091217 = null)) THEN null ELSE cast(annual_ret#94091217 as float) END AS annual_ret#94091238, CASE WHEN ((annual_resret#94091218 = NA) OR (annual_resret#94091218 = null)) THEN null ELSE cast(annual_resret#94091218 as float) END AS annual_resret#94091239, CASE WHEN ((numcos#94091219 = NA) OR (numcos#94091219 = null)) THEN null ELSE cast(numcos#94091219 as float) END AS numcos#94091240]
: +- FileScan csv [fractile#94091215,overall#94091216,annual_ret#94091217,annual_resret#94091218,numcos#94091219] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
+- *(2) Project [fractile#94091293, annual_ret#94091295, annual_resret#94091355, numcos#94091356]
+- *(2) Filter (isnotnull(cap#94091294) AND (cast(cap#94091294 as string) = 0))
+- *(2) ColumnarToRow
+- InMemoryTableScan [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356], [isnotnull(cap#94091294), (cast(cap#94091294 as string) = 0)]
+- InMemoryRelation [fractile#94091293, cap#94091294, annual_ret#94091295, annual_resret#94091355, numcos#94091356], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((fractile#94091248 = NA) OR (fractile#94091248 = null)) THEN null ELSE cast(fractile#94091248 as float) END AS fractile#94091293, CASE WHEN ((cap#94091249 = NA) OR (cap#94091249 = null)) THEN null ELSE cast(cap#94091249 as float) END AS cap#94091294, CASE WHEN ((annual_ret#94091250 = NA) OR (annual_ret#94091250 = null)) THEN null ELSE cast(annual_ret#94091250 as float) END AS annual_ret#94091295, CASE WHEN ((annual_resret#94091251 = NA) OR (annual_resret#94091251 = null)) THEN null ELSE cast(annual_resret#94091251 as float) END AS annual_resret#94091355, CASE WHEN ((numcos#94091252 = NA) OR (numcos#94091252 = null)) THEN null ELSE cast(numcos#94091252 as float) END AS numcos#94091356]
+- FileScan csv [fractile#94091248,cap#94091249,annual_ret#94091250,annual_resret#94091251,numcos#94091252] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(3) InMemoryTableScan
Output [4]: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
Arguments: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
(4) InMemoryRelation
Arguments: [fractile#94091235, overall#94091237, annual_ret#94091238, annual_resret#94091239, numcos#94091240], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94091215 = NA) OR (fractile#94091215 = null)) THEN null ELSE cast(fractile#94091215 as float) END AS fractile#94091235, CASE WHEN ((overall#94091216 = NA) OR (overall#94091216 = null)) THEN null ELSE cast(overall#94091216 as int) END AS overall#94091237, CASE WHEN ((annual_ret#94091217 = NA) OR (annual_ret#94091217 = null)) THEN null ELSE cast(annual_ret#94091217 as float) END AS annual_ret#94091238, CASE WHEN ((annual_resret#94091218 = NA) OR (annual_resret#94091218 = null)) THEN null ELSE cast(annual_resret#94091218 as float) END AS annual_resret#94091239, CASE WHEN ((numcos#94091219 = NA) OR (numcos#94091219 = null)) THEN null ELSE cast(numcos#94091219 as float) END AS numcos#94091240]
+- FileScan csv [fractile#94091215,overall#94091216,annual_ret#94091217,annual_resret#94091218,numcos#94091219] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,overall:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(5) Scan csv
Output [5]: [fractile#94091215, overall#94091216, annual_ret#94091217, annual_resret#94091218, numcos#94091219]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94091215 = NA) OR (fractile#94091215 = null)) THEN null ELSE cast(fractile#94091215 as float) END AS fractile#94091235, CASE WHEN ((overall#94091216 = NA) OR (overall#94091216 = null)) THEN null ELSE cast(overall#94091216 as int) END AS overall#94091237, CASE WHEN ((annual_ret#94091217 = NA) OR (annual_ret#94091217 = null)) THEN null ELSE cast(annual_ret#94091217 as float) END AS annual_ret#94091238, CASE WHEN ((annual_resret#94091218 = NA) OR (annual_resret#94091218 = null)) THEN null ELSE cast(annual_resret#94091218 as float) END AS annual_resret#94091239, CASE WHEN ((numcos#94091219 = NA) OR (numcos#94091219 = null)) THEN null ELSE cast(numcos#94091219 as float) END AS numcos#94091240]
Input [5]: [fractile#94091215, overall#94091216, annual_ret#94091217, annual_resret#94091218, numcos#94091219]
(7) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
(8) InMemoryTableScan
Output [5]: [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356]
Arguments: [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356], [isnotnull(cap#94091294), (cast(cap#94091294 as string) = 0)]
(9) InMemoryRelation
Arguments: [fractile#94091293, cap#94091294, annual_ret#94091295, annual_resret#94091355, numcos#94091356], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94091248 = NA) OR (fractile#94091248 = null)) THEN null ELSE cast(fractile#94091248 as float) END AS fractile#94091293, CASE WHEN ((cap#94091249 = NA) OR (cap#94091249 = null)) THEN null ELSE cast(cap#94091249 as float) END AS cap#94091294, CASE WHEN ((annual_ret#94091250 = NA) OR (annual_ret#94091250 = null)) THEN null ELSE cast(annual_ret#94091250 as float) END AS annual_ret#94091295, CASE WHEN ((annual_resret#94091251 = NA) OR (annual_resret#94091251 = null)) THEN null ELSE cast(annual_resret#94091251 as float) END AS annual_resret#94091355, CASE WHEN ((numcos#94091252 = NA) OR (numcos#94091252 = null)) THEN null ELSE cast(numcos#94091252 as float) END AS numcos#94091356]
+- FileScan csv [fractile#94091248,cap#94091249,annual_ret#94091250,annual_resret#94091251,numcos#94091252] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/fra..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,annual_ret:string,annual_resret:string,numcos:string>
,None)
(10) Scan csv
Output [5]: [fractile#94091248, cap#94091249, annual_ret#94091250, annual_resret#94091251, numcos#94091252]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94091248 = NA) OR (fractile#94091248 = null)) THEN null ELSE cast(fractile#94091248 as float) END AS fractile#94091293, CASE WHEN ((cap#94091249 = NA) OR (cap#94091249 = null)) THEN null ELSE cast(cap#94091249 as float) END AS cap#94091294, CASE WHEN ((annual_ret#94091250 = NA) OR (annual_ret#94091250 = null)) THEN null ELSE cast(annual_ret#94091250 as float) END AS annual_ret#94091295, CASE WHEN ((annual_resret#94091251 = NA) OR (annual_resret#94091251 = null)) THEN null ELSE cast(annual_resret#94091251 as float) END AS annual_resret#94091355, CASE WHEN ((numcos#94091252 = NA) OR (numcos#94091252 = null)) THEN null ELSE cast(numcos#94091252 as float) END AS numcos#94091356]
Input [5]: [fractile#94091248, cap#94091249, annual_ret#94091250, annual_resret#94091251, numcos#94091252]
(12) ColumnarToRow [codegen id : 2]
Input [5]: [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356]
(13) Filter [codegen id : 2]
Input [5]: [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356]
Condition : (isnotnull(cap#94091294) AND (cast(cap#94091294 as string) = 0))
(14) Project [codegen id : 2]
Output [4]: [fractile#94091293, annual_ret#94091295, annual_resret#94091355, numcos#94091356]
Input [5]: [annual_resret#94091355, annual_ret#94091295, cap#94091294, fractile#94091293, numcos#94091356]
(15) Union
(16) ColumnarToRow [codegen id : 1]
Input [4]: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
(17) CollectLimit
Input [4]: [fractile#94091235, annual_ret#94091238, annual_resret#94091239, numcos#94091240]
Arguments: 1000000