== Physical Plan ==
CollectLimit (19)
+- * ColumnarToRow (18)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (17)
+- * BroadcastNestedLoopJoin Cross BuildRight (16)
:- * Project (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (15)
+- * Project (14)
+- * Filter (13)
+- * ColumnarToRow (12)
+- InMemoryTableScan (10)
+- InMemoryRelation (11)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94399024, ret_small#94399109, differential#94399143]
Arguments: [ret_large#94399024, ret_small#94399109, differential#94399143]
(2) InMemoryRelation
Arguments: [ret_large#94399024, ret_small#94399109, differential#94399143], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94399024, ret_small#94399109, (ret_large#94399024 - ret_small#94399109) AS differential#94399143]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94396486 AS ret_large#94399024]
: +- *(2) Filter (isnotnull(cap#94396456) AND (cap#94396456 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94396486, cap#94396456], [isnotnull(cap#94396456), (cap#94396456 = 1.0)]
: +- InMemoryRelation [cap#94396456, retIC#94396457, resretIC#94396470, numcos#94396483, numdates#94396484, annual_bmret#94396485, annual_ret#94396486, std_ret#94396491, Sharpe_ret#94396524, PctPos_ret#94396527, TR_ret#94396535, IR_ret#94396592, annual_resret#94396595, std_resret#94396598, Sharpe_resret#94396601, PctPos_resret#94396605, TR_resret#94396607, IR_resret#94396608, annual_retnet#94396609, std_retnet#94396610, Sharpe_retnet#94396611, PctPos_retnet#94396612, TR_retnet#94396613, IR_retnet#94396614, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94396248 = NA) OR (cap#94396248 = null)) THEN null ELSE cast(cap#94396248 as float) END AS cap#94396456, CASE WHEN ((retIC#94396249 = NA) OR (retIC#94396249 = null)) THEN null ELSE cast(retIC#94396249 as float) END AS retIC#94396457, CASE WHEN ((resretIC#94396250 = NA) OR (resretIC#94396250 = null)) THEN null ELSE cast(resretIC#94396250 as float) END AS resretIC#94396470, CASE WHEN ((numcos#94396251 = NA) OR (numcos#94396251 = null)) THEN null ELSE cast(numcos#94396251 as float) END AS numcos#94396483, CASE WHEN ((numdates#94396252 = NA) OR (numdates#94396252 = null)) THEN null ELSE cast(numdates#94396252 as int) END AS numdates#94396484, CASE WHEN ((annual_bmret#94396253 = NA) OR (annual_bmret#94396253 = null)) THEN null ELSE cast(annual_bmret#94396253 as float) END AS annual_bmret#94396485, CASE WHEN ((annual_ret#94396254 = NA) OR (annual_ret#94396254 = null)) THEN null ELSE cast(annual_ret#94396254 as float) END AS annual_ret#94396486, CASE WHEN ((std_ret#94396255 = NA) OR (std_ret#94396255 = null)) THEN null ELSE cast(std_ret#94396255 as float) END AS std_ret#94396491, CASE WHEN ((Sharpe_ret#94396256 = NA) OR (Sharpe_ret#94396256 = null)) THEN null ELSE cast(Sharpe_ret#94396256 as float) END AS Sharpe_ret#94396524, CASE WHEN ((PctPos_ret#94396257 = NA) OR (PctPos_ret#94396257 = null)) THEN null ELSE cast(PctPos_ret#94396257 as float) END AS PctPos_ret#94396527, CASE WHEN ((TR_ret#94396258 = NA) OR (TR_ret#94396258 = null)) THEN null ELSE cast(TR_ret#94396258 as float) END AS TR_ret#94396535, CASE WHEN ((IR_ret#94396259 = NA) OR (IR_ret#94396259 = null)) THEN null ELSE cast(IR_ret#94396259 as float) END AS IR_ret#94396592, CASE WHEN ((annual_resret#94396260 = NA) OR (annual_resret#94396260 = null)) THEN null ELSE cast(annual_resret#94396260 as float) END AS annual_resret#94396595, CASE WHEN ((std_resret#94396261 = NA) OR (std_resret#94396261 = null)) THEN null ELSE cast(std_resret#94396261 as float) END AS std_resret#94396598, CASE WHEN ((Sharpe_resret#94396262 = NA) OR (Sharpe_resret#94396262 = null)) THEN null ELSE cast(Sharpe_resret#94396262 as float) END AS Sharpe_resret#94396601, CASE WHEN ((PctPos_resret#94396263 = NA) OR (PctPos_resret#94396263 = null)) THEN null ELSE cast(PctPos_resret#94396263 as float) END AS PctPos_resret#94396605, CASE WHEN ((TR_resret#94396264 = NA) OR (TR_resret#94396264 = null)) THEN null ELSE cast(TR_resret#94396264 as float) END AS TR_resret#94396607, CASE WHEN ((IR_resret#94396265 = NA) OR (IR_resret#94396265 = null)) THEN null ELSE cast(IR_resret#94396265 as float) END AS IR_resret#94396608, CASE WHEN ((annual_retnet#94396266 = NA) OR (annual_retnet#94396266 = null)) THEN null ELSE cast(annual_retnet#94396266 as float) END AS annual_retnet#94396609, CASE WHEN ((std_retnet#94396267 = NA) OR (std_retnet#94396267 = null)) THEN null ELSE cast(std_retnet#94396267 as float) END AS std_retnet#94396610, CASE WHEN ((Sharpe_retnet#94396268 = NA) OR (Sharpe_retnet#94396268 = null)) THEN null ELSE cast(Sharpe_retnet#94396268 as float) END AS Sharpe_retnet#94396611, CASE WHEN ((PctPos_retnet#94396269 = NA) OR (PctPos_retnet#94396269 = null)) THEN null ELSE cast(PctPos_retnet#94396269 as float) END AS PctPos_retnet#94396612, CASE WHEN ((TR_retnet#94396270 = NA) OR (TR_retnet#94396270 = null)) THEN null ELSE cast(TR_retnet#94396270 as float) END AS TR_retnet#94396613, CASE WHEN ((IR_retnet#94396271 = NA) OR (IR_retnet#94396271 = null)) THEN null ELSE cast(IR_retnet#94396271 as float) END AS IR_retnet#94396614, ... 2 more fields]
: +- FileScan csv [cap#94396248,retIC#94396249,resretIC#94396250,numcos#94396251,numdates#94396252,annual_bmret#94396253,annual_ret#94396254,std_ret#94396255,Sharpe_ret#94396256,PctPos_ret#94396257,TR_ret#94396258,IR_ret#94396259,annual_resret#94396260,std_resret#94396261,Sharpe_resret#94396262,PctPos_resret#94396263,TR_resret#94396264,IR_resret#94396265,annual_retnet#94396266,std_retnet#94396267,Sharpe_retnet#94396268,PctPos_retnet#94396269,TR_retnet#94396270,IR_retnet#94396271,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/momentum/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7537168]
+- *(1) Project [annual_ret#94396486 AS ret_small#94399109]
+- *(1) Filter (isnotnull(cap#94396456) AND (cap#94396456 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94396486, cap#94396456], [isnotnull(cap#94396456), (cap#94396456 = 3.0)]
+- InMemoryRelation [cap#94396456, retIC#94396457, resretIC#94396470, numcos#94396483, numdates#94396484, annual_bmret#94396485, annual_ret#94396486, std_ret#94396491, Sharpe_ret#94396524, PctPos_ret#94396527, TR_ret#94396535, IR_ret#94396592, annual_resret#94396595, std_resret#94396598, Sharpe_resret#94396601, PctPos_resret#94396605, TR_resret#94396607, IR_resret#94396608, annual_retnet#94396609, std_retnet#94396610, Sharpe_retnet#94396611, PctPos_retnet#94396612, TR_retnet#94396613, IR_retnet#94396614, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94396248 = NA) OR (cap#94396248 = null)) THEN null ELSE cast(cap#94396248 as float) END AS cap#94396456, CASE WHEN ((retIC#94396249 = NA) OR (retIC#94396249 = null)) THEN null ELSE cast(retIC#94396249 as float) END AS retIC#94396457, CASE WHEN ((resretIC#94396250 = NA) OR (resretIC#94396250 = null)) THEN null ELSE cast(resretIC#94396250 as float) END AS resretIC#94396470, CASE WHEN ((numcos#94396251 = NA) OR (numcos#94396251 = null)) THEN null ELSE cast(numcos#94396251 as float) END AS numcos#94396483, CASE WHEN ((numdates#94396252 = NA) OR (numdates#94396252 = null)) THEN null ELSE cast(numdates#94396252 as int) END AS numdates#94396484, CASE WHEN ((annual_bmret#94396253 = NA) OR (annual_bmret#94396253 = null)) THEN null ELSE cast(annual_bmret#94396253 as float) END AS annual_bmret#94396485, CASE WHEN ((annual_ret#94396254 = NA) OR (annual_ret#94396254 = null)) THEN null ELSE cast(annual_ret#94396254 as float) END AS annual_ret#94396486, CASE WHEN ((std_ret#94396255 = NA) OR (std_ret#94396255 = null)) THEN null ELSE cast(std_ret#94396255 as float) END AS std_ret#94396491, CASE WHEN ((Sharpe_ret#94396256 = NA) OR (Sharpe_ret#94396256 = null)) THEN null ELSE cast(Sharpe_ret#94396256 as float) END AS Sharpe_ret#94396524, CASE WHEN ((PctPos_ret#94396257 = NA) OR (PctPos_ret#94396257 = null)) THEN null ELSE cast(PctPos_ret#94396257 as float) END AS PctPos_ret#94396527, CASE WHEN ((TR_ret#94396258 = NA) OR (TR_ret#94396258 = null)) THEN null ELSE cast(TR_ret#94396258 as float) END AS TR_ret#94396535, CASE WHEN ((IR_ret#94396259 = NA) OR (IR_ret#94396259 = null)) THEN null ELSE cast(IR_ret#94396259 as float) END AS IR_ret#94396592, CASE WHEN ((annual_resret#94396260 = NA) OR (annual_resret#94396260 = null)) THEN null ELSE cast(annual_resret#94396260 as float) END AS annual_resret#94396595, CASE WHEN ((std_resret#94396261 = NA) OR (std_resret#94396261 = null)) THEN null ELSE cast(std_resret#94396261 as float) END AS std_resret#94396598, CASE WHEN ((Sharpe_resret#94396262 = NA) OR (Sharpe_resret#94396262 = null)) THEN null ELSE cast(Sharpe_resret#94396262 as float) END AS Sharpe_resret#94396601, CASE WHEN ((PctPos_resret#94396263 = NA) OR (PctPos_resret#94396263 = null)) THEN null ELSE cast(PctPos_resret#94396263 as float) END AS PctPos_resret#94396605, CASE WHEN ((TR_resret#94396264 = NA) OR (TR_resret#94396264 = null)) THEN null ELSE cast(TR_resret#94396264 as float) END AS TR_resret#94396607, CASE WHEN ((IR_resret#94396265 = NA) OR (IR_resret#94396265 = null)) THEN null ELSE cast(IR_resret#94396265 as float) END AS IR_resret#94396608, CASE WHEN ((annual_retnet#94396266 = NA) OR (annual_retnet#94396266 = null)) THEN null ELSE cast(annual_retnet#94396266 as float) END AS annual_retnet#94396609, CASE WHEN ((std_retnet#94396267 = NA) OR (std_retnet#94396267 = null)) THEN null ELSE cast(std_retnet#94396267 as float) END AS std_retnet#94396610, CASE WHEN ((Sharpe_retnet#94396268 = NA) OR (Sharpe_retnet#94396268 = null)) THEN null ELSE cast(Sharpe_retnet#94396268 as float) END AS Sharpe_retnet#94396611, CASE WHEN ((PctPos_retnet#94396269 = NA) OR (PctPos_retnet#94396269 = null)) THEN null ELSE cast(PctPos_retnet#94396269 as float) END AS PctPos_retnet#94396612, CASE WHEN ((TR_retnet#94396270 = NA) OR (TR_retnet#94396270 = null)) THEN null ELSE cast(TR_retnet#94396270 as float) END AS TR_retnet#94396613, CASE WHEN ((IR_retnet#94396271 = NA) OR (IR_retnet#94396271 = null)) THEN null ELSE cast(IR_retnet#94396271 as float) END AS IR_retnet#94396614, ... 2 more fields]
+- FileScan csv [cap#94396248,retIC#94396249,resretIC#94396250,numcos#94396251,numdates#94396252,annual_bmret#94396253,annual_ret#94396254,std_ret#94396255,Sharpe_ret#94396256,PctPos_ret#94396257,TR_ret#94396258,IR_ret#94396259,annual_resret#94396260,std_resret#94396261,Sharpe_resret#94396262,PctPos_resret#94396263,TR_resret#94396264,IR_resret#94396265,annual_retnet#94396266,std_retnet#94396267,Sharpe_retnet#94396268,PctPos_retnet#94396269,TR_retnet#94396270,IR_retnet#94396271,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/momentum/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94396486, cap#94396456]
Arguments: [annual_ret#94396486, cap#94396456], [isnotnull(cap#94396456), (cap#94396456 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94396456, retIC#94396457, resretIC#94396470, numcos#94396483, numdates#94396484, annual_bmret#94396485, annual_ret#94396486, std_ret#94396491, Sharpe_ret#94396524, PctPos_ret#94396527, TR_ret#94396535, IR_ret#94396592, annual_resret#94396595, std_resret#94396598, Sharpe_resret#94396601, PctPos_resret#94396605, TR_resret#94396607, IR_resret#94396608, annual_retnet#94396609, std_retnet#94396610, Sharpe_retnet#94396611, PctPos_retnet#94396612, TR_retnet#94396613, IR_retnet#94396614, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94396248 = NA) OR (cap#94396248 = null)) THEN null ELSE cast(cap#94396248 as float) END AS cap#94396456, CASE WHEN ((retIC#94396249 = NA) OR (retIC#94396249 = null)) THEN null ELSE cast(retIC#94396249 as float) END AS retIC#94396457, CASE WHEN ((resretIC#94396250 = NA) OR (resretIC#94396250 = null)) THEN null ELSE cast(resretIC#94396250 as float) END AS resretIC#94396470, CASE WHEN ((numcos#94396251 = NA) OR (numcos#94396251 = null)) THEN null ELSE cast(numcos#94396251 as float) END AS numcos#94396483, CASE WHEN ((numdates#94396252 = NA) OR (numdates#94396252 = null)) THEN null ELSE cast(numdates#94396252 as int) END AS numdates#94396484, CASE WHEN ((annual_bmret#94396253 = NA) OR (annual_bmret#94396253 = null)) THEN null ELSE cast(annual_bmret#94396253 as float) END AS annual_bmret#94396485, CASE WHEN ((annual_ret#94396254 = NA) OR (annual_ret#94396254 = null)) THEN null ELSE cast(annual_ret#94396254 as float) END AS annual_ret#94396486, CASE WHEN ((std_ret#94396255 = NA) OR (std_ret#94396255 = null)) THEN null ELSE cast(std_ret#94396255 as float) END AS std_ret#94396491, CASE WHEN ((Sharpe_ret#94396256 = NA) OR (Sharpe_ret#94396256 = null)) THEN null ELSE cast(Sharpe_ret#94396256 as float) END AS Sharpe_ret#94396524, CASE WHEN ((PctPos_ret#94396257 = NA) OR (PctPos_ret#94396257 = null)) THEN null ELSE cast(PctPos_ret#94396257 as float) END AS PctPos_ret#94396527, CASE WHEN ((TR_ret#94396258 = NA) OR (TR_ret#94396258 = null)) THEN null ELSE cast(TR_ret#94396258 as float) END AS TR_ret#94396535, CASE WHEN ((IR_ret#94396259 = NA) OR (IR_ret#94396259 = null)) THEN null ELSE cast(IR_ret#94396259 as float) END AS IR_ret#94396592, CASE WHEN ((annual_resret#94396260 = NA) OR (annual_resret#94396260 = null)) THEN null ELSE cast(annual_resret#94396260 as float) END AS annual_resret#94396595, CASE WHEN ((std_resret#94396261 = NA) OR (std_resret#94396261 = null)) THEN null ELSE cast(std_resret#94396261 as float) END AS std_resret#94396598, CASE WHEN ((Sharpe_resret#94396262 = NA) OR (Sharpe_resret#94396262 = null)) THEN null ELSE cast(Sharpe_resret#94396262 as float) END AS Sharpe_resret#94396601, CASE WHEN ((PctPos_resret#94396263 = NA) OR (PctPos_resret#94396263 = null)) THEN null ELSE cast(PctPos_resret#94396263 as float) END AS PctPos_resret#94396605, CASE WHEN ((TR_resret#94396264 = NA) OR (TR_resret#94396264 = null)) THEN null ELSE cast(TR_resret#94396264 as float) END AS TR_resret#94396607, CASE WHEN ((IR_resret#94396265 = NA) OR (IR_resret#94396265 = null)) THEN null ELSE cast(IR_resret#94396265 as float) END AS IR_resret#94396608, CASE WHEN ((annual_retnet#94396266 = NA) OR (annual_retnet#94396266 = null)) THEN null ELSE cast(annual_retnet#94396266 as float) END AS annual_retnet#94396609, CASE WHEN ((std_retnet#94396267 = NA) OR (std_retnet#94396267 = null)) THEN null ELSE cast(std_retnet#94396267 as float) END AS std_retnet#94396610, CASE WHEN ((Sharpe_retnet#94396268 = NA) OR (Sharpe_retnet#94396268 = null)) THEN null ELSE cast(Sharpe_retnet#94396268 as float) END AS Sharpe_retnet#94396611, CASE WHEN ((PctPos_retnet#94396269 = NA) OR (PctPos_retnet#94396269 = null)) THEN null ELSE cast(PctPos_retnet#94396269 as float) END AS PctPos_retnet#94396612, CASE WHEN ((TR_retnet#94396270 = NA) OR (TR_retnet#94396270 = null)) THEN null ELSE cast(TR_retnet#94396270 as float) END AS TR_retnet#94396613, CASE WHEN ((IR_retnet#94396271 = NA) OR (IR_retnet#94396271 = null)) THEN null ELSE cast(IR_retnet#94396271 as float) END AS IR_retnet#94396614, ... 2 more fields]
+- FileScan csv [cap#94396248,retIC#94396249,resretIC#94396250,numcos#94396251,numdates#94396252,annual_bmret#94396253,annual_ret#94396254,std_ret#94396255,Sharpe_ret#94396256,PctPos_ret#94396257,TR_ret#94396258,IR_ret#94396259,annual_resret#94396260,std_resret#94396261,Sharpe_resret#94396262,PctPos_resret#94396263,TR_resret#94396264,IR_resret#94396265,annual_retnet#94396266,std_retnet#94396267,Sharpe_retnet#94396268,PctPos_retnet#94396269,TR_retnet#94396270,IR_retnet#94396271,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/momentum/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94396248, retIC#94396249, resretIC#94396250, numcos#94396251, numdates#94396252, annual_bmret#94396253, annual_ret#94396254, std_ret#94396255, Sharpe_ret#94396256, PctPos_ret#94396257, TR_ret#94396258, IR_ret#94396259, annual_resret#94396260, std_resret#94396261, Sharpe_resret#94396262, PctPos_resret#94396263, TR_resret#94396264, IR_resret#94396265, annual_retnet#94396266, std_retnet#94396267, Sharpe_retnet#94396268, PctPos_retnet#94396269, TR_retnet#94396270, IR_retnet#94396271, turnover#94396272, coverage#94396273]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/momentum/stats_cap.csv]
ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos_ret:string,TR_ret:string,IR_ret:string,annual_resret:string,std_resret:string,Sharpe_resret:string,PctPos_resret:string,TR_resret:string,IR_resret:string,annual_retnet:string,std_retnet:string,Sharpe_retnet:string,PctPos_retnet:string,TR_retnet:string,IR_retnet:string,turnover:string,coverage:string>
(6) Project [codegen id : 1]
Output [26]: [CASE WHEN ((cap#94396248 = NA) OR (cap#94396248 = null)) THEN null ELSE cast(cap#94396248 as float) END AS cap#94396456, CASE WHEN ((retIC#94396249 = NA) OR (retIC#94396249 = null)) THEN null ELSE cast(retIC#94396249 as float) END AS retIC#94396457, CASE WHEN ((resretIC#94396250 = NA) OR (resretIC#94396250 = null)) THEN null ELSE cast(resretIC#94396250 as float) END AS resretIC#94396470, CASE WHEN ((numcos#94396251 = NA) OR (numcos#94396251 = null)) THEN null ELSE cast(numcos#94396251 as float) END AS numcos#94396483, CASE WHEN ((numdates#94396252 = NA) OR (numdates#94396252 = null)) THEN null ELSE cast(numdates#94396252 as int) END AS numdates#94396484, CASE WHEN ((annual_bmret#94396253 = NA) OR (annual_bmret#94396253 = null)) THEN null ELSE cast(annual_bmret#94396253 as float) END AS annual_bmret#94396485, CASE WHEN ((annual_ret#94396254 = NA) OR (annual_ret#94396254 = null)) THEN null ELSE cast(annual_ret#94396254 as float) END AS annual_ret#94396486, CASE WHEN ((std_ret#94396255 = NA) OR (std_ret#94396255 = null)) THEN null ELSE cast(std_ret#94396255 as float) END AS std_ret#94396491, CASE WHEN ((Sharpe_ret#94396256 = NA) OR (Sharpe_ret#94396256 = null)) THEN null ELSE cast(Sharpe_ret#94396256 as float) END AS Sharpe_ret#94396524, CASE WHEN ((PctPos_ret#94396257 = NA) OR (PctPos_ret#94396257 = null)) THEN null ELSE cast(PctPos_ret#94396257 as float) END AS PctPos_ret#94396527, CASE WHEN ((TR_ret#94396258 = NA) OR (TR_ret#94396258 = null)) THEN null ELSE cast(TR_ret#94396258 as float) END AS TR_ret#94396535, CASE WHEN ((IR_ret#94396259 = NA) OR (IR_ret#94396259 = null)) THEN null ELSE cast(IR_ret#94396259 as float) END AS IR_ret#94396592, CASE WHEN ((annual_resret#94396260 = NA) OR (annual_resret#94396260 = null)) THEN null ELSE cast(annual_resret#94396260 as float) END AS annual_resret#94396595, CASE WHEN ((std_resret#94396261 = NA) OR (std_resret#94396261 = null)) THEN null ELSE cast(std_resret#94396261 as float) END AS std_resret#94396598, CASE WHEN ((Sharpe_resret#94396262 = NA) OR (Sharpe_resret#94396262 = null)) THEN null ELSE cast(Sharpe_resret#94396262 as float) END AS Sharpe_resret#94396601, CASE WHEN ((PctPos_resret#94396263 = NA) OR (PctPos_resret#94396263 = null)) THEN null ELSE cast(PctPos_resret#94396263 as float) END AS PctPos_resret#94396605, CASE WHEN ((TR_resret#94396264 = NA) OR (TR_resret#94396264 = null)) THEN null ELSE cast(TR_resret#94396264 as float) END AS TR_resret#94396607, CASE WHEN ((IR_resret#94396265 = NA) OR (IR_resret#94396265 = null)) THEN null ELSE cast(IR_resret#94396265 as float) END AS IR_resret#94396608, CASE WHEN ((annual_retnet#94396266 = NA) OR (annual_retnet#94396266 = null)) THEN null ELSE cast(annual_retnet#94396266 as float) END AS annual_retnet#94396609, CASE WHEN ((std_retnet#94396267 = NA) OR (std_retnet#94396267 = null)) THEN null ELSE cast(std_retnet#94396267 as float) END AS std_retnet#94396610, CASE WHEN ((Sharpe_retnet#94396268 = NA) OR (Sharpe_retnet#94396268 = null)) THEN null ELSE cast(Sharpe_retnet#94396268 as float) END AS Sharpe_retnet#94396611, CASE WHEN ((PctPos_retnet#94396269 = NA) OR (PctPos_retnet#94396269 = null)) THEN null ELSE cast(PctPos_retnet#94396269 as float) END AS PctPos_retnet#94396612, CASE WHEN ((TR_retnet#94396270 = NA) OR (TR_retnet#94396270 = null)) THEN null ELSE cast(TR_retnet#94396270 as float) END AS TR_retnet#94396613, CASE WHEN ((IR_retnet#94396271 = NA) OR (IR_retnet#94396271 = null)) THEN null ELSE cast(IR_retnet#94396271 as float) END AS IR_retnet#94396614, CASE WHEN ((turnover#94396272 = NA) OR (turnover#94396272 = null)) THEN null ELSE cast(turnover#94396272 as float) END AS turnover#94396615, CASE WHEN ((coverage#94396273 = NA) OR (coverage#94396273 = null)) THEN null ELSE cast(coverage#94396273 as float) END AS coverage#94396616]
Input [26]: [cap#94396248, retIC#94396249, resretIC#94396250, numcos#94396251, numdates#94396252, annual_bmret#94396253, annual_ret#94396254, std_ret#94396255, Sharpe_ret#94396256, PctPos_ret#94396257, TR_ret#94396258, IR_ret#94396259, annual_resret#94396260, std_resret#94396261, Sharpe_resret#94396262, PctPos_resret#94396263, TR_resret#94396264, IR_resret#94396265, annual_retnet#94396266, std_retnet#94396267, Sharpe_retnet#94396268, PctPos_retnet#94396269, TR_retnet#94396270, IR_retnet#94396271, turnover#94396272, coverage#94396273]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94396486, cap#94396456]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94396486, cap#94396456]
Condition : (isnotnull(cap#94396456) AND (cap#94396456 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94396486 AS ret_large#94399024]
Input [2]: [annual_ret#94396486, cap#94396456]
(10) InMemoryTableScan
Output [2]: [annual_ret#94396486, cap#94396456]
Arguments: [annual_ret#94396486, cap#94396456], [isnotnull(cap#94396456), (cap#94396456 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94396456, retIC#94396457, resretIC#94396470, numcos#94396483, numdates#94396484, annual_bmret#94396485, annual_ret#94396486, std_ret#94396491, Sharpe_ret#94396524, PctPos_ret#94396527, TR_ret#94396535, IR_ret#94396592, annual_resret#94396595, std_resret#94396598, Sharpe_resret#94396601, PctPos_resret#94396605, TR_resret#94396607, IR_resret#94396608, annual_retnet#94396609, std_retnet#94396610, Sharpe_retnet#94396611, PctPos_retnet#94396612, TR_retnet#94396613, IR_retnet#94396614, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94396248 = NA) OR (cap#94396248 = null)) THEN null ELSE cast(cap#94396248 as float) END AS cap#94396456, CASE WHEN ((retIC#94396249 = NA) OR (retIC#94396249 = null)) THEN null ELSE cast(retIC#94396249 as float) END AS retIC#94396457, CASE WHEN ((resretIC#94396250 = NA) OR (resretIC#94396250 = null)) THEN null ELSE cast(resretIC#94396250 as float) END AS resretIC#94396470, CASE WHEN ((numcos#94396251 = NA) OR (numcos#94396251 = null)) THEN null ELSE cast(numcos#94396251 as float) END AS numcos#94396483, CASE WHEN ((numdates#94396252 = NA) OR (numdates#94396252 = null)) THEN null ELSE cast(numdates#94396252 as int) END AS numdates#94396484, CASE WHEN ((annual_bmret#94396253 = NA) OR (annual_bmret#94396253 = null)) THEN null ELSE cast(annual_bmret#94396253 as float) END AS annual_bmret#94396485, CASE WHEN ((annual_ret#94396254 = NA) OR (annual_ret#94396254 = null)) THEN null ELSE cast(annual_ret#94396254 as float) END AS annual_ret#94396486, CASE WHEN ((std_ret#94396255 = NA) OR (std_ret#94396255 = null)) THEN null ELSE cast(std_ret#94396255 as float) END AS std_ret#94396491, CASE WHEN ((Sharpe_ret#94396256 = NA) OR (Sharpe_ret#94396256 = null)) THEN null ELSE cast(Sharpe_ret#94396256 as float) END AS Sharpe_ret#94396524, CASE WHEN ((PctPos_ret#94396257 = NA) OR (PctPos_ret#94396257 = null)) THEN null ELSE cast(PctPos_ret#94396257 as float) END AS PctPos_ret#94396527, CASE WHEN ((TR_ret#94396258 = NA) OR (TR_ret#94396258 = null)) THEN null ELSE cast(TR_ret#94396258 as float) END AS TR_ret#94396535, CASE WHEN ((IR_ret#94396259 = NA) OR (IR_ret#94396259 = null)) THEN null ELSE cast(IR_ret#94396259 as float) END AS IR_ret#94396592, CASE WHEN ((annual_resret#94396260 = NA) OR (annual_resret#94396260 = null)) THEN null ELSE cast(annual_resret#94396260 as float) END AS annual_resret#94396595, CASE WHEN ((std_resret#94396261 = NA) OR (std_resret#94396261 = null)) THEN null ELSE cast(std_resret#94396261 as float) END AS std_resret#94396598, CASE WHEN ((Sharpe_resret#94396262 = NA) OR (Sharpe_resret#94396262 = null)) THEN null ELSE cast(Sharpe_resret#94396262 as float) END AS Sharpe_resret#94396601, CASE WHEN ((PctPos_resret#94396263 = NA) OR (PctPos_resret#94396263 = null)) THEN null ELSE cast(PctPos_resret#94396263 as float) END AS PctPos_resret#94396605, CASE WHEN ((TR_resret#94396264 = NA) OR (TR_resret#94396264 = null)) THEN null ELSE cast(TR_resret#94396264 as float) END AS TR_resret#94396607, CASE WHEN ((IR_resret#94396265 = NA) OR (IR_resret#94396265 = null)) THEN null ELSE cast(IR_resret#94396265 as float) END AS IR_resret#94396608, CASE WHEN ((annual_retnet#94396266 = NA) OR (annual_retnet#94396266 = null)) THEN null ELSE cast(annual_retnet#94396266 as float) END AS annual_retnet#94396609, CASE WHEN ((std_retnet#94396267 = NA) OR (std_retnet#94396267 = null)) THEN null ELSE cast(std_retnet#94396267 as float) END AS std_retnet#94396610, CASE WHEN ((Sharpe_retnet#94396268 = NA) OR (Sharpe_retnet#94396268 = null)) THEN null ELSE cast(Sharpe_retnet#94396268 as float) END AS Sharpe_retnet#94396611, CASE WHEN ((PctPos_retnet#94396269 = NA) OR (PctPos_retnet#94396269 = null)) THEN null ELSE cast(PctPos_retnet#94396269 as float) END AS PctPos_retnet#94396612, CASE WHEN ((TR_retnet#94396270 = NA) OR (TR_retnet#94396270 = null)) THEN null ELSE cast(TR_retnet#94396270 as float) END AS TR_retnet#94396613, CASE WHEN ((IR_retnet#94396271 = NA) OR (IR_retnet#94396271 = null)) THEN null ELSE cast(IR_retnet#94396271 as float) END AS IR_retnet#94396614, ... 2 more fields]
+- FileScan csv [cap#94396248,retIC#94396249,resretIC#94396250,numcos#94396251,numdates#94396252,annual_bmret#94396253,annual_ret#94396254,std_ret#94396255,Sharpe_ret#94396256,PctPos_ret#94396257,TR_ret#94396258,IR_ret#94396259,annual_resret#94396260,std_resret#94396261,Sharpe_resret#94396262,PctPos_resret#94396263,TR_resret#94396264,IR_resret#94396265,annual_retnet#94396266,std_retnet#94396267,Sharpe_retnet#94396268,PctPos_retnet#94396269,TR_retnet#94396270,IR_retnet#94396271,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/momentum/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(12) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94396486, cap#94396456]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94396486, cap#94396456]
Condition : (isnotnull(cap#94396456) AND (cap#94396456 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94396486 AS ret_small#94399109]
Input [2]: [annual_ret#94396486, cap#94396456]
(15) BroadcastExchange
Input [1]: [ret_small#94399109]
Arguments: IdentityBroadcastMode, [id=#7537168]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94399024, ret_small#94399109, (ret_large#94399024 - ret_small#94399109) AS differential#94399143]
Input [2]: [ret_large#94399024, ret_small#94399109]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94399024, ret_small#94399109, differential#94399143]
(19) CollectLimit
Input [3]: [ret_large#94399024, ret_small#94399109, differential#94399143]
Arguments: 10000