== 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#94099809, ret_small#94099866, differential#94099928]
Arguments: [ret_large#94099809, ret_small#94099866, differential#94099928]
(2) InMemoryRelation
Arguments: [ret_large#94099809, ret_small#94099866, differential#94099928], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94099809, ret_small#94099866, (ret_large#94099809 - ret_small#94099866) AS differential#94099928]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94096690 AS ret_large#94099809]
: +- *(2) Filter (isnotnull(cap#94096659) AND (cap#94096659 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94096690, cap#94096659], [isnotnull(cap#94096659), (cap#94096659 = 1.0)]
: +- InMemoryRelation [cap#94096659, retIC#94096661, resretIC#94096662, numcos#94096675, numdates#94096676, annual_bmret#94096677, annual_ret#94096690, std_ret#94096691, Sharpe_ret#94096693, PctPos_ret#94096706, TR_ret#94096709, IR_ret#94096710, annual_resret#94096766, std_resret#94096767, Sharpe_resret#94096829, PctPos_resret#94096831, TR_resret#94096845, IR_resret#94096849, annual_retnet#94096851, std_retnet#94096853, Sharpe_retnet#94096855, PctPos_retnet#94096857, TR_retnet#94096859, IR_retnet#94096861, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94096394 = NA) OR (cap#94096394 = null)) THEN null ELSE cast(cap#94096394 as float) END AS cap#94096659, CASE WHEN ((retIC#94096395 = NA) OR (retIC#94096395 = null)) THEN null ELSE cast(retIC#94096395 as float) END AS retIC#94096661, CASE WHEN ((resretIC#94096396 = NA) OR (resretIC#94096396 = null)) THEN null ELSE cast(resretIC#94096396 as float) END AS resretIC#94096662, CASE WHEN ((numcos#94096397 = NA) OR (numcos#94096397 = null)) THEN null ELSE cast(numcos#94096397 as float) END AS numcos#94096675, CASE WHEN ((numdates#94096398 = NA) OR (numdates#94096398 = null)) THEN null ELSE cast(numdates#94096398 as int) END AS numdates#94096676, CASE WHEN ((annual_bmret#94096399 = NA) OR (annual_bmret#94096399 = null)) THEN null ELSE cast(annual_bmret#94096399 as float) END AS annual_bmret#94096677, CASE WHEN ((annual_ret#94096400 = NA) OR (annual_ret#94096400 = null)) THEN null ELSE cast(annual_ret#94096400 as float) END AS annual_ret#94096690, CASE WHEN ((std_ret#94096401 = NA) OR (std_ret#94096401 = null)) THEN null ELSE cast(std_ret#94096401 as float) END AS std_ret#94096691, CASE WHEN ((Sharpe_ret#94096402 = NA) OR (Sharpe_ret#94096402 = null)) THEN null ELSE cast(Sharpe_ret#94096402 as float) END AS Sharpe_ret#94096693, CASE WHEN ((PctPos_ret#94096403 = NA) OR (PctPos_ret#94096403 = null)) THEN null ELSE cast(PctPos_ret#94096403 as float) END AS PctPos_ret#94096706, CASE WHEN ((TR_ret#94096404 = NA) OR (TR_ret#94096404 = null)) THEN null ELSE cast(TR_ret#94096404 as float) END AS TR_ret#94096709, CASE WHEN ((IR_ret#94096405 = NA) OR (IR_ret#94096405 = null)) THEN null ELSE cast(IR_ret#94096405 as float) END AS IR_ret#94096710, CASE WHEN ((annual_resret#94096406 = NA) OR (annual_resret#94096406 = null)) THEN null ELSE cast(annual_resret#94096406 as float) END AS annual_resret#94096766, CASE WHEN ((std_resret#94096407 = NA) OR (std_resret#94096407 = null)) THEN null ELSE cast(std_resret#94096407 as float) END AS std_resret#94096767, CASE WHEN ((Sharpe_resret#94096408 = NA) OR (Sharpe_resret#94096408 = null)) THEN null ELSE cast(Sharpe_resret#94096408 as float) END AS Sharpe_resret#94096829, CASE WHEN ((PctPos_resret#94096409 = NA) OR (PctPos_resret#94096409 = null)) THEN null ELSE cast(PctPos_resret#94096409 as float) END AS PctPos_resret#94096831, CASE WHEN ((TR_resret#94096410 = NA) OR (TR_resret#94096410 = null)) THEN null ELSE cast(TR_resret#94096410 as float) END AS TR_resret#94096845, CASE WHEN ((IR_resret#94096411 = NA) OR (IR_resret#94096411 = null)) THEN null ELSE cast(IR_resret#94096411 as float) END AS IR_resret#94096849, CASE WHEN ((annual_retnet#94096412 = NA) OR (annual_retnet#94096412 = null)) THEN null ELSE cast(annual_retnet#94096412 as float) END AS annual_retnet#94096851, CASE WHEN ((std_retnet#94096413 = NA) OR (std_retnet#94096413 = null)) THEN null ELSE cast(std_retnet#94096413 as float) END AS std_retnet#94096853, CASE WHEN ((Sharpe_retnet#94096414 = NA) OR (Sharpe_retnet#94096414 = null)) THEN null ELSE cast(Sharpe_retnet#94096414 as float) END AS Sharpe_retnet#94096855, CASE WHEN ((PctPos_retnet#94096415 = NA) OR (PctPos_retnet#94096415 = null)) THEN null ELSE cast(PctPos_retnet#94096415 as float) END AS PctPos_retnet#94096857, CASE WHEN ((TR_retnet#94096416 = NA) OR (TR_retnet#94096416 = null)) THEN null ELSE cast(TR_retnet#94096416 as float) END AS TR_retnet#94096859, CASE WHEN ((IR_retnet#94096417 = NA) OR (IR_retnet#94096417 = null)) THEN null ELSE cast(IR_retnet#94096417 as float) END AS IR_retnet#94096861, ... 2 more fields]
: +- FileScan csv [cap#94096394,retIC#94096395,resretIC#94096396,numcos#94096397,numdates#94096398,annual_bmret#94096399,annual_ret#94096400,std_ret#94096401,Sharpe_ret#94096402,PctPos_ret#94096403,TR_ret#94096404,IR_ret#94096405,annual_resret#94096406,std_resret#94096407,Sharpe_resret#94096408,PctPos_resret#94096409,TR_resret#94096410,IR_resret#94096411,annual_retnet#94096412,std_retnet#94096413,Sharpe_retnet#94096414,PctPos_retnet#94096415,TR_retnet#94096416,IR_retnet#94096417,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7513229]
+- *(1) Project [annual_ret#94096690 AS ret_small#94099866]
+- *(1) Filter (isnotnull(cap#94096659) AND (cap#94096659 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94096690, cap#94096659], [isnotnull(cap#94096659), (cap#94096659 = 3.0)]
+- InMemoryRelation [cap#94096659, retIC#94096661, resretIC#94096662, numcos#94096675, numdates#94096676, annual_bmret#94096677, annual_ret#94096690, std_ret#94096691, Sharpe_ret#94096693, PctPos_ret#94096706, TR_ret#94096709, IR_ret#94096710, annual_resret#94096766, std_resret#94096767, Sharpe_resret#94096829, PctPos_resret#94096831, TR_resret#94096845, IR_resret#94096849, annual_retnet#94096851, std_retnet#94096853, Sharpe_retnet#94096855, PctPos_retnet#94096857, TR_retnet#94096859, IR_retnet#94096861, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94096394 = NA) OR (cap#94096394 = null)) THEN null ELSE cast(cap#94096394 as float) END AS cap#94096659, CASE WHEN ((retIC#94096395 = NA) OR (retIC#94096395 = null)) THEN null ELSE cast(retIC#94096395 as float) END AS retIC#94096661, CASE WHEN ((resretIC#94096396 = NA) OR (resretIC#94096396 = null)) THEN null ELSE cast(resretIC#94096396 as float) END AS resretIC#94096662, CASE WHEN ((numcos#94096397 = NA) OR (numcos#94096397 = null)) THEN null ELSE cast(numcos#94096397 as float) END AS numcos#94096675, CASE WHEN ((numdates#94096398 = NA) OR (numdates#94096398 = null)) THEN null ELSE cast(numdates#94096398 as int) END AS numdates#94096676, CASE WHEN ((annual_bmret#94096399 = NA) OR (annual_bmret#94096399 = null)) THEN null ELSE cast(annual_bmret#94096399 as float) END AS annual_bmret#94096677, CASE WHEN ((annual_ret#94096400 = NA) OR (annual_ret#94096400 = null)) THEN null ELSE cast(annual_ret#94096400 as float) END AS annual_ret#94096690, CASE WHEN ((std_ret#94096401 = NA) OR (std_ret#94096401 = null)) THEN null ELSE cast(std_ret#94096401 as float) END AS std_ret#94096691, CASE WHEN ((Sharpe_ret#94096402 = NA) OR (Sharpe_ret#94096402 = null)) THEN null ELSE cast(Sharpe_ret#94096402 as float) END AS Sharpe_ret#94096693, CASE WHEN ((PctPos_ret#94096403 = NA) OR (PctPos_ret#94096403 = null)) THEN null ELSE cast(PctPos_ret#94096403 as float) END AS PctPos_ret#94096706, CASE WHEN ((TR_ret#94096404 = NA) OR (TR_ret#94096404 = null)) THEN null ELSE cast(TR_ret#94096404 as float) END AS TR_ret#94096709, CASE WHEN ((IR_ret#94096405 = NA) OR (IR_ret#94096405 = null)) THEN null ELSE cast(IR_ret#94096405 as float) END AS IR_ret#94096710, CASE WHEN ((annual_resret#94096406 = NA) OR (annual_resret#94096406 = null)) THEN null ELSE cast(annual_resret#94096406 as float) END AS annual_resret#94096766, CASE WHEN ((std_resret#94096407 = NA) OR (std_resret#94096407 = null)) THEN null ELSE cast(std_resret#94096407 as float) END AS std_resret#94096767, CASE WHEN ((Sharpe_resret#94096408 = NA) OR (Sharpe_resret#94096408 = null)) THEN null ELSE cast(Sharpe_resret#94096408 as float) END AS Sharpe_resret#94096829, CASE WHEN ((PctPos_resret#94096409 = NA) OR (PctPos_resret#94096409 = null)) THEN null ELSE cast(PctPos_resret#94096409 as float) END AS PctPos_resret#94096831, CASE WHEN ((TR_resret#94096410 = NA) OR (TR_resret#94096410 = null)) THEN null ELSE cast(TR_resret#94096410 as float) END AS TR_resret#94096845, CASE WHEN ((IR_resret#94096411 = NA) OR (IR_resret#94096411 = null)) THEN null ELSE cast(IR_resret#94096411 as float) END AS IR_resret#94096849, CASE WHEN ((annual_retnet#94096412 = NA) OR (annual_retnet#94096412 = null)) THEN null ELSE cast(annual_retnet#94096412 as float) END AS annual_retnet#94096851, CASE WHEN ((std_retnet#94096413 = NA) OR (std_retnet#94096413 = null)) THEN null ELSE cast(std_retnet#94096413 as float) END AS std_retnet#94096853, CASE WHEN ((Sharpe_retnet#94096414 = NA) OR (Sharpe_retnet#94096414 = null)) THEN null ELSE cast(Sharpe_retnet#94096414 as float) END AS Sharpe_retnet#94096855, CASE WHEN ((PctPos_retnet#94096415 = NA) OR (PctPos_retnet#94096415 = null)) THEN null ELSE cast(PctPos_retnet#94096415 as float) END AS PctPos_retnet#94096857, CASE WHEN ((TR_retnet#94096416 = NA) OR (TR_retnet#94096416 = null)) THEN null ELSE cast(TR_retnet#94096416 as float) END AS TR_retnet#94096859, CASE WHEN ((IR_retnet#94096417 = NA) OR (IR_retnet#94096417 = null)) THEN null ELSE cast(IR_retnet#94096417 as float) END AS IR_retnet#94096861, ... 2 more fields]
+- FileScan csv [cap#94096394,retIC#94096395,resretIC#94096396,numcos#94096397,numdates#94096398,annual_bmret#94096399,annual_ret#94096400,std_ret#94096401,Sharpe_ret#94096402,PctPos_ret#94096403,TR_ret#94096404,IR_ret#94096405,annual_resret#94096406,std_resret#94096407,Sharpe_resret#94096408,PctPos_resret#94096409,TR_resret#94096410,IR_resret#94096411,annual_retnet#94096412,std_retnet#94096413,Sharpe_retnet#94096414,PctPos_retnet#94096415,TR_retnet#94096416,IR_retnet#94096417,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94096690, cap#94096659]
Arguments: [annual_ret#94096690, cap#94096659], [isnotnull(cap#94096659), (cap#94096659 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94096659, retIC#94096661, resretIC#94096662, numcos#94096675, numdates#94096676, annual_bmret#94096677, annual_ret#94096690, std_ret#94096691, Sharpe_ret#94096693, PctPos_ret#94096706, TR_ret#94096709, IR_ret#94096710, annual_resret#94096766, std_resret#94096767, Sharpe_resret#94096829, PctPos_resret#94096831, TR_resret#94096845, IR_resret#94096849, annual_retnet#94096851, std_retnet#94096853, Sharpe_retnet#94096855, PctPos_retnet#94096857, TR_retnet#94096859, IR_retnet#94096861, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94096394 = NA) OR (cap#94096394 = null)) THEN null ELSE cast(cap#94096394 as float) END AS cap#94096659, CASE WHEN ((retIC#94096395 = NA) OR (retIC#94096395 = null)) THEN null ELSE cast(retIC#94096395 as float) END AS retIC#94096661, CASE WHEN ((resretIC#94096396 = NA) OR (resretIC#94096396 = null)) THEN null ELSE cast(resretIC#94096396 as float) END AS resretIC#94096662, CASE WHEN ((numcos#94096397 = NA) OR (numcos#94096397 = null)) THEN null ELSE cast(numcos#94096397 as float) END AS numcos#94096675, CASE WHEN ((numdates#94096398 = NA) OR (numdates#94096398 = null)) THEN null ELSE cast(numdates#94096398 as int) END AS numdates#94096676, CASE WHEN ((annual_bmret#94096399 = NA) OR (annual_bmret#94096399 = null)) THEN null ELSE cast(annual_bmret#94096399 as float) END AS annual_bmret#94096677, CASE WHEN ((annual_ret#94096400 = NA) OR (annual_ret#94096400 = null)) THEN null ELSE cast(annual_ret#94096400 as float) END AS annual_ret#94096690, CASE WHEN ((std_ret#94096401 = NA) OR (std_ret#94096401 = null)) THEN null ELSE cast(std_ret#94096401 as float) END AS std_ret#94096691, CASE WHEN ((Sharpe_ret#94096402 = NA) OR (Sharpe_ret#94096402 = null)) THEN null ELSE cast(Sharpe_ret#94096402 as float) END AS Sharpe_ret#94096693, CASE WHEN ((PctPos_ret#94096403 = NA) OR (PctPos_ret#94096403 = null)) THEN null ELSE cast(PctPos_ret#94096403 as float) END AS PctPos_ret#94096706, CASE WHEN ((TR_ret#94096404 = NA) OR (TR_ret#94096404 = null)) THEN null ELSE cast(TR_ret#94096404 as float) END AS TR_ret#94096709, CASE WHEN ((IR_ret#94096405 = NA) OR (IR_ret#94096405 = null)) THEN null ELSE cast(IR_ret#94096405 as float) END AS IR_ret#94096710, CASE WHEN ((annual_resret#94096406 = NA) OR (annual_resret#94096406 = null)) THEN null ELSE cast(annual_resret#94096406 as float) END AS annual_resret#94096766, CASE WHEN ((std_resret#94096407 = NA) OR (std_resret#94096407 = null)) THEN null ELSE cast(std_resret#94096407 as float) END AS std_resret#94096767, CASE WHEN ((Sharpe_resret#94096408 = NA) OR (Sharpe_resret#94096408 = null)) THEN null ELSE cast(Sharpe_resret#94096408 as float) END AS Sharpe_resret#94096829, CASE WHEN ((PctPos_resret#94096409 = NA) OR (PctPos_resret#94096409 = null)) THEN null ELSE cast(PctPos_resret#94096409 as float) END AS PctPos_resret#94096831, CASE WHEN ((TR_resret#94096410 = NA) OR (TR_resret#94096410 = null)) THEN null ELSE cast(TR_resret#94096410 as float) END AS TR_resret#94096845, CASE WHEN ((IR_resret#94096411 = NA) OR (IR_resret#94096411 = null)) THEN null ELSE cast(IR_resret#94096411 as float) END AS IR_resret#94096849, CASE WHEN ((annual_retnet#94096412 = NA) OR (annual_retnet#94096412 = null)) THEN null ELSE cast(annual_retnet#94096412 as float) END AS annual_retnet#94096851, CASE WHEN ((std_retnet#94096413 = NA) OR (std_retnet#94096413 = null)) THEN null ELSE cast(std_retnet#94096413 as float) END AS std_retnet#94096853, CASE WHEN ((Sharpe_retnet#94096414 = NA) OR (Sharpe_retnet#94096414 = null)) THEN null ELSE cast(Sharpe_retnet#94096414 as float) END AS Sharpe_retnet#94096855, CASE WHEN ((PctPos_retnet#94096415 = NA) OR (PctPos_retnet#94096415 = null)) THEN null ELSE cast(PctPos_retnet#94096415 as float) END AS PctPos_retnet#94096857, CASE WHEN ((TR_retnet#94096416 = NA) OR (TR_retnet#94096416 = null)) THEN null ELSE cast(TR_retnet#94096416 as float) END AS TR_retnet#94096859, CASE WHEN ((IR_retnet#94096417 = NA) OR (IR_retnet#94096417 = null)) THEN null ELSE cast(IR_retnet#94096417 as float) END AS IR_retnet#94096861, ... 2 more fields]
+- FileScan csv [cap#94096394,retIC#94096395,resretIC#94096396,numcos#94096397,numdates#94096398,annual_bmret#94096399,annual_ret#94096400,std_ret#94096401,Sharpe_ret#94096402,PctPos_ret#94096403,TR_ret#94096404,IR_ret#94096405,annual_resret#94096406,std_resret#94096407,Sharpe_resret#94096408,PctPos_resret#94096409,TR_resret#94096410,IR_resret#94096411,annual_retnet#94096412,std_retnet#94096413,Sharpe_retnet#94096414,PctPos_retnet#94096415,TR_retnet#94096416,IR_retnet#94096417,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94096394, retIC#94096395, resretIC#94096396, numcos#94096397, numdates#94096398, annual_bmret#94096399, annual_ret#94096400, std_ret#94096401, Sharpe_ret#94096402, PctPos_ret#94096403, TR_ret#94096404, IR_ret#94096405, annual_resret#94096406, std_resret#94096407, Sharpe_resret#94096408, PctPos_resret#94096409, TR_resret#94096410, IR_resret#94096411, annual_retnet#94096412, std_retnet#94096413, Sharpe_retnet#94096414, PctPos_retnet#94096415, TR_retnet#94096416, IR_retnet#94096417, turnover#94096418, coverage#94096419]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94096394 = NA) OR (cap#94096394 = null)) THEN null ELSE cast(cap#94096394 as float) END AS cap#94096659, CASE WHEN ((retIC#94096395 = NA) OR (retIC#94096395 = null)) THEN null ELSE cast(retIC#94096395 as float) END AS retIC#94096661, CASE WHEN ((resretIC#94096396 = NA) OR (resretIC#94096396 = null)) THEN null ELSE cast(resretIC#94096396 as float) END AS resretIC#94096662, CASE WHEN ((numcos#94096397 = NA) OR (numcos#94096397 = null)) THEN null ELSE cast(numcos#94096397 as float) END AS numcos#94096675, CASE WHEN ((numdates#94096398 = NA) OR (numdates#94096398 = null)) THEN null ELSE cast(numdates#94096398 as int) END AS numdates#94096676, CASE WHEN ((annual_bmret#94096399 = NA) OR (annual_bmret#94096399 = null)) THEN null ELSE cast(annual_bmret#94096399 as float) END AS annual_bmret#94096677, CASE WHEN ((annual_ret#94096400 = NA) OR (annual_ret#94096400 = null)) THEN null ELSE cast(annual_ret#94096400 as float) END AS annual_ret#94096690, CASE WHEN ((std_ret#94096401 = NA) OR (std_ret#94096401 = null)) THEN null ELSE cast(std_ret#94096401 as float) END AS std_ret#94096691, CASE WHEN ((Sharpe_ret#94096402 = NA) OR (Sharpe_ret#94096402 = null)) THEN null ELSE cast(Sharpe_ret#94096402 as float) END AS Sharpe_ret#94096693, CASE WHEN ((PctPos_ret#94096403 = NA) OR (PctPos_ret#94096403 = null)) THEN null ELSE cast(PctPos_ret#94096403 as float) END AS PctPos_ret#94096706, CASE WHEN ((TR_ret#94096404 = NA) OR (TR_ret#94096404 = null)) THEN null ELSE cast(TR_ret#94096404 as float) END AS TR_ret#94096709, CASE WHEN ((IR_ret#94096405 = NA) OR (IR_ret#94096405 = null)) THEN null ELSE cast(IR_ret#94096405 as float) END AS IR_ret#94096710, CASE WHEN ((annual_resret#94096406 = NA) OR (annual_resret#94096406 = null)) THEN null ELSE cast(annual_resret#94096406 as float) END AS annual_resret#94096766, CASE WHEN ((std_resret#94096407 = NA) OR (std_resret#94096407 = null)) THEN null ELSE cast(std_resret#94096407 as float) END AS std_resret#94096767, CASE WHEN ((Sharpe_resret#94096408 = NA) OR (Sharpe_resret#94096408 = null)) THEN null ELSE cast(Sharpe_resret#94096408 as float) END AS Sharpe_resret#94096829, CASE WHEN ((PctPos_resret#94096409 = NA) OR (PctPos_resret#94096409 = null)) THEN null ELSE cast(PctPos_resret#94096409 as float) END AS PctPos_resret#94096831, CASE WHEN ((TR_resret#94096410 = NA) OR (TR_resret#94096410 = null)) THEN null ELSE cast(TR_resret#94096410 as float) END AS TR_resret#94096845, CASE WHEN ((IR_resret#94096411 = NA) OR (IR_resret#94096411 = null)) THEN null ELSE cast(IR_resret#94096411 as float) END AS IR_resret#94096849, CASE WHEN ((annual_retnet#94096412 = NA) OR (annual_retnet#94096412 = null)) THEN null ELSE cast(annual_retnet#94096412 as float) END AS annual_retnet#94096851, CASE WHEN ((std_retnet#94096413 = NA) OR (std_retnet#94096413 = null)) THEN null ELSE cast(std_retnet#94096413 as float) END AS std_retnet#94096853, CASE WHEN ((Sharpe_retnet#94096414 = NA) OR (Sharpe_retnet#94096414 = null)) THEN null ELSE cast(Sharpe_retnet#94096414 as float) END AS Sharpe_retnet#94096855, CASE WHEN ((PctPos_retnet#94096415 = NA) OR (PctPos_retnet#94096415 = null)) THEN null ELSE cast(PctPos_retnet#94096415 as float) END AS PctPos_retnet#94096857, CASE WHEN ((TR_retnet#94096416 = NA) OR (TR_retnet#94096416 = null)) THEN null ELSE cast(TR_retnet#94096416 as float) END AS TR_retnet#94096859, CASE WHEN ((IR_retnet#94096417 = NA) OR (IR_retnet#94096417 = null)) THEN null ELSE cast(IR_retnet#94096417 as float) END AS IR_retnet#94096861, CASE WHEN ((turnover#94096418 = NA) OR (turnover#94096418 = null)) THEN null ELSE cast(turnover#94096418 as float) END AS turnover#94096863, CASE WHEN ((coverage#94096419 = NA) OR (coverage#94096419 = null)) THEN null ELSE cast(coverage#94096419 as float) END AS coverage#94096865]
Input [26]: [cap#94096394, retIC#94096395, resretIC#94096396, numcos#94096397, numdates#94096398, annual_bmret#94096399, annual_ret#94096400, std_ret#94096401, Sharpe_ret#94096402, PctPos_ret#94096403, TR_ret#94096404, IR_ret#94096405, annual_resret#94096406, std_resret#94096407, Sharpe_resret#94096408, PctPos_resret#94096409, TR_resret#94096410, IR_resret#94096411, annual_retnet#94096412, std_retnet#94096413, Sharpe_retnet#94096414, PctPos_retnet#94096415, TR_retnet#94096416, IR_retnet#94096417, turnover#94096418, coverage#94096419]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94096690, cap#94096659]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94096690, cap#94096659]
Condition : (isnotnull(cap#94096659) AND (cap#94096659 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94096690 AS ret_large#94099809]
Input [2]: [annual_ret#94096690, cap#94096659]
(10) InMemoryTableScan
Output [2]: [annual_ret#94096690, cap#94096659]
Arguments: [annual_ret#94096690, cap#94096659], [isnotnull(cap#94096659), (cap#94096659 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94096659, retIC#94096661, resretIC#94096662, numcos#94096675, numdates#94096676, annual_bmret#94096677, annual_ret#94096690, std_ret#94096691, Sharpe_ret#94096693, PctPos_ret#94096706, TR_ret#94096709, IR_ret#94096710, annual_resret#94096766, std_resret#94096767, Sharpe_resret#94096829, PctPos_resret#94096831, TR_resret#94096845, IR_resret#94096849, annual_retnet#94096851, std_retnet#94096853, Sharpe_retnet#94096855, PctPos_retnet#94096857, TR_retnet#94096859, IR_retnet#94096861, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94096394 = NA) OR (cap#94096394 = null)) THEN null ELSE cast(cap#94096394 as float) END AS cap#94096659, CASE WHEN ((retIC#94096395 = NA) OR (retIC#94096395 = null)) THEN null ELSE cast(retIC#94096395 as float) END AS retIC#94096661, CASE WHEN ((resretIC#94096396 = NA) OR (resretIC#94096396 = null)) THEN null ELSE cast(resretIC#94096396 as float) END AS resretIC#94096662, CASE WHEN ((numcos#94096397 = NA) OR (numcos#94096397 = null)) THEN null ELSE cast(numcos#94096397 as float) END AS numcos#94096675, CASE WHEN ((numdates#94096398 = NA) OR (numdates#94096398 = null)) THEN null ELSE cast(numdates#94096398 as int) END AS numdates#94096676, CASE WHEN ((annual_bmret#94096399 = NA) OR (annual_bmret#94096399 = null)) THEN null ELSE cast(annual_bmret#94096399 as float) END AS annual_bmret#94096677, CASE WHEN ((annual_ret#94096400 = NA) OR (annual_ret#94096400 = null)) THEN null ELSE cast(annual_ret#94096400 as float) END AS annual_ret#94096690, CASE WHEN ((std_ret#94096401 = NA) OR (std_ret#94096401 = null)) THEN null ELSE cast(std_ret#94096401 as float) END AS std_ret#94096691, CASE WHEN ((Sharpe_ret#94096402 = NA) OR (Sharpe_ret#94096402 = null)) THEN null ELSE cast(Sharpe_ret#94096402 as float) END AS Sharpe_ret#94096693, CASE WHEN ((PctPos_ret#94096403 = NA) OR (PctPos_ret#94096403 = null)) THEN null ELSE cast(PctPos_ret#94096403 as float) END AS PctPos_ret#94096706, CASE WHEN ((TR_ret#94096404 = NA) OR (TR_ret#94096404 = null)) THEN null ELSE cast(TR_ret#94096404 as float) END AS TR_ret#94096709, CASE WHEN ((IR_ret#94096405 = NA) OR (IR_ret#94096405 = null)) THEN null ELSE cast(IR_ret#94096405 as float) END AS IR_ret#94096710, CASE WHEN ((annual_resret#94096406 = NA) OR (annual_resret#94096406 = null)) THEN null ELSE cast(annual_resret#94096406 as float) END AS annual_resret#94096766, CASE WHEN ((std_resret#94096407 = NA) OR (std_resret#94096407 = null)) THEN null ELSE cast(std_resret#94096407 as float) END AS std_resret#94096767, CASE WHEN ((Sharpe_resret#94096408 = NA) OR (Sharpe_resret#94096408 = null)) THEN null ELSE cast(Sharpe_resret#94096408 as float) END AS Sharpe_resret#94096829, CASE WHEN ((PctPos_resret#94096409 = NA) OR (PctPos_resret#94096409 = null)) THEN null ELSE cast(PctPos_resret#94096409 as float) END AS PctPos_resret#94096831, CASE WHEN ((TR_resret#94096410 = NA) OR (TR_resret#94096410 = null)) THEN null ELSE cast(TR_resret#94096410 as float) END AS TR_resret#94096845, CASE WHEN ((IR_resret#94096411 = NA) OR (IR_resret#94096411 = null)) THEN null ELSE cast(IR_resret#94096411 as float) END AS IR_resret#94096849, CASE WHEN ((annual_retnet#94096412 = NA) OR (annual_retnet#94096412 = null)) THEN null ELSE cast(annual_retnet#94096412 as float) END AS annual_retnet#94096851, CASE WHEN ((std_retnet#94096413 = NA) OR (std_retnet#94096413 = null)) THEN null ELSE cast(std_retnet#94096413 as float) END AS std_retnet#94096853, CASE WHEN ((Sharpe_retnet#94096414 = NA) OR (Sharpe_retnet#94096414 = null)) THEN null ELSE cast(Sharpe_retnet#94096414 as float) END AS Sharpe_retnet#94096855, CASE WHEN ((PctPos_retnet#94096415 = NA) OR (PctPos_retnet#94096415 = null)) THEN null ELSE cast(PctPos_retnet#94096415 as float) END AS PctPos_retnet#94096857, CASE WHEN ((TR_retnet#94096416 = NA) OR (TR_retnet#94096416 = null)) THEN null ELSE cast(TR_retnet#94096416 as float) END AS TR_retnet#94096859, CASE WHEN ((IR_retnet#94096417 = NA) OR (IR_retnet#94096417 = null)) THEN null ELSE cast(IR_retnet#94096417 as float) END AS IR_retnet#94096861, ... 2 more fields]
+- FileScan csv [cap#94096394,retIC#94096395,resretIC#94096396,numcos#94096397,numdates#94096398,annual_bmret#94096399,annual_ret#94096400,std_ret#94096401,Sharpe_ret#94096402,PctPos_ret#94096403,TR_ret#94096404,IR_ret#94096405,annual_resret#94096406,std_resret#94096407,Sharpe_resret#94096408,PctPos_resret#94096409,TR_resret#94096410,IR_resret#94096411,annual_retnet#94096412,std_retnet#94096413,Sharpe_retnet#94096414,PctPos_retnet#94096415,TR_retnet#94096416,IR_retnet#94096417,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., 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#94096690, cap#94096659]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94096690, cap#94096659]
Condition : (isnotnull(cap#94096659) AND (cap#94096659 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94096690 AS ret_small#94099866]
Input [2]: [annual_ret#94096690, cap#94096659]
(15) BroadcastExchange
Input [1]: [ret_small#94099866]
Arguments: IdentityBroadcastMode, [id=#7513229]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94099809, ret_small#94099866, (ret_large#94099809 - ret_small#94099866) AS differential#94099928]
Input [2]: [ret_large#94099809, ret_small#94099866]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94099809, ret_small#94099866, differential#94099928]
(19) CollectLimit
Input [3]: [ret_large#94099809, ret_small#94099866, differential#94099928]
Arguments: 1000000