== 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#94042323, ret_small#94042381, differential#94042442]
Arguments: [ret_large#94042323, ret_small#94042381, differential#94042442]
(2) InMemoryRelation
Arguments: [ret_large#94042323, ret_small#94042381, differential#94042442], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94042323, ret_small#94042381, (ret_large#94042323 - ret_small#94042381) AS differential#94042442]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94039229 AS ret_large#94042323]
: +- *(2) Filter (isnotnull(cap#94039127) AND (cap#94039127 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94039229, cap#94039127], [isnotnull(cap#94039127), (cap#94039127 = 1.0)]
: +- InMemoryRelation [cap#94039127, retIC#94039147, resretIC#94039148, numcos#94039149, numdates#94039150, annual_bmret#94039227, annual_ret#94039229, std_ret#94039230, Sharpe_ret#94039243, PctPos_ret#94039244, TR_ret#94039245, IR_ret#94039258, annual_resret#94039271, std_resret#94039272, Sharpe_resret#94039273, PctPos_resret#94039286, TR_resret#94039287, IR_resret#94039288, annual_retnet#94039301, std_retnet#94039302, Sharpe_retnet#94039360, PctPos_retnet#94039361, TR_retnet#94039362, IR_retnet#94039363, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94038901 = NA) OR (cap#94038901 = null)) THEN null ELSE cast(cap#94038901 as float) END AS cap#94039127, CASE WHEN ((retIC#94038902 = NA) OR (retIC#94038902 = null)) THEN null ELSE cast(retIC#94038902 as float) END AS retIC#94039147, CASE WHEN ((resretIC#94038903 = NA) OR (resretIC#94038903 = null)) THEN null ELSE cast(resretIC#94038903 as float) END AS resretIC#94039148, CASE WHEN ((numcos#94038904 = NA) OR (numcos#94038904 = null)) THEN null ELSE cast(numcos#94038904 as float) END AS numcos#94039149, CASE WHEN ((numdates#94038905 = NA) OR (numdates#94038905 = null)) THEN null ELSE cast(numdates#94038905 as int) END AS numdates#94039150, CASE WHEN ((annual_bmret#94038906 = NA) OR (annual_bmret#94038906 = null)) THEN null ELSE cast(annual_bmret#94038906 as float) END AS annual_bmret#94039227, CASE WHEN ((annual_ret#94038907 = NA) OR (annual_ret#94038907 = null)) THEN null ELSE cast(annual_ret#94038907 as float) END AS annual_ret#94039229, CASE WHEN ((std_ret#94038908 = NA) OR (std_ret#94038908 = null)) THEN null ELSE cast(std_ret#94038908 as float) END AS std_ret#94039230, CASE WHEN ((Sharpe_ret#94038909 = NA) OR (Sharpe_ret#94038909 = null)) THEN null ELSE cast(Sharpe_ret#94038909 as float) END AS Sharpe_ret#94039243, CASE WHEN ((PctPos_ret#94038910 = NA) OR (PctPos_ret#94038910 = null)) THEN null ELSE cast(PctPos_ret#94038910 as float) END AS PctPos_ret#94039244, CASE WHEN ((TR_ret#94038911 = NA) OR (TR_ret#94038911 = null)) THEN null ELSE cast(TR_ret#94038911 as float) END AS TR_ret#94039245, CASE WHEN ((IR_ret#94038912 = NA) OR (IR_ret#94038912 = null)) THEN null ELSE cast(IR_ret#94038912 as float) END AS IR_ret#94039258, CASE WHEN ((annual_resret#94038913 = NA) OR (annual_resret#94038913 = null)) THEN null ELSE cast(annual_resret#94038913 as float) END AS annual_resret#94039271, CASE WHEN ((std_resret#94038914 = NA) OR (std_resret#94038914 = null)) THEN null ELSE cast(std_resret#94038914 as float) END AS std_resret#94039272, CASE WHEN ((Sharpe_resret#94038915 = NA) OR (Sharpe_resret#94038915 = null)) THEN null ELSE cast(Sharpe_resret#94038915 as float) END AS Sharpe_resret#94039273, CASE WHEN ((PctPos_resret#94038916 = NA) OR (PctPos_resret#94038916 = null)) THEN null ELSE cast(PctPos_resret#94038916 as float) END AS PctPos_resret#94039286, CASE WHEN ((TR_resret#94038917 = NA) OR (TR_resret#94038917 = null)) THEN null ELSE cast(TR_resret#94038917 as float) END AS TR_resret#94039287, CASE WHEN ((IR_resret#94038918 = NA) OR (IR_resret#94038918 = null)) THEN null ELSE cast(IR_resret#94038918 as float) END AS IR_resret#94039288, CASE WHEN ((annual_retnet#94038919 = NA) OR (annual_retnet#94038919 = null)) THEN null ELSE cast(annual_retnet#94038919 as float) END AS annual_retnet#94039301, CASE WHEN ((std_retnet#94038920 = NA) OR (std_retnet#94038920 = null)) THEN null ELSE cast(std_retnet#94038920 as float) END AS std_retnet#94039302, CASE WHEN ((Sharpe_retnet#94038921 = NA) OR (Sharpe_retnet#94038921 = null)) THEN null ELSE cast(Sharpe_retnet#94038921 as float) END AS Sharpe_retnet#94039360, CASE WHEN ((PctPos_retnet#94038922 = NA) OR (PctPos_retnet#94038922 = null)) THEN null ELSE cast(PctPos_retnet#94038922 as float) END AS PctPos_retnet#94039361, CASE WHEN ((TR_retnet#94038923 = NA) OR (TR_retnet#94038923 = null)) THEN null ELSE cast(TR_retnet#94038923 as float) END AS TR_retnet#94039362, CASE WHEN ((IR_retnet#94038924 = NA) OR (IR_retnet#94038924 = null)) THEN null ELSE cast(IR_retnet#94038924 as float) END AS IR_retnet#94039363, ... 2 more fields]
: +- FileScan csv [cap#94038901,retIC#94038902,resretIC#94038903,numcos#94038904,numdates#94038905,annual_bmret#94038906,annual_ret#94038907,std_ret#94038908,Sharpe_ret#94038909,PctPos_ret#94038910,TR_ret#94038911,IR_ret#94038912,annual_resret#94038913,std_resret#94038914,Sharpe_resret#94038915,PctPos_resret#94038916,TR_resret#94038917,IR_resret#94038918,annual_retnet#94038919,std_retnet#94038920,Sharpe_retnet#94038921,PctPos_retnet#94038922,TR_retnet#94038923,IR_retnet#94038924,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7508654]
+- *(1) Project [annual_ret#94039229 AS ret_small#94042381]
+- *(1) Filter (isnotnull(cap#94039127) AND (cap#94039127 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94039229, cap#94039127], [isnotnull(cap#94039127), (cap#94039127 = 3.0)]
+- InMemoryRelation [cap#94039127, retIC#94039147, resretIC#94039148, numcos#94039149, numdates#94039150, annual_bmret#94039227, annual_ret#94039229, std_ret#94039230, Sharpe_ret#94039243, PctPos_ret#94039244, TR_ret#94039245, IR_ret#94039258, annual_resret#94039271, std_resret#94039272, Sharpe_resret#94039273, PctPos_resret#94039286, TR_resret#94039287, IR_resret#94039288, annual_retnet#94039301, std_retnet#94039302, Sharpe_retnet#94039360, PctPos_retnet#94039361, TR_retnet#94039362, IR_retnet#94039363, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94038901 = NA) OR (cap#94038901 = null)) THEN null ELSE cast(cap#94038901 as float) END AS cap#94039127, CASE WHEN ((retIC#94038902 = NA) OR (retIC#94038902 = null)) THEN null ELSE cast(retIC#94038902 as float) END AS retIC#94039147, CASE WHEN ((resretIC#94038903 = NA) OR (resretIC#94038903 = null)) THEN null ELSE cast(resretIC#94038903 as float) END AS resretIC#94039148, CASE WHEN ((numcos#94038904 = NA) OR (numcos#94038904 = null)) THEN null ELSE cast(numcos#94038904 as float) END AS numcos#94039149, CASE WHEN ((numdates#94038905 = NA) OR (numdates#94038905 = null)) THEN null ELSE cast(numdates#94038905 as int) END AS numdates#94039150, CASE WHEN ((annual_bmret#94038906 = NA) OR (annual_bmret#94038906 = null)) THEN null ELSE cast(annual_bmret#94038906 as float) END AS annual_bmret#94039227, CASE WHEN ((annual_ret#94038907 = NA) OR (annual_ret#94038907 = null)) THEN null ELSE cast(annual_ret#94038907 as float) END AS annual_ret#94039229, CASE WHEN ((std_ret#94038908 = NA) OR (std_ret#94038908 = null)) THEN null ELSE cast(std_ret#94038908 as float) END AS std_ret#94039230, CASE WHEN ((Sharpe_ret#94038909 = NA) OR (Sharpe_ret#94038909 = null)) THEN null ELSE cast(Sharpe_ret#94038909 as float) END AS Sharpe_ret#94039243, CASE WHEN ((PctPos_ret#94038910 = NA) OR (PctPos_ret#94038910 = null)) THEN null ELSE cast(PctPos_ret#94038910 as float) END AS PctPos_ret#94039244, CASE WHEN ((TR_ret#94038911 = NA) OR (TR_ret#94038911 = null)) THEN null ELSE cast(TR_ret#94038911 as float) END AS TR_ret#94039245, CASE WHEN ((IR_ret#94038912 = NA) OR (IR_ret#94038912 = null)) THEN null ELSE cast(IR_ret#94038912 as float) END AS IR_ret#94039258, CASE WHEN ((annual_resret#94038913 = NA) OR (annual_resret#94038913 = null)) THEN null ELSE cast(annual_resret#94038913 as float) END AS annual_resret#94039271, CASE WHEN ((std_resret#94038914 = NA) OR (std_resret#94038914 = null)) THEN null ELSE cast(std_resret#94038914 as float) END AS std_resret#94039272, CASE WHEN ((Sharpe_resret#94038915 = NA) OR (Sharpe_resret#94038915 = null)) THEN null ELSE cast(Sharpe_resret#94038915 as float) END AS Sharpe_resret#94039273, CASE WHEN ((PctPos_resret#94038916 = NA) OR (PctPos_resret#94038916 = null)) THEN null ELSE cast(PctPos_resret#94038916 as float) END AS PctPos_resret#94039286, CASE WHEN ((TR_resret#94038917 = NA) OR (TR_resret#94038917 = null)) THEN null ELSE cast(TR_resret#94038917 as float) END AS TR_resret#94039287, CASE WHEN ((IR_resret#94038918 = NA) OR (IR_resret#94038918 = null)) THEN null ELSE cast(IR_resret#94038918 as float) END AS IR_resret#94039288, CASE WHEN ((annual_retnet#94038919 = NA) OR (annual_retnet#94038919 = null)) THEN null ELSE cast(annual_retnet#94038919 as float) END AS annual_retnet#94039301, CASE WHEN ((std_retnet#94038920 = NA) OR (std_retnet#94038920 = null)) THEN null ELSE cast(std_retnet#94038920 as float) END AS std_retnet#94039302, CASE WHEN ((Sharpe_retnet#94038921 = NA) OR (Sharpe_retnet#94038921 = null)) THEN null ELSE cast(Sharpe_retnet#94038921 as float) END AS Sharpe_retnet#94039360, CASE WHEN ((PctPos_retnet#94038922 = NA) OR (PctPos_retnet#94038922 = null)) THEN null ELSE cast(PctPos_retnet#94038922 as float) END AS PctPos_retnet#94039361, CASE WHEN ((TR_retnet#94038923 = NA) OR (TR_retnet#94038923 = null)) THEN null ELSE cast(TR_retnet#94038923 as float) END AS TR_retnet#94039362, CASE WHEN ((IR_retnet#94038924 = NA) OR (IR_retnet#94038924 = null)) THEN null ELSE cast(IR_retnet#94038924 as float) END AS IR_retnet#94039363, ... 2 more fields]
+- FileScan csv [cap#94038901,retIC#94038902,resretIC#94038903,numcos#94038904,numdates#94038905,annual_bmret#94038906,annual_ret#94038907,std_ret#94038908,Sharpe_ret#94038909,PctPos_ret#94038910,TR_ret#94038911,IR_ret#94038912,annual_resret#94038913,std_resret#94038914,Sharpe_resret#94038915,PctPos_resret#94038916,TR_resret#94038917,IR_resret#94038918,annual_retnet#94038919,std_retnet#94038920,Sharpe_retnet#94038921,PctPos_retnet#94038922,TR_retnet#94038923,IR_retnet#94038924,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94039229, cap#94039127]
Arguments: [annual_ret#94039229, cap#94039127], [isnotnull(cap#94039127), (cap#94039127 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94039127, retIC#94039147, resretIC#94039148, numcos#94039149, numdates#94039150, annual_bmret#94039227, annual_ret#94039229, std_ret#94039230, Sharpe_ret#94039243, PctPos_ret#94039244, TR_ret#94039245, IR_ret#94039258, annual_resret#94039271, std_resret#94039272, Sharpe_resret#94039273, PctPos_resret#94039286, TR_resret#94039287, IR_resret#94039288, annual_retnet#94039301, std_retnet#94039302, Sharpe_retnet#94039360, PctPos_retnet#94039361, TR_retnet#94039362, IR_retnet#94039363, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94038901 = NA) OR (cap#94038901 = null)) THEN null ELSE cast(cap#94038901 as float) END AS cap#94039127, CASE WHEN ((retIC#94038902 = NA) OR (retIC#94038902 = null)) THEN null ELSE cast(retIC#94038902 as float) END AS retIC#94039147, CASE WHEN ((resretIC#94038903 = NA) OR (resretIC#94038903 = null)) THEN null ELSE cast(resretIC#94038903 as float) END AS resretIC#94039148, CASE WHEN ((numcos#94038904 = NA) OR (numcos#94038904 = null)) THEN null ELSE cast(numcos#94038904 as float) END AS numcos#94039149, CASE WHEN ((numdates#94038905 = NA) OR (numdates#94038905 = null)) THEN null ELSE cast(numdates#94038905 as int) END AS numdates#94039150, CASE WHEN ((annual_bmret#94038906 = NA) OR (annual_bmret#94038906 = null)) THEN null ELSE cast(annual_bmret#94038906 as float) END AS annual_bmret#94039227, CASE WHEN ((annual_ret#94038907 = NA) OR (annual_ret#94038907 = null)) THEN null ELSE cast(annual_ret#94038907 as float) END AS annual_ret#94039229, CASE WHEN ((std_ret#94038908 = NA) OR (std_ret#94038908 = null)) THEN null ELSE cast(std_ret#94038908 as float) END AS std_ret#94039230, CASE WHEN ((Sharpe_ret#94038909 = NA) OR (Sharpe_ret#94038909 = null)) THEN null ELSE cast(Sharpe_ret#94038909 as float) END AS Sharpe_ret#94039243, CASE WHEN ((PctPos_ret#94038910 = NA) OR (PctPos_ret#94038910 = null)) THEN null ELSE cast(PctPos_ret#94038910 as float) END AS PctPos_ret#94039244, CASE WHEN ((TR_ret#94038911 = NA) OR (TR_ret#94038911 = null)) THEN null ELSE cast(TR_ret#94038911 as float) END AS TR_ret#94039245, CASE WHEN ((IR_ret#94038912 = NA) OR (IR_ret#94038912 = null)) THEN null ELSE cast(IR_ret#94038912 as float) END AS IR_ret#94039258, CASE WHEN ((annual_resret#94038913 = NA) OR (annual_resret#94038913 = null)) THEN null ELSE cast(annual_resret#94038913 as float) END AS annual_resret#94039271, CASE WHEN ((std_resret#94038914 = NA) OR (std_resret#94038914 = null)) THEN null ELSE cast(std_resret#94038914 as float) END AS std_resret#94039272, CASE WHEN ((Sharpe_resret#94038915 = NA) OR (Sharpe_resret#94038915 = null)) THEN null ELSE cast(Sharpe_resret#94038915 as float) END AS Sharpe_resret#94039273, CASE WHEN ((PctPos_resret#94038916 = NA) OR (PctPos_resret#94038916 = null)) THEN null ELSE cast(PctPos_resret#94038916 as float) END AS PctPos_resret#94039286, CASE WHEN ((TR_resret#94038917 = NA) OR (TR_resret#94038917 = null)) THEN null ELSE cast(TR_resret#94038917 as float) END AS TR_resret#94039287, CASE WHEN ((IR_resret#94038918 = NA) OR (IR_resret#94038918 = null)) THEN null ELSE cast(IR_resret#94038918 as float) END AS IR_resret#94039288, CASE WHEN ((annual_retnet#94038919 = NA) OR (annual_retnet#94038919 = null)) THEN null ELSE cast(annual_retnet#94038919 as float) END AS annual_retnet#94039301, CASE WHEN ((std_retnet#94038920 = NA) OR (std_retnet#94038920 = null)) THEN null ELSE cast(std_retnet#94038920 as float) END AS std_retnet#94039302, CASE WHEN ((Sharpe_retnet#94038921 = NA) OR (Sharpe_retnet#94038921 = null)) THEN null ELSE cast(Sharpe_retnet#94038921 as float) END AS Sharpe_retnet#94039360, CASE WHEN ((PctPos_retnet#94038922 = NA) OR (PctPos_retnet#94038922 = null)) THEN null ELSE cast(PctPos_retnet#94038922 as float) END AS PctPos_retnet#94039361, CASE WHEN ((TR_retnet#94038923 = NA) OR (TR_retnet#94038923 = null)) THEN null ELSE cast(TR_retnet#94038923 as float) END AS TR_retnet#94039362, CASE WHEN ((IR_retnet#94038924 = NA) OR (IR_retnet#94038924 = null)) THEN null ELSE cast(IR_retnet#94038924 as float) END AS IR_retnet#94039363, ... 2 more fields]
+- FileScan csv [cap#94038901,retIC#94038902,resretIC#94038903,numcos#94038904,numdates#94038905,annual_bmret#94038906,annual_ret#94038907,std_ret#94038908,Sharpe_ret#94038909,PctPos_ret#94038910,TR_ret#94038911,IR_ret#94038912,annual_resret#94038913,std_resret#94038914,Sharpe_resret#94038915,PctPos_resret#94038916,TR_resret#94038917,IR_resret#94038918,annual_retnet#94038919,std_retnet#94038920,Sharpe_retnet#94038921,PctPos_retnet#94038922,TR_retnet#94038923,IR_retnet#94038924,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94038901, retIC#94038902, resretIC#94038903, numcos#94038904, numdates#94038905, annual_bmret#94038906, annual_ret#94038907, std_ret#94038908, Sharpe_ret#94038909, PctPos_ret#94038910, TR_ret#94038911, IR_ret#94038912, annual_resret#94038913, std_resret#94038914, Sharpe_resret#94038915, PctPos_resret#94038916, TR_resret#94038917, IR_resret#94038918, annual_retnet#94038919, std_retnet#94038920, Sharpe_retnet#94038921, PctPos_retnet#94038922, TR_retnet#94038923, IR_retnet#94038924, turnover#94038925, coverage#94038926]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/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#94038901 = NA) OR (cap#94038901 = null)) THEN null ELSE cast(cap#94038901 as float) END AS cap#94039127, CASE WHEN ((retIC#94038902 = NA) OR (retIC#94038902 = null)) THEN null ELSE cast(retIC#94038902 as float) END AS retIC#94039147, CASE WHEN ((resretIC#94038903 = NA) OR (resretIC#94038903 = null)) THEN null ELSE cast(resretIC#94038903 as float) END AS resretIC#94039148, CASE WHEN ((numcos#94038904 = NA) OR (numcos#94038904 = null)) THEN null ELSE cast(numcos#94038904 as float) END AS numcos#94039149, CASE WHEN ((numdates#94038905 = NA) OR (numdates#94038905 = null)) THEN null ELSE cast(numdates#94038905 as int) END AS numdates#94039150, CASE WHEN ((annual_bmret#94038906 = NA) OR (annual_bmret#94038906 = null)) THEN null ELSE cast(annual_bmret#94038906 as float) END AS annual_bmret#94039227, CASE WHEN ((annual_ret#94038907 = NA) OR (annual_ret#94038907 = null)) THEN null ELSE cast(annual_ret#94038907 as float) END AS annual_ret#94039229, CASE WHEN ((std_ret#94038908 = NA) OR (std_ret#94038908 = null)) THEN null ELSE cast(std_ret#94038908 as float) END AS std_ret#94039230, CASE WHEN ((Sharpe_ret#94038909 = NA) OR (Sharpe_ret#94038909 = null)) THEN null ELSE cast(Sharpe_ret#94038909 as float) END AS Sharpe_ret#94039243, CASE WHEN ((PctPos_ret#94038910 = NA) OR (PctPos_ret#94038910 = null)) THEN null ELSE cast(PctPos_ret#94038910 as float) END AS PctPos_ret#94039244, CASE WHEN ((TR_ret#94038911 = NA) OR (TR_ret#94038911 = null)) THEN null ELSE cast(TR_ret#94038911 as float) END AS TR_ret#94039245, CASE WHEN ((IR_ret#94038912 = NA) OR (IR_ret#94038912 = null)) THEN null ELSE cast(IR_ret#94038912 as float) END AS IR_ret#94039258, CASE WHEN ((annual_resret#94038913 = NA) OR (annual_resret#94038913 = null)) THEN null ELSE cast(annual_resret#94038913 as float) END AS annual_resret#94039271, CASE WHEN ((std_resret#94038914 = NA) OR (std_resret#94038914 = null)) THEN null ELSE cast(std_resret#94038914 as float) END AS std_resret#94039272, CASE WHEN ((Sharpe_resret#94038915 = NA) OR (Sharpe_resret#94038915 = null)) THEN null ELSE cast(Sharpe_resret#94038915 as float) END AS Sharpe_resret#94039273, CASE WHEN ((PctPos_resret#94038916 = NA) OR (PctPos_resret#94038916 = null)) THEN null ELSE cast(PctPos_resret#94038916 as float) END AS PctPos_resret#94039286, CASE WHEN ((TR_resret#94038917 = NA) OR (TR_resret#94038917 = null)) THEN null ELSE cast(TR_resret#94038917 as float) END AS TR_resret#94039287, CASE WHEN ((IR_resret#94038918 = NA) OR (IR_resret#94038918 = null)) THEN null ELSE cast(IR_resret#94038918 as float) END AS IR_resret#94039288, CASE WHEN ((annual_retnet#94038919 = NA) OR (annual_retnet#94038919 = null)) THEN null ELSE cast(annual_retnet#94038919 as float) END AS annual_retnet#94039301, CASE WHEN ((std_retnet#94038920 = NA) OR (std_retnet#94038920 = null)) THEN null ELSE cast(std_retnet#94038920 as float) END AS std_retnet#94039302, CASE WHEN ((Sharpe_retnet#94038921 = NA) OR (Sharpe_retnet#94038921 = null)) THEN null ELSE cast(Sharpe_retnet#94038921 as float) END AS Sharpe_retnet#94039360, CASE WHEN ((PctPos_retnet#94038922 = NA) OR (PctPos_retnet#94038922 = null)) THEN null ELSE cast(PctPos_retnet#94038922 as float) END AS PctPos_retnet#94039361, CASE WHEN ((TR_retnet#94038923 = NA) OR (TR_retnet#94038923 = null)) THEN null ELSE cast(TR_retnet#94038923 as float) END AS TR_retnet#94039362, CASE WHEN ((IR_retnet#94038924 = NA) OR (IR_retnet#94038924 = null)) THEN null ELSE cast(IR_retnet#94038924 as float) END AS IR_retnet#94039363, CASE WHEN ((turnover#94038925 = NA) OR (turnover#94038925 = null)) THEN null ELSE cast(turnover#94038925 as float) END AS turnover#94039377, CASE WHEN ((coverage#94038926 = NA) OR (coverage#94038926 = null)) THEN null ELSE cast(coverage#94038926 as float) END AS coverage#94039379]
Input [26]: [cap#94038901, retIC#94038902, resretIC#94038903, numcos#94038904, numdates#94038905, annual_bmret#94038906, annual_ret#94038907, std_ret#94038908, Sharpe_ret#94038909, PctPos_ret#94038910, TR_ret#94038911, IR_ret#94038912, annual_resret#94038913, std_resret#94038914, Sharpe_resret#94038915, PctPos_resret#94038916, TR_resret#94038917, IR_resret#94038918, annual_retnet#94038919, std_retnet#94038920, Sharpe_retnet#94038921, PctPos_retnet#94038922, TR_retnet#94038923, IR_retnet#94038924, turnover#94038925, coverage#94038926]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94039229, cap#94039127]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94039229, cap#94039127]
Condition : (isnotnull(cap#94039127) AND (cap#94039127 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94039229 AS ret_large#94042323]
Input [2]: [annual_ret#94039229, cap#94039127]
(10) InMemoryTableScan
Output [2]: [annual_ret#94039229, cap#94039127]
Arguments: [annual_ret#94039229, cap#94039127], [isnotnull(cap#94039127), (cap#94039127 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94039127, retIC#94039147, resretIC#94039148, numcos#94039149, numdates#94039150, annual_bmret#94039227, annual_ret#94039229, std_ret#94039230, Sharpe_ret#94039243, PctPos_ret#94039244, TR_ret#94039245, IR_ret#94039258, annual_resret#94039271, std_resret#94039272, Sharpe_resret#94039273, PctPos_resret#94039286, TR_resret#94039287, IR_resret#94039288, annual_retnet#94039301, std_retnet#94039302, Sharpe_retnet#94039360, PctPos_retnet#94039361, TR_retnet#94039362, IR_retnet#94039363, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94038901 = NA) OR (cap#94038901 = null)) THEN null ELSE cast(cap#94038901 as float) END AS cap#94039127, CASE WHEN ((retIC#94038902 = NA) OR (retIC#94038902 = null)) THEN null ELSE cast(retIC#94038902 as float) END AS retIC#94039147, CASE WHEN ((resretIC#94038903 = NA) OR (resretIC#94038903 = null)) THEN null ELSE cast(resretIC#94038903 as float) END AS resretIC#94039148, CASE WHEN ((numcos#94038904 = NA) OR (numcos#94038904 = null)) THEN null ELSE cast(numcos#94038904 as float) END AS numcos#94039149, CASE WHEN ((numdates#94038905 = NA) OR (numdates#94038905 = null)) THEN null ELSE cast(numdates#94038905 as int) END AS numdates#94039150, CASE WHEN ((annual_bmret#94038906 = NA) OR (annual_bmret#94038906 = null)) THEN null ELSE cast(annual_bmret#94038906 as float) END AS annual_bmret#94039227, CASE WHEN ((annual_ret#94038907 = NA) OR (annual_ret#94038907 = null)) THEN null ELSE cast(annual_ret#94038907 as float) END AS annual_ret#94039229, CASE WHEN ((std_ret#94038908 = NA) OR (std_ret#94038908 = null)) THEN null ELSE cast(std_ret#94038908 as float) END AS std_ret#94039230, CASE WHEN ((Sharpe_ret#94038909 = NA) OR (Sharpe_ret#94038909 = null)) THEN null ELSE cast(Sharpe_ret#94038909 as float) END AS Sharpe_ret#94039243, CASE WHEN ((PctPos_ret#94038910 = NA) OR (PctPos_ret#94038910 = null)) THEN null ELSE cast(PctPos_ret#94038910 as float) END AS PctPos_ret#94039244, CASE WHEN ((TR_ret#94038911 = NA) OR (TR_ret#94038911 = null)) THEN null ELSE cast(TR_ret#94038911 as float) END AS TR_ret#94039245, CASE WHEN ((IR_ret#94038912 = NA) OR (IR_ret#94038912 = null)) THEN null ELSE cast(IR_ret#94038912 as float) END AS IR_ret#94039258, CASE WHEN ((annual_resret#94038913 = NA) OR (annual_resret#94038913 = null)) THEN null ELSE cast(annual_resret#94038913 as float) END AS annual_resret#94039271, CASE WHEN ((std_resret#94038914 = NA) OR (std_resret#94038914 = null)) THEN null ELSE cast(std_resret#94038914 as float) END AS std_resret#94039272, CASE WHEN ((Sharpe_resret#94038915 = NA) OR (Sharpe_resret#94038915 = null)) THEN null ELSE cast(Sharpe_resret#94038915 as float) END AS Sharpe_resret#94039273, CASE WHEN ((PctPos_resret#94038916 = NA) OR (PctPos_resret#94038916 = null)) THEN null ELSE cast(PctPos_resret#94038916 as float) END AS PctPos_resret#94039286, CASE WHEN ((TR_resret#94038917 = NA) OR (TR_resret#94038917 = null)) THEN null ELSE cast(TR_resret#94038917 as float) END AS TR_resret#94039287, CASE WHEN ((IR_resret#94038918 = NA) OR (IR_resret#94038918 = null)) THEN null ELSE cast(IR_resret#94038918 as float) END AS IR_resret#94039288, CASE WHEN ((annual_retnet#94038919 = NA) OR (annual_retnet#94038919 = null)) THEN null ELSE cast(annual_retnet#94038919 as float) END AS annual_retnet#94039301, CASE WHEN ((std_retnet#94038920 = NA) OR (std_retnet#94038920 = null)) THEN null ELSE cast(std_retnet#94038920 as float) END AS std_retnet#94039302, CASE WHEN ((Sharpe_retnet#94038921 = NA) OR (Sharpe_retnet#94038921 = null)) THEN null ELSE cast(Sharpe_retnet#94038921 as float) END AS Sharpe_retnet#94039360, CASE WHEN ((PctPos_retnet#94038922 = NA) OR (PctPos_retnet#94038922 = null)) THEN null ELSE cast(PctPos_retnet#94038922 as float) END AS PctPos_retnet#94039361, CASE WHEN ((TR_retnet#94038923 = NA) OR (TR_retnet#94038923 = null)) THEN null ELSE cast(TR_retnet#94038923 as float) END AS TR_retnet#94039362, CASE WHEN ((IR_retnet#94038924 = NA) OR (IR_retnet#94038924 = null)) THEN null ELSE cast(IR_retnet#94038924 as float) END AS IR_retnet#94039363, ... 2 more fields]
+- FileScan csv [cap#94038901,retIC#94038902,resretIC#94038903,numcos#94038904,numdates#94038905,annual_bmret#94038906,annual_ret#94038907,std_ret#94038908,Sharpe_ret#94038909,PctPos_ret#94038910,TR_ret#94038911,IR_ret#94038912,annual_resret#94038913,std_resret#94038914,Sharpe_resret#94038915,PctPos_resret#94038916,TR_resret#94038917,IR_resret#94038918,annual_retnet#94038919,std_retnet#94038920,Sharpe_retnet#94038921,PctPos_retnet#94038922,TR_retnet#94038923,IR_retnet#94038924,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., 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#94039229, cap#94039127]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94039229, cap#94039127]
Condition : (isnotnull(cap#94039127) AND (cap#94039127 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94039229 AS ret_small#94042381]
Input [2]: [annual_ret#94039229, cap#94039127]
(15) BroadcastExchange
Input [1]: [ret_small#94042381]
Arguments: IdentityBroadcastMode, [id=#7508654]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94042323, ret_small#94042381, (ret_large#94042323 - ret_small#94042381) AS differential#94042442]
Input [2]: [ret_large#94042323, ret_small#94042381]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94042323, ret_small#94042381, differential#94042442]
(19) CollectLimit
Input [3]: [ret_large#94042323, ret_small#94042381, differential#94042442]
Arguments: 1000000