== Physical Plan ==
CollectLimit (17)
+- * ColumnarToRow (16)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (15)
+- * BroadcastNestedLoopJoin Cross BuildRight (14)
:- * Project (7)
: +- * Filter (6)
: +- * ColumnarToRow (5)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (13)
+- * Project (12)
+- * Filter (11)
+- * ColumnarToRow (10)
+- InMemoryTableScan (8)
+- InMemoryRelation (9)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94342452, ret_small#94342454, differential#94342567]
Arguments: [ret_large#94342452, ret_small#94342454, differential#94342567]
(2) InMemoryRelation
Arguments: [ret_large#94342452, ret_small#94342454, differential#94342567], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94342452, ret_small#94342454, (ret_large#94342452 - ret_small#94342454) AS differential#94342567]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94339350 AS ret_large#94342452]
: +- *(2) Filter (isnotnull(cap#94339344) AND (cap#94339344 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94339350, cap#94339344], [isnotnull(cap#94339344), (cap#94339344 = 1.0)]
: +- InMemoryRelation [cap#94339344, retIC#94339345, resretIC#94339346, numcos#94339347, numdates#94339348, annual_bmret#94339349, annual_ret#94339350, std_ret#94339351, Sharpe_ret#94339352, PctPos_ret#94339353, TR_ret#94339354, IR_ret#94339355, annual_resret#94339357, std_resret#94339358, Sharpe_resret#94339426, PctPos_resret#94339427, TR_resret#94339428, IR_resret#94339440, annual_retnet#94339442, std_retnet#94339443, Sharpe_retnet#94339457, PctPos_retnet#94339471, TR_retnet#94339473, IR_retnet#94339489, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94338977 = NA) OR (cap#94338977 = null)) THEN null ELSE cast(cap#94338977 as float) END AS cap#94339344, CASE WHEN ((retIC#94338978 = NA) OR (retIC#94338978 = null)) THEN null ELSE cast(retIC#94338978 as float) END AS retIC#94339345, CASE WHEN ((resretIC#94338979 = NA) OR (resretIC#94338979 = null)) THEN null ELSE cast(resretIC#94338979 as float) END AS resretIC#94339346, CASE WHEN ((numcos#94338980 = NA) OR (numcos#94338980 = null)) THEN null ELSE cast(numcos#94338980 as float) END AS numcos#94339347, CASE WHEN ((numdates#94338981 = NA) OR (numdates#94338981 = null)) THEN null ELSE cast(numdates#94338981 as int) END AS numdates#94339348, CASE WHEN ((annual_bmret#94338982 = NA) OR (annual_bmret#94338982 = null)) THEN null ELSE cast(annual_bmret#94338982 as float) END AS annual_bmret#94339349, CASE WHEN ((annual_ret#94338983 = NA) OR (annual_ret#94338983 = null)) THEN null ELSE cast(annual_ret#94338983 as float) END AS annual_ret#94339350, CASE WHEN ((std_ret#94338984 = NA) OR (std_ret#94338984 = null)) THEN null ELSE cast(std_ret#94338984 as float) END AS std_ret#94339351, CASE WHEN ((Sharpe_ret#94338985 = NA) OR (Sharpe_ret#94338985 = null)) THEN null ELSE cast(Sharpe_ret#94338985 as float) END AS Sharpe_ret#94339352, CASE WHEN ((PctPos_ret#94338986 = NA) OR (PctPos_ret#94338986 = null)) THEN null ELSE cast(PctPos_ret#94338986 as float) END AS PctPos_ret#94339353, CASE WHEN ((TR_ret#94338987 = NA) OR (TR_ret#94338987 = null)) THEN null ELSE cast(TR_ret#94338987 as float) END AS TR_ret#94339354, CASE WHEN ((IR_ret#94338988 = NA) OR (IR_ret#94338988 = null)) THEN null ELSE cast(IR_ret#94338988 as float) END AS IR_ret#94339355, CASE WHEN ((annual_resret#94338989 = NA) OR (annual_resret#94338989 = null)) THEN null ELSE cast(annual_resret#94338989 as float) END AS annual_resret#94339357, CASE WHEN ((std_resret#94338990 = NA) OR (std_resret#94338990 = null)) THEN null ELSE cast(std_resret#94338990 as float) END AS std_resret#94339358, CASE WHEN ((Sharpe_resret#94338991 = NA) OR (Sharpe_resret#94338991 = null)) THEN null ELSE cast(Sharpe_resret#94338991 as float) END AS Sharpe_resret#94339426, CASE WHEN ((PctPos_resret#94338992 = NA) OR (PctPos_resret#94338992 = null)) THEN null ELSE cast(PctPos_resret#94338992 as float) END AS PctPos_resret#94339427, CASE WHEN ((TR_resret#94338993 = NA) OR (TR_resret#94338993 = null)) THEN null ELSE cast(TR_resret#94338993 as float) END AS TR_resret#94339428, CASE WHEN ((IR_resret#94338994 = NA) OR (IR_resret#94338994 = null)) THEN null ELSE cast(IR_resret#94338994 as float) END AS IR_resret#94339440, CASE WHEN ((annual_retnet#94338995 = NA) OR (annual_retnet#94338995 = null)) THEN null ELSE cast(annual_retnet#94338995 as float) END AS annual_retnet#94339442, CASE WHEN ((std_retnet#94338996 = NA) OR (std_retnet#94338996 = null)) THEN null ELSE cast(std_retnet#94338996 as float) END AS std_retnet#94339443, CASE WHEN ((Sharpe_retnet#94338997 = NA) OR (Sharpe_retnet#94338997 = null)) THEN null ELSE cast(Sharpe_retnet#94338997 as float) END AS Sharpe_retnet#94339457, CASE WHEN ((PctPos_retnet#94338998 = NA) OR (PctPos_retnet#94338998 = null)) THEN null ELSE cast(PctPos_retnet#94338998 as float) END AS PctPos_retnet#94339471, CASE WHEN ((TR_retnet#94338999 = NA) OR (TR_retnet#94338999 = null)) THEN null ELSE cast(TR_retnet#94338999 as float) END AS TR_retnet#94339473, CASE WHEN ((IR_retnet#94339000 = NA) OR (IR_retnet#94339000 = null)) THEN null ELSE cast(IR_retnet#94339000 as float) END AS IR_retnet#94339489, ... 2 more fields]
: +- FileScan csv [cap#94338977,retIC#94338978,resretIC#94338979,numcos#94338980,numdates#94338981,annual_bmret#94338982,annual_ret#94338983,std_ret#94338984,Sharpe_ret#94338985,PctPos_ret#94338986,TR_ret#94338987,IR_ret#94338988,annual_resret#94338989,std_resret#94338990,Sharpe_resret#94338991,PctPos_resret#94338992,TR_resret#94338993,IR_resret#94338994,annual_retnet#94338995,std_retnet#94338996,Sharpe_retnet#94338997,PctPos_retnet#94338998,TR_retnet#94338999,IR_retnet#94339000,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7532622]
+- *(1) Project [annual_ret#94339350 AS ret_small#94342454]
+- *(1) Filter (isnotnull(cap#94339344) AND (cap#94339344 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94339350, cap#94339344], [isnotnull(cap#94339344), (cap#94339344 = 3.0)]
+- InMemoryRelation [cap#94339344, retIC#94339345, resretIC#94339346, numcos#94339347, numdates#94339348, annual_bmret#94339349, annual_ret#94339350, std_ret#94339351, Sharpe_ret#94339352, PctPos_ret#94339353, TR_ret#94339354, IR_ret#94339355, annual_resret#94339357, std_resret#94339358, Sharpe_resret#94339426, PctPos_resret#94339427, TR_resret#94339428, IR_resret#94339440, annual_retnet#94339442, std_retnet#94339443, Sharpe_retnet#94339457, PctPos_retnet#94339471, TR_retnet#94339473, IR_retnet#94339489, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94338977 = NA) OR (cap#94338977 = null)) THEN null ELSE cast(cap#94338977 as float) END AS cap#94339344, CASE WHEN ((retIC#94338978 = NA) OR (retIC#94338978 = null)) THEN null ELSE cast(retIC#94338978 as float) END AS retIC#94339345, CASE WHEN ((resretIC#94338979 = NA) OR (resretIC#94338979 = null)) THEN null ELSE cast(resretIC#94338979 as float) END AS resretIC#94339346, CASE WHEN ((numcos#94338980 = NA) OR (numcos#94338980 = null)) THEN null ELSE cast(numcos#94338980 as float) END AS numcos#94339347, CASE WHEN ((numdates#94338981 = NA) OR (numdates#94338981 = null)) THEN null ELSE cast(numdates#94338981 as int) END AS numdates#94339348, CASE WHEN ((annual_bmret#94338982 = NA) OR (annual_bmret#94338982 = null)) THEN null ELSE cast(annual_bmret#94338982 as float) END AS annual_bmret#94339349, CASE WHEN ((annual_ret#94338983 = NA) OR (annual_ret#94338983 = null)) THEN null ELSE cast(annual_ret#94338983 as float) END AS annual_ret#94339350, CASE WHEN ((std_ret#94338984 = NA) OR (std_ret#94338984 = null)) THEN null ELSE cast(std_ret#94338984 as float) END AS std_ret#94339351, CASE WHEN ((Sharpe_ret#94338985 = NA) OR (Sharpe_ret#94338985 = null)) THEN null ELSE cast(Sharpe_ret#94338985 as float) END AS Sharpe_ret#94339352, CASE WHEN ((PctPos_ret#94338986 = NA) OR (PctPos_ret#94338986 = null)) THEN null ELSE cast(PctPos_ret#94338986 as float) END AS PctPos_ret#94339353, CASE WHEN ((TR_ret#94338987 = NA) OR (TR_ret#94338987 = null)) THEN null ELSE cast(TR_ret#94338987 as float) END AS TR_ret#94339354, CASE WHEN ((IR_ret#94338988 = NA) OR (IR_ret#94338988 = null)) THEN null ELSE cast(IR_ret#94338988 as float) END AS IR_ret#94339355, CASE WHEN ((annual_resret#94338989 = NA) OR (annual_resret#94338989 = null)) THEN null ELSE cast(annual_resret#94338989 as float) END AS annual_resret#94339357, CASE WHEN ((std_resret#94338990 = NA) OR (std_resret#94338990 = null)) THEN null ELSE cast(std_resret#94338990 as float) END AS std_resret#94339358, CASE WHEN ((Sharpe_resret#94338991 = NA) OR (Sharpe_resret#94338991 = null)) THEN null ELSE cast(Sharpe_resret#94338991 as float) END AS Sharpe_resret#94339426, CASE WHEN ((PctPos_resret#94338992 = NA) OR (PctPos_resret#94338992 = null)) THEN null ELSE cast(PctPos_resret#94338992 as float) END AS PctPos_resret#94339427, CASE WHEN ((TR_resret#94338993 = NA) OR (TR_resret#94338993 = null)) THEN null ELSE cast(TR_resret#94338993 as float) END AS TR_resret#94339428, CASE WHEN ((IR_resret#94338994 = NA) OR (IR_resret#94338994 = null)) THEN null ELSE cast(IR_resret#94338994 as float) END AS IR_resret#94339440, CASE WHEN ((annual_retnet#94338995 = NA) OR (annual_retnet#94338995 = null)) THEN null ELSE cast(annual_retnet#94338995 as float) END AS annual_retnet#94339442, CASE WHEN ((std_retnet#94338996 = NA) OR (std_retnet#94338996 = null)) THEN null ELSE cast(std_retnet#94338996 as float) END AS std_retnet#94339443, CASE WHEN ((Sharpe_retnet#94338997 = NA) OR (Sharpe_retnet#94338997 = null)) THEN null ELSE cast(Sharpe_retnet#94338997 as float) END AS Sharpe_retnet#94339457, CASE WHEN ((PctPos_retnet#94338998 = NA) OR (PctPos_retnet#94338998 = null)) THEN null ELSE cast(PctPos_retnet#94338998 as float) END AS PctPos_retnet#94339471, CASE WHEN ((TR_retnet#94338999 = NA) OR (TR_retnet#94338999 = null)) THEN null ELSE cast(TR_retnet#94338999 as float) END AS TR_retnet#94339473, CASE WHEN ((IR_retnet#94339000 = NA) OR (IR_retnet#94339000 = null)) THEN null ELSE cast(IR_retnet#94339000 as float) END AS IR_retnet#94339489, ... 2 more fields]
+- FileScan csv [cap#94338977,retIC#94338978,resretIC#94338979,numcos#94338980,numdates#94338981,annual_bmret#94338982,annual_ret#94338983,std_ret#94338984,Sharpe_ret#94338985,PctPos_ret#94338986,TR_ret#94338987,IR_ret#94338988,annual_resret#94338989,std_resret#94338990,Sharpe_resret#94338991,PctPos_resret#94338992,TR_resret#94338993,IR_resret#94338994,annual_retnet#94338995,std_retnet#94338996,Sharpe_retnet#94338997,PctPos_retnet#94338998,TR_retnet#94338999,IR_retnet#94339000,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94339350, cap#94339344]
Arguments: [annual_ret#94339350, cap#94339344], [isnotnull(cap#94339344), (cap#94339344 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94339344, retIC#94339345, resretIC#94339346, numcos#94339347, numdates#94339348, annual_bmret#94339349, annual_ret#94339350, std_ret#94339351, Sharpe_ret#94339352, PctPos_ret#94339353, TR_ret#94339354, IR_ret#94339355, annual_resret#94339357, std_resret#94339358, Sharpe_resret#94339426, PctPos_resret#94339427, TR_resret#94339428, IR_resret#94339440, annual_retnet#94339442, std_retnet#94339443, Sharpe_retnet#94339457, PctPos_retnet#94339471, TR_retnet#94339473, IR_retnet#94339489, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94338977 = NA) OR (cap#94338977 = null)) THEN null ELSE cast(cap#94338977 as float) END AS cap#94339344, CASE WHEN ((retIC#94338978 = NA) OR (retIC#94338978 = null)) THEN null ELSE cast(retIC#94338978 as float) END AS retIC#94339345, CASE WHEN ((resretIC#94338979 = NA) OR (resretIC#94338979 = null)) THEN null ELSE cast(resretIC#94338979 as float) END AS resretIC#94339346, CASE WHEN ((numcos#94338980 = NA) OR (numcos#94338980 = null)) THEN null ELSE cast(numcos#94338980 as float) END AS numcos#94339347, CASE WHEN ((numdates#94338981 = NA) OR (numdates#94338981 = null)) THEN null ELSE cast(numdates#94338981 as int) END AS numdates#94339348, CASE WHEN ((annual_bmret#94338982 = NA) OR (annual_bmret#94338982 = null)) THEN null ELSE cast(annual_bmret#94338982 as float) END AS annual_bmret#94339349, CASE WHEN ((annual_ret#94338983 = NA) OR (annual_ret#94338983 = null)) THEN null ELSE cast(annual_ret#94338983 as float) END AS annual_ret#94339350, CASE WHEN ((std_ret#94338984 = NA) OR (std_ret#94338984 = null)) THEN null ELSE cast(std_ret#94338984 as float) END AS std_ret#94339351, CASE WHEN ((Sharpe_ret#94338985 = NA) OR (Sharpe_ret#94338985 = null)) THEN null ELSE cast(Sharpe_ret#94338985 as float) END AS Sharpe_ret#94339352, CASE WHEN ((PctPos_ret#94338986 = NA) OR (PctPos_ret#94338986 = null)) THEN null ELSE cast(PctPos_ret#94338986 as float) END AS PctPos_ret#94339353, CASE WHEN ((TR_ret#94338987 = NA) OR (TR_ret#94338987 = null)) THEN null ELSE cast(TR_ret#94338987 as float) END AS TR_ret#94339354, CASE WHEN ((IR_ret#94338988 = NA) OR (IR_ret#94338988 = null)) THEN null ELSE cast(IR_ret#94338988 as float) END AS IR_ret#94339355, CASE WHEN ((annual_resret#94338989 = NA) OR (annual_resret#94338989 = null)) THEN null ELSE cast(annual_resret#94338989 as float) END AS annual_resret#94339357, CASE WHEN ((std_resret#94338990 = NA) OR (std_resret#94338990 = null)) THEN null ELSE cast(std_resret#94338990 as float) END AS std_resret#94339358, CASE WHEN ((Sharpe_resret#94338991 = NA) OR (Sharpe_resret#94338991 = null)) THEN null ELSE cast(Sharpe_resret#94338991 as float) END AS Sharpe_resret#94339426, CASE WHEN ((PctPos_resret#94338992 = NA) OR (PctPos_resret#94338992 = null)) THEN null ELSE cast(PctPos_resret#94338992 as float) END AS PctPos_resret#94339427, CASE WHEN ((TR_resret#94338993 = NA) OR (TR_resret#94338993 = null)) THEN null ELSE cast(TR_resret#94338993 as float) END AS TR_resret#94339428, CASE WHEN ((IR_resret#94338994 = NA) OR (IR_resret#94338994 = null)) THEN null ELSE cast(IR_resret#94338994 as float) END AS IR_resret#94339440, CASE WHEN ((annual_retnet#94338995 = NA) OR (annual_retnet#94338995 = null)) THEN null ELSE cast(annual_retnet#94338995 as float) END AS annual_retnet#94339442, CASE WHEN ((std_retnet#94338996 = NA) OR (std_retnet#94338996 = null)) THEN null ELSE cast(std_retnet#94338996 as float) END AS std_retnet#94339443, CASE WHEN ((Sharpe_retnet#94338997 = NA) OR (Sharpe_retnet#94338997 = null)) THEN null ELSE cast(Sharpe_retnet#94338997 as float) END AS Sharpe_retnet#94339457, CASE WHEN ((PctPos_retnet#94338998 = NA) OR (PctPos_retnet#94338998 = null)) THEN null ELSE cast(PctPos_retnet#94338998 as float) END AS PctPos_retnet#94339471, CASE WHEN ((TR_retnet#94338999 = NA) OR (TR_retnet#94338999 = null)) THEN null ELSE cast(TR_retnet#94338999 as float) END AS TR_retnet#94339473, CASE WHEN ((IR_retnet#94339000 = NA) OR (IR_retnet#94339000 = null)) THEN null ELSE cast(IR_retnet#94339000 as float) END AS IR_retnet#94339489, ... 2 more fields]
+- FileScan csv [cap#94338977,retIC#94338978,resretIC#94338979,numcos#94338980,numdates#94338981,annual_bmret#94338982,annual_ret#94338983,std_ret#94338984,Sharpe_ret#94338985,PctPos_ret#94338986,TR_ret#94338987,IR_ret#94338988,annual_resret#94338989,std_resret#94338990,Sharpe_resret#94338991,PctPos_resret#94338992,TR_resret#94338993,IR_resret#94338994,annual_retnet#94338995,std_retnet#94338996,Sharpe_retnet#94338997,PctPos_retnet#94338998,TR_retnet#94338999,IR_retnet#94339000,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(unknown) Scan csv
Output [26]: [cap#94338977, retIC#94338978, resretIC#94338979, numcos#94338980, numdates#94338981, annual_bmret#94338982, annual_ret#94338983, std_ret#94338984, Sharpe_ret#94338985, PctPos_ret#94338986, TR_ret#94338987, IR_ret#94338988, annual_resret#94338989, std_resret#94338990, Sharpe_resret#94338991, PctPos_resret#94338992, TR_resret#94338993, IR_resret#94338994, annual_retnet#94338995, std_retnet#94338996, Sharpe_retnet#94338997, PctPos_retnet#94338998, TR_retnet#94338999, IR_retnet#94339000, turnover#94339001, coverage#94339002]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_preearnings/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>
(unknown) Project
Output [26]: [CASE WHEN ((cap#94338977 = NA) OR (cap#94338977 = null)) THEN null ELSE cast(cap#94338977 as float) END AS cap#94339344, CASE WHEN ((retIC#94338978 = NA) OR (retIC#94338978 = null)) THEN null ELSE cast(retIC#94338978 as float) END AS retIC#94339345, CASE WHEN ((resretIC#94338979 = NA) OR (resretIC#94338979 = null)) THEN null ELSE cast(resretIC#94338979 as float) END AS resretIC#94339346, CASE WHEN ((numcos#94338980 = NA) OR (numcos#94338980 = null)) THEN null ELSE cast(numcos#94338980 as float) END AS numcos#94339347, CASE WHEN ((numdates#94338981 = NA) OR (numdates#94338981 = null)) THEN null ELSE cast(numdates#94338981 as int) END AS numdates#94339348, CASE WHEN ((annual_bmret#94338982 = NA) OR (annual_bmret#94338982 = null)) THEN null ELSE cast(annual_bmret#94338982 as float) END AS annual_bmret#94339349, CASE WHEN ((annual_ret#94338983 = NA) OR (annual_ret#94338983 = null)) THEN null ELSE cast(annual_ret#94338983 as float) END AS annual_ret#94339350, CASE WHEN ((std_ret#94338984 = NA) OR (std_ret#94338984 = null)) THEN null ELSE cast(std_ret#94338984 as float) END AS std_ret#94339351, CASE WHEN ((Sharpe_ret#94338985 = NA) OR (Sharpe_ret#94338985 = null)) THEN null ELSE cast(Sharpe_ret#94338985 as float) END AS Sharpe_ret#94339352, CASE WHEN ((PctPos_ret#94338986 = NA) OR (PctPos_ret#94338986 = null)) THEN null ELSE cast(PctPos_ret#94338986 as float) END AS PctPos_ret#94339353, CASE WHEN ((TR_ret#94338987 = NA) OR (TR_ret#94338987 = null)) THEN null ELSE cast(TR_ret#94338987 as float) END AS TR_ret#94339354, CASE WHEN ((IR_ret#94338988 = NA) OR (IR_ret#94338988 = null)) THEN null ELSE cast(IR_ret#94338988 as float) END AS IR_ret#94339355, CASE WHEN ((annual_resret#94338989 = NA) OR (annual_resret#94338989 = null)) THEN null ELSE cast(annual_resret#94338989 as float) END AS annual_resret#94339357, CASE WHEN ((std_resret#94338990 = NA) OR (std_resret#94338990 = null)) THEN null ELSE cast(std_resret#94338990 as float) END AS std_resret#94339358, CASE WHEN ((Sharpe_resret#94338991 = NA) OR (Sharpe_resret#94338991 = null)) THEN null ELSE cast(Sharpe_resret#94338991 as float) END AS Sharpe_resret#94339426, CASE WHEN ((PctPos_resret#94338992 = NA) OR (PctPos_resret#94338992 = null)) THEN null ELSE cast(PctPos_resret#94338992 as float) END AS PctPos_resret#94339427, CASE WHEN ((TR_resret#94338993 = NA) OR (TR_resret#94338993 = null)) THEN null ELSE cast(TR_resret#94338993 as float) END AS TR_resret#94339428, CASE WHEN ((IR_resret#94338994 = NA) OR (IR_resret#94338994 = null)) THEN null ELSE cast(IR_resret#94338994 as float) END AS IR_resret#94339440, CASE WHEN ((annual_retnet#94338995 = NA) OR (annual_retnet#94338995 = null)) THEN null ELSE cast(annual_retnet#94338995 as float) END AS annual_retnet#94339442, CASE WHEN ((std_retnet#94338996 = NA) OR (std_retnet#94338996 = null)) THEN null ELSE cast(std_retnet#94338996 as float) END AS std_retnet#94339443, CASE WHEN ((Sharpe_retnet#94338997 = NA) OR (Sharpe_retnet#94338997 = null)) THEN null ELSE cast(Sharpe_retnet#94338997 as float) END AS Sharpe_retnet#94339457, CASE WHEN ((PctPos_retnet#94338998 = NA) OR (PctPos_retnet#94338998 = null)) THEN null ELSE cast(PctPos_retnet#94338998 as float) END AS PctPos_retnet#94339471, CASE WHEN ((TR_retnet#94338999 = NA) OR (TR_retnet#94338999 = null)) THEN null ELSE cast(TR_retnet#94338999 as float) END AS TR_retnet#94339473, CASE WHEN ((IR_retnet#94339000 = NA) OR (IR_retnet#94339000 = null)) THEN null ELSE cast(IR_retnet#94339000 as float) END AS IR_retnet#94339489, CASE WHEN ((turnover#94339001 = NA) OR (turnover#94339001 = null)) THEN null ELSE cast(turnover#94339001 as float) END AS turnover#94339491, CASE WHEN ((coverage#94339002 = NA) OR (coverage#94339002 = null)) THEN null ELSE cast(coverage#94339002 as float) END AS coverage#94339505]
Input [26]: [cap#94338977, retIC#94338978, resretIC#94338979, numcos#94338980, numdates#94338981, annual_bmret#94338982, annual_ret#94338983, std_ret#94338984, Sharpe_ret#94338985, PctPos_ret#94338986, TR_ret#94338987, IR_ret#94338988, annual_resret#94338989, std_resret#94338990, Sharpe_resret#94338991, PctPos_resret#94338992, TR_resret#94338993, IR_resret#94338994, annual_retnet#94338995, std_retnet#94338996, Sharpe_retnet#94338997, PctPos_retnet#94338998, TR_retnet#94338999, IR_retnet#94339000, turnover#94339001, coverage#94339002]
(7) Project [codegen id : 2]
Output [1]: [annual_ret#94339350 AS ret_large#94342452]
Input [2]: [annual_ret#94339350, cap#94339344]
(8) InMemoryTableScan
Output [2]: [annual_ret#94339350, cap#94339344]
Arguments: [annual_ret#94339350, cap#94339344], [isnotnull(cap#94339344), (cap#94339344 = 3.0)]
(9) InMemoryRelation
Arguments: [cap#94339344, retIC#94339345, resretIC#94339346, numcos#94339347, numdates#94339348, annual_bmret#94339349, annual_ret#94339350, std_ret#94339351, Sharpe_ret#94339352, PctPos_ret#94339353, TR_ret#94339354, IR_ret#94339355, annual_resret#94339357, std_resret#94339358, Sharpe_resret#94339426, PctPos_resret#94339427, TR_resret#94339428, IR_resret#94339440, annual_retnet#94339442, std_retnet#94339443, Sharpe_retnet#94339457, PctPos_retnet#94339471, TR_retnet#94339473, IR_retnet#94339489, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94338977 = NA) OR (cap#94338977 = null)) THEN null ELSE cast(cap#94338977 as float) END AS cap#94339344, CASE WHEN ((retIC#94338978 = NA) OR (retIC#94338978 = null)) THEN null ELSE cast(retIC#94338978 as float) END AS retIC#94339345, CASE WHEN ((resretIC#94338979 = NA) OR (resretIC#94338979 = null)) THEN null ELSE cast(resretIC#94338979 as float) END AS resretIC#94339346, CASE WHEN ((numcos#94338980 = NA) OR (numcos#94338980 = null)) THEN null ELSE cast(numcos#94338980 as float) END AS numcos#94339347, CASE WHEN ((numdates#94338981 = NA) OR (numdates#94338981 = null)) THEN null ELSE cast(numdates#94338981 as int) END AS numdates#94339348, CASE WHEN ((annual_bmret#94338982 = NA) OR (annual_bmret#94338982 = null)) THEN null ELSE cast(annual_bmret#94338982 as float) END AS annual_bmret#94339349, CASE WHEN ((annual_ret#94338983 = NA) OR (annual_ret#94338983 = null)) THEN null ELSE cast(annual_ret#94338983 as float) END AS annual_ret#94339350, CASE WHEN ((std_ret#94338984 = NA) OR (std_ret#94338984 = null)) THEN null ELSE cast(std_ret#94338984 as float) END AS std_ret#94339351, CASE WHEN ((Sharpe_ret#94338985 = NA) OR (Sharpe_ret#94338985 = null)) THEN null ELSE cast(Sharpe_ret#94338985 as float) END AS Sharpe_ret#94339352, CASE WHEN ((PctPos_ret#94338986 = NA) OR (PctPos_ret#94338986 = null)) THEN null ELSE cast(PctPos_ret#94338986 as float) END AS PctPos_ret#94339353, CASE WHEN ((TR_ret#94338987 = NA) OR (TR_ret#94338987 = null)) THEN null ELSE cast(TR_ret#94338987 as float) END AS TR_ret#94339354, CASE WHEN ((IR_ret#94338988 = NA) OR (IR_ret#94338988 = null)) THEN null ELSE cast(IR_ret#94338988 as float) END AS IR_ret#94339355, CASE WHEN ((annual_resret#94338989 = NA) OR (annual_resret#94338989 = null)) THEN null ELSE cast(annual_resret#94338989 as float) END AS annual_resret#94339357, CASE WHEN ((std_resret#94338990 = NA) OR (std_resret#94338990 = null)) THEN null ELSE cast(std_resret#94338990 as float) END AS std_resret#94339358, CASE WHEN ((Sharpe_resret#94338991 = NA) OR (Sharpe_resret#94338991 = null)) THEN null ELSE cast(Sharpe_resret#94338991 as float) END AS Sharpe_resret#94339426, CASE WHEN ((PctPos_resret#94338992 = NA) OR (PctPos_resret#94338992 = null)) THEN null ELSE cast(PctPos_resret#94338992 as float) END AS PctPos_resret#94339427, CASE WHEN ((TR_resret#94338993 = NA) OR (TR_resret#94338993 = null)) THEN null ELSE cast(TR_resret#94338993 as float) END AS TR_resret#94339428, CASE WHEN ((IR_resret#94338994 = NA) OR (IR_resret#94338994 = null)) THEN null ELSE cast(IR_resret#94338994 as float) END AS IR_resret#94339440, CASE WHEN ((annual_retnet#94338995 = NA) OR (annual_retnet#94338995 = null)) THEN null ELSE cast(annual_retnet#94338995 as float) END AS annual_retnet#94339442, CASE WHEN ((std_retnet#94338996 = NA) OR (std_retnet#94338996 = null)) THEN null ELSE cast(std_retnet#94338996 as float) END AS std_retnet#94339443, CASE WHEN ((Sharpe_retnet#94338997 = NA) OR (Sharpe_retnet#94338997 = null)) THEN null ELSE cast(Sharpe_retnet#94338997 as float) END AS Sharpe_retnet#94339457, CASE WHEN ((PctPos_retnet#94338998 = NA) OR (PctPos_retnet#94338998 = null)) THEN null ELSE cast(PctPos_retnet#94338998 as float) END AS PctPos_retnet#94339471, CASE WHEN ((TR_retnet#94338999 = NA) OR (TR_retnet#94338999 = null)) THEN null ELSE cast(TR_retnet#94338999 as float) END AS TR_retnet#94339473, CASE WHEN ((IR_retnet#94339000 = NA) OR (IR_retnet#94339000 = null)) THEN null ELSE cast(IR_retnet#94339000 as float) END AS IR_retnet#94339489, ... 2 more fields]
+- FileScan csv [cap#94338977,retIC#94338978,resretIC#94338979,numcos#94338980,numdates#94338981,annual_bmret#94338982,annual_ret#94338983,std_ret#94338984,Sharpe_ret#94338985,PctPos_ret#94338986,TR_ret#94338987,IR_ret#94338988,annual_resret#94338989,std_resret#94338990,Sharpe_resret#94338991,PctPos_resret#94338992,TR_resret#94338993,IR_resret#94338994,annual_retnet#94338995,std_retnet#94338996,Sharpe_retnet#94338997,PctPos_retnet#94338998,TR_retnet#94338999,IR_retnet#94339000,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(10) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94339350, cap#94339344]
(11) Filter [codegen id : 1]
Input [2]: [annual_ret#94339350, cap#94339344]
Condition : (isnotnull(cap#94339344) AND (cap#94339344 = 3.0))
(12) Project [codegen id : 1]
Output [1]: [annual_ret#94339350 AS ret_small#94342454]
Input [2]: [annual_ret#94339350, cap#94339344]
(13) BroadcastExchange
Input [1]: [ret_small#94342454]
Arguments: IdentityBroadcastMode, [id=#7532622]
(14) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(15) Project [codegen id : 2]
Output [3]: [ret_large#94342452, ret_small#94342454, (ret_large#94342452 - ret_small#94342454) AS differential#94342567]
Input [2]: [ret_large#94342452, ret_small#94342454]
(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94342452, ret_small#94342454, differential#94342567]
(17) CollectLimit
Input [3]: [ret_large#94342452, ret_small#94342454, differential#94342567]
Arguments: 10000