== 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#94271301, ret_small#94271303, differential#94271389]
Arguments: [ret_large#94271301, ret_small#94271303, differential#94271389]
(2) InMemoryRelation
Arguments: [ret_large#94271301, ret_small#94271303, differential#94271389], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94271301, ret_small#94271303, (ret_large#94271301 - ret_small#94271303) AS differential#94271389]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94268110 AS ret_large#94271301]
: +- *(2) Filter (isnotnull(cap#94268083) AND (cap#94268083 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94268110, cap#94268083], [isnotnull(cap#94268083), (cap#94268083 = 1.0)]
: +- InMemoryRelation [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
: +- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7526885]
+- *(1) Project [annual_ret#94268110 AS ret_small#94271303]
+- *(1) Filter (isnotnull(cap#94268083) AND (cap#94268083 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94268110, cap#94268083], [isnotnull(cap#94268083), (cap#94268083 = 3.0)]
+- InMemoryRelation [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
+- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94268110, cap#94268083]
Arguments: [annual_ret#94268110, cap#94268083], [isnotnull(cap#94268083), (cap#94268083 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
+- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(unknown) Scan csv
Output [26]: [cap#94267827, retIC#94267828, resretIC#94267829, numcos#94267830, numdates#94267831, annual_bmret#94267832, annual_ret#94267833, std_ret#94267834, Sharpe_ret#94267835, PctPos_ret#94267836, TR_ret#94267837, IR_ret#94267838, annual_resret#94267839, std_resret#94267840, Sharpe_resret#94267841, PctPos_resret#94267842, TR_resret#94267843, IR_resret#94267844, annual_retnet#94267845, std_retnet#94267846, Sharpe_retnet#94267847, PctPos_retnet#94267848, TR_retnet#94267849, IR_retnet#94267850, turnover#94267851, coverage#94267852]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal/rev_signal_percentile_r_100/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#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, CASE WHEN ((turnover#94267851 = NA) OR (turnover#94267851 = null)) THEN null ELSE cast(turnover#94267851 as float) END AS turnover#94268355, CASE WHEN ((coverage#94267852 = NA) OR (coverage#94267852 = null)) THEN null ELSE cast(coverage#94267852 as float) END AS coverage#94268356]
Input [26]: [cap#94267827, retIC#94267828, resretIC#94267829, numcos#94267830, numdates#94267831, annual_bmret#94267832, annual_ret#94267833, std_ret#94267834, Sharpe_ret#94267835, PctPos_ret#94267836, TR_ret#94267837, IR_ret#94267838, annual_resret#94267839, std_resret#94267840, Sharpe_resret#94267841, PctPos_resret#94267842, TR_resret#94267843, IR_resret#94267844, annual_retnet#94267845, std_retnet#94267846, Sharpe_retnet#94267847, PctPos_retnet#94267848, TR_retnet#94267849, IR_retnet#94267850, turnover#94267851, coverage#94267852]
(7) Project [codegen id : 2]
Output [1]: [annual_ret#94268110 AS ret_large#94271301]
Input [2]: [annual_ret#94268110, cap#94268083]
(8) InMemoryTableScan
Output [2]: [annual_ret#94268110, cap#94268083]
Arguments: [annual_ret#94268110, cap#94268083], [isnotnull(cap#94268083), (cap#94268083 = 3.0)]
(9) InMemoryRelation
Arguments: [cap#94268083, retIC#94268087, resretIC#94268091, numcos#94268095, numdates#94268100, annual_bmret#94268105, annual_ret#94268110, std_ret#94268114, Sharpe_ret#94268118, PctPos_ret#94268122, TR_ret#94268125, IR_ret#94268127, annual_resret#94268129, std_resret#94268302, Sharpe_resret#94268315, PctPos_resret#94268317, TR_resret#94268331, IR_resret#94268332, annual_retnet#94268346, std_retnet#94268350, Sharpe_retnet#94268351, PctPos_retnet#94268352, TR_retnet#94268353, IR_retnet#94268354, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94267827 = NA) OR (cap#94267827 = null)) THEN null ELSE cast(cap#94267827 as float) END AS cap#94268083, CASE WHEN ((retIC#94267828 = NA) OR (retIC#94267828 = null)) THEN null ELSE cast(retIC#94267828 as float) END AS retIC#94268087, CASE WHEN ((resretIC#94267829 = NA) OR (resretIC#94267829 = null)) THEN null ELSE cast(resretIC#94267829 as float) END AS resretIC#94268091, CASE WHEN ((numcos#94267830 = NA) OR (numcos#94267830 = null)) THEN null ELSE cast(numcos#94267830 as float) END AS numcos#94268095, CASE WHEN ((numdates#94267831 = NA) OR (numdates#94267831 = null)) THEN null ELSE cast(numdates#94267831 as int) END AS numdates#94268100, CASE WHEN ((annual_bmret#94267832 = NA) OR (annual_bmret#94267832 = null)) THEN null ELSE cast(annual_bmret#94267832 as float) END AS annual_bmret#94268105, CASE WHEN ((annual_ret#94267833 = NA) OR (annual_ret#94267833 = null)) THEN null ELSE cast(annual_ret#94267833 as float) END AS annual_ret#94268110, CASE WHEN ((std_ret#94267834 = NA) OR (std_ret#94267834 = null)) THEN null ELSE cast(std_ret#94267834 as float) END AS std_ret#94268114, CASE WHEN ((Sharpe_ret#94267835 = NA) OR (Sharpe_ret#94267835 = null)) THEN null ELSE cast(Sharpe_ret#94267835 as float) END AS Sharpe_ret#94268118, CASE WHEN ((PctPos_ret#94267836 = NA) OR (PctPos_ret#94267836 = null)) THEN null ELSE cast(PctPos_ret#94267836 as float) END AS PctPos_ret#94268122, CASE WHEN ((TR_ret#94267837 = NA) OR (TR_ret#94267837 = null)) THEN null ELSE cast(TR_ret#94267837 as float) END AS TR_ret#94268125, CASE WHEN ((IR_ret#94267838 = NA) OR (IR_ret#94267838 = null)) THEN null ELSE cast(IR_ret#94267838 as float) END AS IR_ret#94268127, CASE WHEN ((annual_resret#94267839 = NA) OR (annual_resret#94267839 = null)) THEN null ELSE cast(annual_resret#94267839 as float) END AS annual_resret#94268129, CASE WHEN ((std_resret#94267840 = NA) OR (std_resret#94267840 = null)) THEN null ELSE cast(std_resret#94267840 as float) END AS std_resret#94268302, CASE WHEN ((Sharpe_resret#94267841 = NA) OR (Sharpe_resret#94267841 = null)) THEN null ELSE cast(Sharpe_resret#94267841 as float) END AS Sharpe_resret#94268315, CASE WHEN ((PctPos_resret#94267842 = NA) OR (PctPos_resret#94267842 = null)) THEN null ELSE cast(PctPos_resret#94267842 as float) END AS PctPos_resret#94268317, CASE WHEN ((TR_resret#94267843 = NA) OR (TR_resret#94267843 = null)) THEN null ELSE cast(TR_resret#94267843 as float) END AS TR_resret#94268331, CASE WHEN ((IR_resret#94267844 = NA) OR (IR_resret#94267844 = null)) THEN null ELSE cast(IR_resret#94267844 as float) END AS IR_resret#94268332, CASE WHEN ((annual_retnet#94267845 = NA) OR (annual_retnet#94267845 = null)) THEN null ELSE cast(annual_retnet#94267845 as float) END AS annual_retnet#94268346, CASE WHEN ((std_retnet#94267846 = NA) OR (std_retnet#94267846 = null)) THEN null ELSE cast(std_retnet#94267846 as float) END AS std_retnet#94268350, CASE WHEN ((Sharpe_retnet#94267847 = NA) OR (Sharpe_retnet#94267847 = null)) THEN null ELSE cast(Sharpe_retnet#94267847 as float) END AS Sharpe_retnet#94268351, CASE WHEN ((PctPos_retnet#94267848 = NA) OR (PctPos_retnet#94267848 = null)) THEN null ELSE cast(PctPos_retnet#94267848 as float) END AS PctPos_retnet#94268352, CASE WHEN ((TR_retnet#94267849 = NA) OR (TR_retnet#94267849 = null)) THEN null ELSE cast(TR_retnet#94267849 as float) END AS TR_retnet#94268353, CASE WHEN ((IR_retnet#94267850 = NA) OR (IR_retnet#94267850 = null)) THEN null ELSE cast(IR_retnet#94267850 as float) END AS IR_retnet#94268354, ... 2 more fields]
+- FileScan csv [cap#94267827,retIC#94267828,resretIC#94267829,numcos#94267830,numdates#94267831,annual_bmret#94267832,annual_ret#94267833,std_ret#94267834,Sharpe_ret#94267835,PctPos_ret#94267836,TR_ret#94267837,IR_ret#94267838,annual_resret#94267839,std_resret#94267840,Sharpe_resret#94267841,PctPos_resret#94267842,TR_resret#94267843,IR_resret#94267844,annual_retnet#94267845,std_retnet#94267846,Sharpe_retnet#94267847,PctPos_retnet#94267848,TR_retnet#94267849,IR_retnet#94267850,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal..., 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#94268110, cap#94268083]
(11) Filter [codegen id : 1]
Input [2]: [annual_ret#94268110, cap#94268083]
Condition : (isnotnull(cap#94268083) AND (cap#94268083 = 3.0))
(12) Project [codegen id : 1]
Output [1]: [annual_ret#94268110 AS ret_small#94271303]
Input [2]: [annual_ret#94268110, cap#94268083]
(13) BroadcastExchange
Input [1]: [ret_small#94271303]
Arguments: IdentityBroadcastMode, [id=#7526885]
(14) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(15) Project [codegen id : 2]
Output [3]: [ret_large#94271301, ret_small#94271303, (ret_large#94271301 - ret_small#94271303) AS differential#94271389]
Input [2]: [ret_large#94271301, ret_small#94271303]
(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94271301, ret_small#94271303, differential#94271389]
(17) CollectLimit
Input [3]: [ret_large#94271301, ret_small#94271303, differential#94271389]
Arguments: 10000