== 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#94128625, ret_small#94128655, differential#94128744]
Arguments: [ret_large#94128625, ret_small#94128655, differential#94128744]
(2) InMemoryRelation
Arguments: [ret_large#94128625, ret_small#94128655, differential#94128744], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94128625, ret_small#94128655, (ret_large#94128625 - ret_small#94128655) AS differential#94128744]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94125545 AS ret_large#94128625]
: +- *(2) Filter (isnotnull(cap#94125439) AND (cap#94125439 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94125545, cap#94125439], [isnotnull(cap#94125439), (cap#94125439 = 1.0)]
: +- InMemoryRelation [cap#94125439, retIC#94125440, resretIC#94125441, numcos#94125442, numdates#94125443, annual_bmret#94125456, annual_ret#94125545, std_ret#94125546, Sharpe_ret#94125559, PctPos_ret#94125560, TR_ret#94125561, IR_ret#94125574, annual_resret#94125575, std_resret#94125636, Sharpe_resret#94125637, PctPos_resret#94125650, TR_resret#94125654, IR_resret#94125668, annual_retnet#94125672, std_retnet#94125674, Sharpe_retnet#94125676, PctPos_retnet#94125678, TR_retnet#94125680, IR_retnet#94125682, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94125227 = NA) OR (cap#94125227 = null)) THEN null ELSE cast(cap#94125227 as float) END AS cap#94125439, CASE WHEN ((retIC#94125228 = NA) OR (retIC#94125228 = null)) THEN null ELSE cast(retIC#94125228 as float) END AS retIC#94125440, CASE WHEN ((resretIC#94125229 = NA) OR (resretIC#94125229 = null)) THEN null ELSE cast(resretIC#94125229 as float) END AS resretIC#94125441, CASE WHEN ((numcos#94125230 = NA) OR (numcos#94125230 = null)) THEN null ELSE cast(numcos#94125230 as float) END AS numcos#94125442, CASE WHEN ((numdates#94125231 = NA) OR (numdates#94125231 = null)) THEN null ELSE cast(numdates#94125231 as int) END AS numdates#94125443, CASE WHEN ((annual_bmret#94125232 = NA) OR (annual_bmret#94125232 = null)) THEN null ELSE cast(annual_bmret#94125232 as float) END AS annual_bmret#94125456, CASE WHEN ((annual_ret#94125233 = NA) OR (annual_ret#94125233 = null)) THEN null ELSE cast(annual_ret#94125233 as float) END AS annual_ret#94125545, CASE WHEN ((std_ret#94125234 = NA) OR (std_ret#94125234 = null)) THEN null ELSE cast(std_ret#94125234 as float) END AS std_ret#94125546, CASE WHEN ((Sharpe_ret#94125235 = NA) OR (Sharpe_ret#94125235 = null)) THEN null ELSE cast(Sharpe_ret#94125235 as float) END AS Sharpe_ret#94125559, CASE WHEN ((PctPos_ret#94125236 = NA) OR (PctPos_ret#94125236 = null)) THEN null ELSE cast(PctPos_ret#94125236 as float) END AS PctPos_ret#94125560, CASE WHEN ((TR_ret#94125237 = NA) OR (TR_ret#94125237 = null)) THEN null ELSE cast(TR_ret#94125237 as float) END AS TR_ret#94125561, CASE WHEN ((IR_ret#94125238 = NA) OR (IR_ret#94125238 = null)) THEN null ELSE cast(IR_ret#94125238 as float) END AS IR_ret#94125574, CASE WHEN ((annual_resret#94125239 = NA) OR (annual_resret#94125239 = null)) THEN null ELSE cast(annual_resret#94125239 as float) END AS annual_resret#94125575, CASE WHEN ((std_resret#94125240 = NA) OR (std_resret#94125240 = null)) THEN null ELSE cast(std_resret#94125240 as float) END AS std_resret#94125636, CASE WHEN ((Sharpe_resret#94125241 = NA) OR (Sharpe_resret#94125241 = null)) THEN null ELSE cast(Sharpe_resret#94125241 as float) END AS Sharpe_resret#94125637, CASE WHEN ((PctPos_resret#94125242 = NA) OR (PctPos_resret#94125242 = null)) THEN null ELSE cast(PctPos_resret#94125242 as float) END AS PctPos_resret#94125650, CASE WHEN ((TR_resret#94125243 = NA) OR (TR_resret#94125243 = null)) THEN null ELSE cast(TR_resret#94125243 as float) END AS TR_resret#94125654, CASE WHEN ((IR_resret#94125244 = NA) OR (IR_resret#94125244 = null)) THEN null ELSE cast(IR_resret#94125244 as float) END AS IR_resret#94125668, CASE WHEN ((annual_retnet#94125245 = NA) OR (annual_retnet#94125245 = null)) THEN null ELSE cast(annual_retnet#94125245 as float) END AS annual_retnet#94125672, CASE WHEN ((std_retnet#94125246 = NA) OR (std_retnet#94125246 = null)) THEN null ELSE cast(std_retnet#94125246 as float) END AS std_retnet#94125674, CASE WHEN ((Sharpe_retnet#94125247 = NA) OR (Sharpe_retnet#94125247 = null)) THEN null ELSE cast(Sharpe_retnet#94125247 as float) END AS Sharpe_retnet#94125676, CASE WHEN ((PctPos_retnet#94125248 = NA) OR (PctPos_retnet#94125248 = null)) THEN null ELSE cast(PctPos_retnet#94125248 as float) END AS PctPos_retnet#94125678, CASE WHEN ((TR_retnet#94125249 = NA) OR (TR_retnet#94125249 = null)) THEN null ELSE cast(TR_retnet#94125249 as float) END AS TR_retnet#94125680, CASE WHEN ((IR_retnet#94125250 = NA) OR (IR_retnet#94125250 = null)) THEN null ELSE cast(IR_retnet#94125250 as float) END AS IR_retnet#94125682, ... 2 more fields]
: +- FileScan csv [cap#94125227,retIC#94125228,resretIC#94125229,numcos#94125230,numdates#94125231,annual_bmret#94125232,annual_ret#94125233,std_ret#94125234,Sharpe_ret#94125235,PctPos_ret#94125236,TR_ret#94125237,IR_ret#94125238,annual_resret#94125239,std_resret#94125240,Sharpe_resret#94125241,PctPos_resret#94125242,TR_resret#94125243,IR_resret#94125244,annual_retnet#94125245,std_retnet#94125246,Sharpe_retnet#94125247,PctPos_retnet#94125248,TR_retnet#94125249,IR_retnet#94125250,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7515538]
+- *(1) Project [annual_ret#94125545 AS ret_small#94128655]
+- *(1) Filter (isnotnull(cap#94125439) AND (cap#94125439 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94125545, cap#94125439], [isnotnull(cap#94125439), (cap#94125439 = 3.0)]
+- InMemoryRelation [cap#94125439, retIC#94125440, resretIC#94125441, numcos#94125442, numdates#94125443, annual_bmret#94125456, annual_ret#94125545, std_ret#94125546, Sharpe_ret#94125559, PctPos_ret#94125560, TR_ret#94125561, IR_ret#94125574, annual_resret#94125575, std_resret#94125636, Sharpe_resret#94125637, PctPos_resret#94125650, TR_resret#94125654, IR_resret#94125668, annual_retnet#94125672, std_retnet#94125674, Sharpe_retnet#94125676, PctPos_retnet#94125678, TR_retnet#94125680, IR_retnet#94125682, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94125227 = NA) OR (cap#94125227 = null)) THEN null ELSE cast(cap#94125227 as float) END AS cap#94125439, CASE WHEN ((retIC#94125228 = NA) OR (retIC#94125228 = null)) THEN null ELSE cast(retIC#94125228 as float) END AS retIC#94125440, CASE WHEN ((resretIC#94125229 = NA) OR (resretIC#94125229 = null)) THEN null ELSE cast(resretIC#94125229 as float) END AS resretIC#94125441, CASE WHEN ((numcos#94125230 = NA) OR (numcos#94125230 = null)) THEN null ELSE cast(numcos#94125230 as float) END AS numcos#94125442, CASE WHEN ((numdates#94125231 = NA) OR (numdates#94125231 = null)) THEN null ELSE cast(numdates#94125231 as int) END AS numdates#94125443, CASE WHEN ((annual_bmret#94125232 = NA) OR (annual_bmret#94125232 = null)) THEN null ELSE cast(annual_bmret#94125232 as float) END AS annual_bmret#94125456, CASE WHEN ((annual_ret#94125233 = NA) OR (annual_ret#94125233 = null)) THEN null ELSE cast(annual_ret#94125233 as float) END AS annual_ret#94125545, CASE WHEN ((std_ret#94125234 = NA) OR (std_ret#94125234 = null)) THEN null ELSE cast(std_ret#94125234 as float) END AS std_ret#94125546, CASE WHEN ((Sharpe_ret#94125235 = NA) OR (Sharpe_ret#94125235 = null)) THEN null ELSE cast(Sharpe_ret#94125235 as float) END AS Sharpe_ret#94125559, CASE WHEN ((PctPos_ret#94125236 = NA) OR (PctPos_ret#94125236 = null)) THEN null ELSE cast(PctPos_ret#94125236 as float) END AS PctPos_ret#94125560, CASE WHEN ((TR_ret#94125237 = NA) OR (TR_ret#94125237 = null)) THEN null ELSE cast(TR_ret#94125237 as float) END AS TR_ret#94125561, CASE WHEN ((IR_ret#94125238 = NA) OR (IR_ret#94125238 = null)) THEN null ELSE cast(IR_ret#94125238 as float) END AS IR_ret#94125574, CASE WHEN ((annual_resret#94125239 = NA) OR (annual_resret#94125239 = null)) THEN null ELSE cast(annual_resret#94125239 as float) END AS annual_resret#94125575, CASE WHEN ((std_resret#94125240 = NA) OR (std_resret#94125240 = null)) THEN null ELSE cast(std_resret#94125240 as float) END AS std_resret#94125636, CASE WHEN ((Sharpe_resret#94125241 = NA) OR (Sharpe_resret#94125241 = null)) THEN null ELSE cast(Sharpe_resret#94125241 as float) END AS Sharpe_resret#94125637, CASE WHEN ((PctPos_resret#94125242 = NA) OR (PctPos_resret#94125242 = null)) THEN null ELSE cast(PctPos_resret#94125242 as float) END AS PctPos_resret#94125650, CASE WHEN ((TR_resret#94125243 = NA) OR (TR_resret#94125243 = null)) THEN null ELSE cast(TR_resret#94125243 as float) END AS TR_resret#94125654, CASE WHEN ((IR_resret#94125244 = NA) OR (IR_resret#94125244 = null)) THEN null ELSE cast(IR_resret#94125244 as float) END AS IR_resret#94125668, CASE WHEN ((annual_retnet#94125245 = NA) OR (annual_retnet#94125245 = null)) THEN null ELSE cast(annual_retnet#94125245 as float) END AS annual_retnet#94125672, CASE WHEN ((std_retnet#94125246 = NA) OR (std_retnet#94125246 = null)) THEN null ELSE cast(std_retnet#94125246 as float) END AS std_retnet#94125674, CASE WHEN ((Sharpe_retnet#94125247 = NA) OR (Sharpe_retnet#94125247 = null)) THEN null ELSE cast(Sharpe_retnet#94125247 as float) END AS Sharpe_retnet#94125676, CASE WHEN ((PctPos_retnet#94125248 = NA) OR (PctPos_retnet#94125248 = null)) THEN null ELSE cast(PctPos_retnet#94125248 as float) END AS PctPos_retnet#94125678, CASE WHEN ((TR_retnet#94125249 = NA) OR (TR_retnet#94125249 = null)) THEN null ELSE cast(TR_retnet#94125249 as float) END AS TR_retnet#94125680, CASE WHEN ((IR_retnet#94125250 = NA) OR (IR_retnet#94125250 = null)) THEN null ELSE cast(IR_retnet#94125250 as float) END AS IR_retnet#94125682, ... 2 more fields]
+- FileScan csv [cap#94125227,retIC#94125228,resretIC#94125229,numcos#94125230,numdates#94125231,annual_bmret#94125232,annual_ret#94125233,std_ret#94125234,Sharpe_ret#94125235,PctPos_ret#94125236,TR_ret#94125237,IR_ret#94125238,annual_resret#94125239,std_resret#94125240,Sharpe_resret#94125241,PctPos_resret#94125242,TR_resret#94125243,IR_resret#94125244,annual_retnet#94125245,std_retnet#94125246,Sharpe_retnet#94125247,PctPos_retnet#94125248,TR_retnet#94125249,IR_retnet#94125250,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94125545, cap#94125439]
Arguments: [annual_ret#94125545, cap#94125439], [isnotnull(cap#94125439), (cap#94125439 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94125439, retIC#94125440, resretIC#94125441, numcos#94125442, numdates#94125443, annual_bmret#94125456, annual_ret#94125545, std_ret#94125546, Sharpe_ret#94125559, PctPos_ret#94125560, TR_ret#94125561, IR_ret#94125574, annual_resret#94125575, std_resret#94125636, Sharpe_resret#94125637, PctPos_resret#94125650, TR_resret#94125654, IR_resret#94125668, annual_retnet#94125672, std_retnet#94125674, Sharpe_retnet#94125676, PctPos_retnet#94125678, TR_retnet#94125680, IR_retnet#94125682, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94125227 = NA) OR (cap#94125227 = null)) THEN null ELSE cast(cap#94125227 as float) END AS cap#94125439, CASE WHEN ((retIC#94125228 = NA) OR (retIC#94125228 = null)) THEN null ELSE cast(retIC#94125228 as float) END AS retIC#94125440, CASE WHEN ((resretIC#94125229 = NA) OR (resretIC#94125229 = null)) THEN null ELSE cast(resretIC#94125229 as float) END AS resretIC#94125441, CASE WHEN ((numcos#94125230 = NA) OR (numcos#94125230 = null)) THEN null ELSE cast(numcos#94125230 as float) END AS numcos#94125442, CASE WHEN ((numdates#94125231 = NA) OR (numdates#94125231 = null)) THEN null ELSE cast(numdates#94125231 as int) END AS numdates#94125443, CASE WHEN ((annual_bmret#94125232 = NA) OR (annual_bmret#94125232 = null)) THEN null ELSE cast(annual_bmret#94125232 as float) END AS annual_bmret#94125456, CASE WHEN ((annual_ret#94125233 = NA) OR (annual_ret#94125233 = null)) THEN null ELSE cast(annual_ret#94125233 as float) END AS annual_ret#94125545, CASE WHEN ((std_ret#94125234 = NA) OR (std_ret#94125234 = null)) THEN null ELSE cast(std_ret#94125234 as float) END AS std_ret#94125546, CASE WHEN ((Sharpe_ret#94125235 = NA) OR (Sharpe_ret#94125235 = null)) THEN null ELSE cast(Sharpe_ret#94125235 as float) END AS Sharpe_ret#94125559, CASE WHEN ((PctPos_ret#94125236 = NA) OR (PctPos_ret#94125236 = null)) THEN null ELSE cast(PctPos_ret#94125236 as float) END AS PctPos_ret#94125560, CASE WHEN ((TR_ret#94125237 = NA) OR (TR_ret#94125237 = null)) THEN null ELSE cast(TR_ret#94125237 as float) END AS TR_ret#94125561, CASE WHEN ((IR_ret#94125238 = NA) OR (IR_ret#94125238 = null)) THEN null ELSE cast(IR_ret#94125238 as float) END AS IR_ret#94125574, CASE WHEN ((annual_resret#94125239 = NA) OR (annual_resret#94125239 = null)) THEN null ELSE cast(annual_resret#94125239 as float) END AS annual_resret#94125575, CASE WHEN ((std_resret#94125240 = NA) OR (std_resret#94125240 = null)) THEN null ELSE cast(std_resret#94125240 as float) END AS std_resret#94125636, CASE WHEN ((Sharpe_resret#94125241 = NA) OR (Sharpe_resret#94125241 = null)) THEN null ELSE cast(Sharpe_resret#94125241 as float) END AS Sharpe_resret#94125637, CASE WHEN ((PctPos_resret#94125242 = NA) OR (PctPos_resret#94125242 = null)) THEN null ELSE cast(PctPos_resret#94125242 as float) END AS PctPos_resret#94125650, CASE WHEN ((TR_resret#94125243 = NA) OR (TR_resret#94125243 = null)) THEN null ELSE cast(TR_resret#94125243 as float) END AS TR_resret#94125654, CASE WHEN ((IR_resret#94125244 = NA) OR (IR_resret#94125244 = null)) THEN null ELSE cast(IR_resret#94125244 as float) END AS IR_resret#94125668, CASE WHEN ((annual_retnet#94125245 = NA) OR (annual_retnet#94125245 = null)) THEN null ELSE cast(annual_retnet#94125245 as float) END AS annual_retnet#94125672, CASE WHEN ((std_retnet#94125246 = NA) OR (std_retnet#94125246 = null)) THEN null ELSE cast(std_retnet#94125246 as float) END AS std_retnet#94125674, CASE WHEN ((Sharpe_retnet#94125247 = NA) OR (Sharpe_retnet#94125247 = null)) THEN null ELSE cast(Sharpe_retnet#94125247 as float) END AS Sharpe_retnet#94125676, CASE WHEN ((PctPos_retnet#94125248 = NA) OR (PctPos_retnet#94125248 = null)) THEN null ELSE cast(PctPos_retnet#94125248 as float) END AS PctPos_retnet#94125678, CASE WHEN ((TR_retnet#94125249 = NA) OR (TR_retnet#94125249 = null)) THEN null ELSE cast(TR_retnet#94125249 as float) END AS TR_retnet#94125680, CASE WHEN ((IR_retnet#94125250 = NA) OR (IR_retnet#94125250 = null)) THEN null ELSE cast(IR_retnet#94125250 as float) END AS IR_retnet#94125682, ... 2 more fields]
+- FileScan csv [cap#94125227,retIC#94125228,resretIC#94125229,numcos#94125230,numdates#94125231,annual_bmret#94125232,annual_ret#94125233,std_ret#94125234,Sharpe_ret#94125235,PctPos_ret#94125236,TR_ret#94125237,IR_ret#94125238,annual_resret#94125239,std_resret#94125240,Sharpe_resret#94125241,PctPos_resret#94125242,TR_resret#94125243,IR_resret#94125244,annual_retnet#94125245,std_retnet#94125246,Sharpe_retnet#94125247,PctPos_retnet#94125248,TR_retnet#94125249,IR_retnet#94125250,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94125227, retIC#94125228, resretIC#94125229, numcos#94125230, numdates#94125231, annual_bmret#94125232, annual_ret#94125233, std_ret#94125234, Sharpe_ret#94125235, PctPos_ret#94125236, TR_ret#94125237, IR_ret#94125238, annual_resret#94125239, std_resret#94125240, Sharpe_resret#94125241, PctPos_resret#94125242, TR_resret#94125243, IR_resret#94125244, annual_retnet#94125245, std_retnet#94125246, Sharpe_retnet#94125247, PctPos_retnet#94125248, TR_retnet#94125249, IR_retnet#94125250, turnover#94125251, coverage#94125252]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript_model_residualized/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#94125227 = NA) OR (cap#94125227 = null)) THEN null ELSE cast(cap#94125227 as float) END AS cap#94125439, CASE WHEN ((retIC#94125228 = NA) OR (retIC#94125228 = null)) THEN null ELSE cast(retIC#94125228 as float) END AS retIC#94125440, CASE WHEN ((resretIC#94125229 = NA) OR (resretIC#94125229 = null)) THEN null ELSE cast(resretIC#94125229 as float) END AS resretIC#94125441, CASE WHEN ((numcos#94125230 = NA) OR (numcos#94125230 = null)) THEN null ELSE cast(numcos#94125230 as float) END AS numcos#94125442, CASE WHEN ((numdates#94125231 = NA) OR (numdates#94125231 = null)) THEN null ELSE cast(numdates#94125231 as int) END AS numdates#94125443, CASE WHEN ((annual_bmret#94125232 = NA) OR (annual_bmret#94125232 = null)) THEN null ELSE cast(annual_bmret#94125232 as float) END AS annual_bmret#94125456, CASE WHEN ((annual_ret#94125233 = NA) OR (annual_ret#94125233 = null)) THEN null ELSE cast(annual_ret#94125233 as float) END AS annual_ret#94125545, CASE WHEN ((std_ret#94125234 = NA) OR (std_ret#94125234 = null)) THEN null ELSE cast(std_ret#94125234 as float) END AS std_ret#94125546, CASE WHEN ((Sharpe_ret#94125235 = NA) OR (Sharpe_ret#94125235 = null)) THEN null ELSE cast(Sharpe_ret#94125235 as float) END AS Sharpe_ret#94125559, CASE WHEN ((PctPos_ret#94125236 = NA) OR (PctPos_ret#94125236 = null)) THEN null ELSE cast(PctPos_ret#94125236 as float) END AS PctPos_ret#94125560, CASE WHEN ((TR_ret#94125237 = NA) OR (TR_ret#94125237 = null)) THEN null ELSE cast(TR_ret#94125237 as float) END AS TR_ret#94125561, CASE WHEN ((IR_ret#94125238 = NA) OR (IR_ret#94125238 = null)) THEN null ELSE cast(IR_ret#94125238 as float) END AS IR_ret#94125574, CASE WHEN ((annual_resret#94125239 = NA) OR (annual_resret#94125239 = null)) THEN null ELSE cast(annual_resret#94125239 as float) END AS annual_resret#94125575, CASE WHEN ((std_resret#94125240 = NA) OR (std_resret#94125240 = null)) THEN null ELSE cast(std_resret#94125240 as float) END AS std_resret#94125636, CASE WHEN ((Sharpe_resret#94125241 = NA) OR (Sharpe_resret#94125241 = null)) THEN null ELSE cast(Sharpe_resret#94125241 as float) END AS Sharpe_resret#94125637, CASE WHEN ((PctPos_resret#94125242 = NA) OR (PctPos_resret#94125242 = null)) THEN null ELSE cast(PctPos_resret#94125242 as float) END AS PctPos_resret#94125650, CASE WHEN ((TR_resret#94125243 = NA) OR (TR_resret#94125243 = null)) THEN null ELSE cast(TR_resret#94125243 as float) END AS TR_resret#94125654, CASE WHEN ((IR_resret#94125244 = NA) OR (IR_resret#94125244 = null)) THEN null ELSE cast(IR_resret#94125244 as float) END AS IR_resret#94125668, CASE WHEN ((annual_retnet#94125245 = NA) OR (annual_retnet#94125245 = null)) THEN null ELSE cast(annual_retnet#94125245 as float) END AS annual_retnet#94125672, CASE WHEN ((std_retnet#94125246 = NA) OR (std_retnet#94125246 = null)) THEN null ELSE cast(std_retnet#94125246 as float) END AS std_retnet#94125674, CASE WHEN ((Sharpe_retnet#94125247 = NA) OR (Sharpe_retnet#94125247 = null)) THEN null ELSE cast(Sharpe_retnet#94125247 as float) END AS Sharpe_retnet#94125676, CASE WHEN ((PctPos_retnet#94125248 = NA) OR (PctPos_retnet#94125248 = null)) THEN null ELSE cast(PctPos_retnet#94125248 as float) END AS PctPos_retnet#94125678, CASE WHEN ((TR_retnet#94125249 = NA) OR (TR_retnet#94125249 = null)) THEN null ELSE cast(TR_retnet#94125249 as float) END AS TR_retnet#94125680, CASE WHEN ((IR_retnet#94125250 = NA) OR (IR_retnet#94125250 = null)) THEN null ELSE cast(IR_retnet#94125250 as float) END AS IR_retnet#94125682, CASE WHEN ((turnover#94125251 = NA) OR (turnover#94125251 = null)) THEN null ELSE cast(turnover#94125251 as float) END AS turnover#94125684, CASE WHEN ((coverage#94125252 = NA) OR (coverage#94125252 = null)) THEN null ELSE cast(coverage#94125252 as float) END AS coverage#94125686]
Input [26]: [cap#94125227, retIC#94125228, resretIC#94125229, numcos#94125230, numdates#94125231, annual_bmret#94125232, annual_ret#94125233, std_ret#94125234, Sharpe_ret#94125235, PctPos_ret#94125236, TR_ret#94125237, IR_ret#94125238, annual_resret#94125239, std_resret#94125240, Sharpe_resret#94125241, PctPos_resret#94125242, TR_resret#94125243, IR_resret#94125244, annual_retnet#94125245, std_retnet#94125246, Sharpe_retnet#94125247, PctPos_retnet#94125248, TR_retnet#94125249, IR_retnet#94125250, turnover#94125251, coverage#94125252]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94125545, cap#94125439]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94125545, cap#94125439]
Condition : (isnotnull(cap#94125439) AND (cap#94125439 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94125545 AS ret_large#94128625]
Input [2]: [annual_ret#94125545, cap#94125439]
(10) InMemoryTableScan
Output [2]: [annual_ret#94125545, cap#94125439]
Arguments: [annual_ret#94125545, cap#94125439], [isnotnull(cap#94125439), (cap#94125439 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94125439, retIC#94125440, resretIC#94125441, numcos#94125442, numdates#94125443, annual_bmret#94125456, annual_ret#94125545, std_ret#94125546, Sharpe_ret#94125559, PctPos_ret#94125560, TR_ret#94125561, IR_ret#94125574, annual_resret#94125575, std_resret#94125636, Sharpe_resret#94125637, PctPos_resret#94125650, TR_resret#94125654, IR_resret#94125668, annual_retnet#94125672, std_retnet#94125674, Sharpe_retnet#94125676, PctPos_retnet#94125678, TR_retnet#94125680, IR_retnet#94125682, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94125227 = NA) OR (cap#94125227 = null)) THEN null ELSE cast(cap#94125227 as float) END AS cap#94125439, CASE WHEN ((retIC#94125228 = NA) OR (retIC#94125228 = null)) THEN null ELSE cast(retIC#94125228 as float) END AS retIC#94125440, CASE WHEN ((resretIC#94125229 = NA) OR (resretIC#94125229 = null)) THEN null ELSE cast(resretIC#94125229 as float) END AS resretIC#94125441, CASE WHEN ((numcos#94125230 = NA) OR (numcos#94125230 = null)) THEN null ELSE cast(numcos#94125230 as float) END AS numcos#94125442, CASE WHEN ((numdates#94125231 = NA) OR (numdates#94125231 = null)) THEN null ELSE cast(numdates#94125231 as int) END AS numdates#94125443, CASE WHEN ((annual_bmret#94125232 = NA) OR (annual_bmret#94125232 = null)) THEN null ELSE cast(annual_bmret#94125232 as float) END AS annual_bmret#94125456, CASE WHEN ((annual_ret#94125233 = NA) OR (annual_ret#94125233 = null)) THEN null ELSE cast(annual_ret#94125233 as float) END AS annual_ret#94125545, CASE WHEN ((std_ret#94125234 = NA) OR (std_ret#94125234 = null)) THEN null ELSE cast(std_ret#94125234 as float) END AS std_ret#94125546, CASE WHEN ((Sharpe_ret#94125235 = NA) OR (Sharpe_ret#94125235 = null)) THEN null ELSE cast(Sharpe_ret#94125235 as float) END AS Sharpe_ret#94125559, CASE WHEN ((PctPos_ret#94125236 = NA) OR (PctPos_ret#94125236 = null)) THEN null ELSE cast(PctPos_ret#94125236 as float) END AS PctPos_ret#94125560, CASE WHEN ((TR_ret#94125237 = NA) OR (TR_ret#94125237 = null)) THEN null ELSE cast(TR_ret#94125237 as float) END AS TR_ret#94125561, CASE WHEN ((IR_ret#94125238 = NA) OR (IR_ret#94125238 = null)) THEN null ELSE cast(IR_ret#94125238 as float) END AS IR_ret#94125574, CASE WHEN ((annual_resret#94125239 = NA) OR (annual_resret#94125239 = null)) THEN null ELSE cast(annual_resret#94125239 as float) END AS annual_resret#94125575, CASE WHEN ((std_resret#94125240 = NA) OR (std_resret#94125240 = null)) THEN null ELSE cast(std_resret#94125240 as float) END AS std_resret#94125636, CASE WHEN ((Sharpe_resret#94125241 = NA) OR (Sharpe_resret#94125241 = null)) THEN null ELSE cast(Sharpe_resret#94125241 as float) END AS Sharpe_resret#94125637, CASE WHEN ((PctPos_resret#94125242 = NA) OR (PctPos_resret#94125242 = null)) THEN null ELSE cast(PctPos_resret#94125242 as float) END AS PctPos_resret#94125650, CASE WHEN ((TR_resret#94125243 = NA) OR (TR_resret#94125243 = null)) THEN null ELSE cast(TR_resret#94125243 as float) END AS TR_resret#94125654, CASE WHEN ((IR_resret#94125244 = NA) OR (IR_resret#94125244 = null)) THEN null ELSE cast(IR_resret#94125244 as float) END AS IR_resret#94125668, CASE WHEN ((annual_retnet#94125245 = NA) OR (annual_retnet#94125245 = null)) THEN null ELSE cast(annual_retnet#94125245 as float) END AS annual_retnet#94125672, CASE WHEN ((std_retnet#94125246 = NA) OR (std_retnet#94125246 = null)) THEN null ELSE cast(std_retnet#94125246 as float) END AS std_retnet#94125674, CASE WHEN ((Sharpe_retnet#94125247 = NA) OR (Sharpe_retnet#94125247 = null)) THEN null ELSE cast(Sharpe_retnet#94125247 as float) END AS Sharpe_retnet#94125676, CASE WHEN ((PctPos_retnet#94125248 = NA) OR (PctPos_retnet#94125248 = null)) THEN null ELSE cast(PctPos_retnet#94125248 as float) END AS PctPos_retnet#94125678, CASE WHEN ((TR_retnet#94125249 = NA) OR (TR_retnet#94125249 = null)) THEN null ELSE cast(TR_retnet#94125249 as float) END AS TR_retnet#94125680, CASE WHEN ((IR_retnet#94125250 = NA) OR (IR_retnet#94125250 = null)) THEN null ELSE cast(IR_retnet#94125250 as float) END AS IR_retnet#94125682, ... 2 more fields]
+- FileScan csv [cap#94125227,retIC#94125228,resretIC#94125229,numcos#94125230,numdates#94125231,annual_bmret#94125232,annual_ret#94125233,std_ret#94125234,Sharpe_ret#94125235,PctPos_ret#94125236,TR_ret#94125237,IR_ret#94125238,annual_resret#94125239,std_resret#94125240,Sharpe_resret#94125241,PctPos_resret#94125242,TR_resret#94125243,IR_resret#94125244,annual_retnet#94125245,std_retnet#94125246,Sharpe_retnet#94125247,PctPos_retnet#94125248,TR_retnet#94125249,IR_retnet#94125250,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/transcripts/transcript..., 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#94125545, cap#94125439]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94125545, cap#94125439]
Condition : (isnotnull(cap#94125439) AND (cap#94125439 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94125545 AS ret_small#94128655]
Input [2]: [annual_ret#94125545, cap#94125439]
(15) BroadcastExchange
Input [1]: [ret_small#94128655]
Arguments: IdentityBroadcastMode, [id=#7515538]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94128625, ret_small#94128655, (ret_large#94128625 - ret_small#94128655) AS differential#94128744]
Input [2]: [ret_large#94128625, ret_small#94128655]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94128625, ret_small#94128655, differential#94128744]
(19) CollectLimit
Input [3]: [ret_large#94128625, ret_small#94128655, differential#94128744]
Arguments: 10000