== Physical Plan ==
CollectLimit (21)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (20)
+- * Sort (19)
+- Exchange (18)
+- * Project (17)
+- * BroadcastHashJoin Inner BuildLeft (16)
:- BroadcastExchange (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- * Project (15)
+- * Filter (14)
+- InMemoryTableScan (10)
+- InMemoryRelation (11)
+- * Project (13)
+- Scan csv (12)
(1) InMemoryTableScan
Output [3]: [cap#94912129, turnover#94909112, days_hold#94912157]
Arguments: [cap#94912129, turnover#94909112, days_hold#94912157]
(2) InMemoryRelation
Arguments: [cap#94912129, turnover#94909112, days_hold#94912157], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94912129, turnover#94909112, (1.0 / cast(turnover#94909112 as double)) AS days_hold#94912157]
+- *(3) Sort [cap_sort#94912040 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(cap_sort#94912040 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7577658]
+- *(2) Project [turnover#94909112, cap_description#94912039 AS cap#94912129, cap_sort#94912040]
+- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94908844))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false
:- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7577650]
: +- *(1) Filter isnotnull(cap#94908844)
: +- *(1) ColumnarToRow
: +- InMemoryTableScan [cap#94908844, turnover#94909112], [isnotnull(cap#94908844)]
: +- InMemoryRelation [cap#94908844, retIC#94908845, resretIC#94908865, numcos#94908905, numdates#94908919, annual_bmret#94908933, annual_ret#94908947, std_ret#94909086, Sharpe_ret#94909088, PctPos_ret#94909090, TR_ret#94909095, IR_ret#94909097, annual_resret#94909099, std_resret#94909101, Sharpe_resret#94909102, PctPos_resret#94909103, TR_resret#94909104, IR_resret#94909105, annual_retnet#94909106, std_retnet#94909107, Sharpe_retnet#94909108, PctPos_retnet#94909109, TR_retnet#94909110, IR_retnet#94909111, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94908622 = NA) OR (cap#94908622 = null)) THEN null ELSE cast(cap#94908622 as float) END AS cap#94908844, CASE WHEN ((retIC#94908623 = NA) OR (retIC#94908623 = null)) THEN null ELSE cast(retIC#94908623 as float) END AS retIC#94908845, CASE WHEN ((resretIC#94908624 = NA) OR (resretIC#94908624 = null)) THEN null ELSE cast(resretIC#94908624 as float) END AS resretIC#94908865, CASE WHEN ((numcos#94908625 = NA) OR (numcos#94908625 = null)) THEN null ELSE cast(numcos#94908625 as float) END AS numcos#94908905, CASE WHEN ((numdates#94908626 = NA) OR (numdates#94908626 = null)) THEN null ELSE cast(numdates#94908626 as int) END AS numdates#94908919, CASE WHEN ((annual_bmret#94908627 = NA) OR (annual_bmret#94908627 = null)) THEN null ELSE cast(annual_bmret#94908627 as float) END AS annual_bmret#94908933, CASE WHEN ((annual_ret#94908628 = NA) OR (annual_ret#94908628 = null)) THEN null ELSE cast(annual_ret#94908628 as float) END AS annual_ret#94908947, CASE WHEN ((std_ret#94908629 = NA) OR (std_ret#94908629 = null)) THEN null ELSE cast(std_ret#94908629 as float) END AS std_ret#94909086, CASE WHEN ((Sharpe_ret#94908630 = NA) OR (Sharpe_ret#94908630 = null)) THEN null ELSE cast(Sharpe_ret#94908630 as float) END AS Sharpe_ret#94909088, CASE WHEN ((PctPos_ret#94908631 = NA) OR (PctPos_ret#94908631 = null)) THEN null ELSE cast(PctPos_ret#94908631 as float) END AS PctPos_ret#94909090, CASE WHEN ((TR_ret#94908632 = NA) OR (TR_ret#94908632 = null)) THEN null ELSE cast(TR_ret#94908632 as float) END AS TR_ret#94909095, CASE WHEN ((IR_ret#94908633 = NA) OR (IR_ret#94908633 = null)) THEN null ELSE cast(IR_ret#94908633 as float) END AS IR_ret#94909097, CASE WHEN ((annual_resret#94908634 = NA) OR (annual_resret#94908634 = null)) THEN null ELSE cast(annual_resret#94908634 as float) END AS annual_resret#94909099, CASE WHEN ((std_resret#94908635 = NA) OR (std_resret#94908635 = null)) THEN null ELSE cast(std_resret#94908635 as float) END AS std_resret#94909101, CASE WHEN ((Sharpe_resret#94908636 = NA) OR (Sharpe_resret#94908636 = null)) THEN null ELSE cast(Sharpe_resret#94908636 as float) END AS Sharpe_resret#94909102, CASE WHEN ((PctPos_resret#94908637 = NA) OR (PctPos_resret#94908637 = null)) THEN null ELSE cast(PctPos_resret#94908637 as float) END AS PctPos_resret#94909103, CASE WHEN ((TR_resret#94908638 = NA) OR (TR_resret#94908638 = null)) THEN null ELSE cast(TR_resret#94908638 as float) END AS TR_resret#94909104, CASE WHEN ((IR_resret#94908639 = NA) OR (IR_resret#94908639 = null)) THEN null ELSE cast(IR_resret#94908639 as float) END AS IR_resret#94909105, CASE WHEN ((annual_retnet#94908640 = NA) OR (annual_retnet#94908640 = null)) THEN null ELSE cast(annual_retnet#94908640 as float) END AS annual_retnet#94909106, CASE WHEN ((std_retnet#94908641 = NA) OR (std_retnet#94908641 = null)) THEN null ELSE cast(std_retnet#94908641 as float) END AS std_retnet#94909107, CASE WHEN ((Sharpe_retnet#94908642 = NA) OR (Sharpe_retnet#94908642 = null)) THEN null ELSE cast(Sharpe_retnet#94908642 as float) END AS Sharpe_retnet#94909108, CASE WHEN ((PctPos_retnet#94908643 = NA) OR (PctPos_retnet#94908643 = null)) THEN null ELSE cast(PctPos_retnet#94908643 as float) END AS PctPos_retnet#94909109, CASE WHEN ((TR_retnet#94908644 = NA) OR (TR_retnet#94908644 = null)) THEN null ELSE cast(TR_retnet#94908644 as float) END AS TR_retnet#94909110, CASE WHEN ((IR_retnet#94908645 = NA) OR (IR_retnet#94908645 = null)) THEN null ELSE cast(IR_retnet#94908645 as float) END AS IR_retnet#94909111, ... 2 more fields]
: +- FileScan csv [cap#94908622,retIC#94908623,resretIC#94908624,numcos#94908625,numdates#94908626,annual_bmret#94908627,annual_ret#94908628,std_ret#94908629,Sharpe_ret#94908630,PctPos_ret#94908631,TR_ret#94908632,IR_ret#94908633,annual_resret#94908634,std_resret#94908635,Sharpe_resret#94908636,PctPos_resret#94908637,TR_resret#94908638,IR_resret#94908639,annual_retnet#94908640,std_retnet#94908641,Sharpe_retnet#94908642,PctPos_retnet#94908643,TR_retnet#94908644,IR_retnet#94908645,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- *(2) Project [cap#94694039, description#94694044 AS cap_description#94912039, sort#94694042 AS cap_sort#94912040]
+- *(2) Filter isnotnull(cap#94694039)
+- InMemoryTableScan [cap#94694039, description#94694044, sort#94694042], [isnotnull(cap#94694039)]
+- InMemoryRelation [cap#94694039, sort#94694042, description#94694044, universe#94694045], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045]
+- FileScan csv [cap#94694007,sort#94694010,description#94694012,universe#94694014] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None), [cap_sort#94912040 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [2]: [cap#94908844, turnover#94909112]
Arguments: [cap#94908844, turnover#94909112], [isnotnull(cap#94908844)]
(4) InMemoryRelation
Arguments: [cap#94908844, retIC#94908845, resretIC#94908865, numcos#94908905, numdates#94908919, annual_bmret#94908933, annual_ret#94908947, std_ret#94909086, Sharpe_ret#94909088, PctPos_ret#94909090, TR_ret#94909095, IR_ret#94909097, annual_resret#94909099, std_resret#94909101, Sharpe_resret#94909102, PctPos_resret#94909103, TR_resret#94909104, IR_resret#94909105, annual_retnet#94909106, std_retnet#94909107, Sharpe_retnet#94909108, PctPos_retnet#94909109, TR_retnet#94909110, IR_retnet#94909111, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94908622 = NA) OR (cap#94908622 = null)) THEN null ELSE cast(cap#94908622 as float) END AS cap#94908844, CASE WHEN ((retIC#94908623 = NA) OR (retIC#94908623 = null)) THEN null ELSE cast(retIC#94908623 as float) END AS retIC#94908845, CASE WHEN ((resretIC#94908624 = NA) OR (resretIC#94908624 = null)) THEN null ELSE cast(resretIC#94908624 as float) END AS resretIC#94908865, CASE WHEN ((numcos#94908625 = NA) OR (numcos#94908625 = null)) THEN null ELSE cast(numcos#94908625 as float) END AS numcos#94908905, CASE WHEN ((numdates#94908626 = NA) OR (numdates#94908626 = null)) THEN null ELSE cast(numdates#94908626 as int) END AS numdates#94908919, CASE WHEN ((annual_bmret#94908627 = NA) OR (annual_bmret#94908627 = null)) THEN null ELSE cast(annual_bmret#94908627 as float) END AS annual_bmret#94908933, CASE WHEN ((annual_ret#94908628 = NA) OR (annual_ret#94908628 = null)) THEN null ELSE cast(annual_ret#94908628 as float) END AS annual_ret#94908947, CASE WHEN ((std_ret#94908629 = NA) OR (std_ret#94908629 = null)) THEN null ELSE cast(std_ret#94908629 as float) END AS std_ret#94909086, CASE WHEN ((Sharpe_ret#94908630 = NA) OR (Sharpe_ret#94908630 = null)) THEN null ELSE cast(Sharpe_ret#94908630 as float) END AS Sharpe_ret#94909088, CASE WHEN ((PctPos_ret#94908631 = NA) OR (PctPos_ret#94908631 = null)) THEN null ELSE cast(PctPos_ret#94908631 as float) END AS PctPos_ret#94909090, CASE WHEN ((TR_ret#94908632 = NA) OR (TR_ret#94908632 = null)) THEN null ELSE cast(TR_ret#94908632 as float) END AS TR_ret#94909095, CASE WHEN ((IR_ret#94908633 = NA) OR (IR_ret#94908633 = null)) THEN null ELSE cast(IR_ret#94908633 as float) END AS IR_ret#94909097, CASE WHEN ((annual_resret#94908634 = NA) OR (annual_resret#94908634 = null)) THEN null ELSE cast(annual_resret#94908634 as float) END AS annual_resret#94909099, CASE WHEN ((std_resret#94908635 = NA) OR (std_resret#94908635 = null)) THEN null ELSE cast(std_resret#94908635 as float) END AS std_resret#94909101, CASE WHEN ((Sharpe_resret#94908636 = NA) OR (Sharpe_resret#94908636 = null)) THEN null ELSE cast(Sharpe_resret#94908636 as float) END AS Sharpe_resret#94909102, CASE WHEN ((PctPos_resret#94908637 = NA) OR (PctPos_resret#94908637 = null)) THEN null ELSE cast(PctPos_resret#94908637 as float) END AS PctPos_resret#94909103, CASE WHEN ((TR_resret#94908638 = NA) OR (TR_resret#94908638 = null)) THEN null ELSE cast(TR_resret#94908638 as float) END AS TR_resret#94909104, CASE WHEN ((IR_resret#94908639 = NA) OR (IR_resret#94908639 = null)) THEN null ELSE cast(IR_resret#94908639 as float) END AS IR_resret#94909105, CASE WHEN ((annual_retnet#94908640 = NA) OR (annual_retnet#94908640 = null)) THEN null ELSE cast(annual_retnet#94908640 as float) END AS annual_retnet#94909106, CASE WHEN ((std_retnet#94908641 = NA) OR (std_retnet#94908641 = null)) THEN null ELSE cast(std_retnet#94908641 as float) END AS std_retnet#94909107, CASE WHEN ((Sharpe_retnet#94908642 = NA) OR (Sharpe_retnet#94908642 = null)) THEN null ELSE cast(Sharpe_retnet#94908642 as float) END AS Sharpe_retnet#94909108, CASE WHEN ((PctPos_retnet#94908643 = NA) OR (PctPos_retnet#94908643 = null)) THEN null ELSE cast(PctPos_retnet#94908643 as float) END AS PctPos_retnet#94909109, CASE WHEN ((TR_retnet#94908644 = NA) OR (TR_retnet#94908644 = null)) THEN null ELSE cast(TR_retnet#94908644 as float) END AS TR_retnet#94909110, CASE WHEN ((IR_retnet#94908645 = NA) OR (IR_retnet#94908645 = null)) THEN null ELSE cast(IR_retnet#94908645 as float) END AS IR_retnet#94909111, ... 2 more fields]
+- FileScan csv [cap#94908622,retIC#94908623,resretIC#94908624,numcos#94908625,numdates#94908626,annual_bmret#94908627,annual_ret#94908628,std_ret#94908629,Sharpe_ret#94908630,PctPos_ret#94908631,TR_ret#94908632,IR_ret#94908633,annual_resret#94908634,std_resret#94908635,Sharpe_resret#94908636,PctPos_resret#94908637,TR_resret#94908638,IR_resret#94908639,annual_retnet#94908640,std_retnet#94908641,Sharpe_retnet#94908642,PctPos_retnet#94908643,TR_retnet#94908644,IR_retnet#94908645,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94908622, retIC#94908623, resretIC#94908624, numcos#94908625, numdates#94908626, annual_bmret#94908627, annual_ret#94908628, std_ret#94908629, Sharpe_ret#94908630, PctPos_ret#94908631, TR_ret#94908632, IR_ret#94908633, annual_resret#94908634, std_resret#94908635, Sharpe_resret#94908636, PctPos_resret#94908637, TR_resret#94908638, IR_resret#94908639, annual_retnet#94908640, std_retnet#94908641, Sharpe_retnet#94908642, PctPos_retnet#94908643, TR_retnet#94908644, IR_retnet#94908645, turnover#94908646, coverage#94908647]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/stats_cap.csv]
ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos_ret:string,TR_ret:string,IR_ret:string,annual_resret:string,std_resret:string,Sharpe_resret:string,PctPos_resret:string,TR_resret:string,IR_resret:string,annual_retnet:string,std_retnet:string,Sharpe_retnet:string,PctPos_retnet:string,TR_retnet:string,IR_retnet:string,turnover:string,coverage:string>
(6) Project [codegen id : 1]
Output [26]: [CASE WHEN ((cap#94908622 = NA) OR (cap#94908622 = null)) THEN null ELSE cast(cap#94908622 as float) END AS cap#94908844, CASE WHEN ((retIC#94908623 = NA) OR (retIC#94908623 = null)) THEN null ELSE cast(retIC#94908623 as float) END AS retIC#94908845, CASE WHEN ((resretIC#94908624 = NA) OR (resretIC#94908624 = null)) THEN null ELSE cast(resretIC#94908624 as float) END AS resretIC#94908865, CASE WHEN ((numcos#94908625 = NA) OR (numcos#94908625 = null)) THEN null ELSE cast(numcos#94908625 as float) END AS numcos#94908905, CASE WHEN ((numdates#94908626 = NA) OR (numdates#94908626 = null)) THEN null ELSE cast(numdates#94908626 as int) END AS numdates#94908919, CASE WHEN ((annual_bmret#94908627 = NA) OR (annual_bmret#94908627 = null)) THEN null ELSE cast(annual_bmret#94908627 as float) END AS annual_bmret#94908933, CASE WHEN ((annual_ret#94908628 = NA) OR (annual_ret#94908628 = null)) THEN null ELSE cast(annual_ret#94908628 as float) END AS annual_ret#94908947, CASE WHEN ((std_ret#94908629 = NA) OR (std_ret#94908629 = null)) THEN null ELSE cast(std_ret#94908629 as float) END AS std_ret#94909086, CASE WHEN ((Sharpe_ret#94908630 = NA) OR (Sharpe_ret#94908630 = null)) THEN null ELSE cast(Sharpe_ret#94908630 as float) END AS Sharpe_ret#94909088, CASE WHEN ((PctPos_ret#94908631 = NA) OR (PctPos_ret#94908631 = null)) THEN null ELSE cast(PctPos_ret#94908631 as float) END AS PctPos_ret#94909090, CASE WHEN ((TR_ret#94908632 = NA) OR (TR_ret#94908632 = null)) THEN null ELSE cast(TR_ret#94908632 as float) END AS TR_ret#94909095, CASE WHEN ((IR_ret#94908633 = NA) OR (IR_ret#94908633 = null)) THEN null ELSE cast(IR_ret#94908633 as float) END AS IR_ret#94909097, CASE WHEN ((annual_resret#94908634 = NA) OR (annual_resret#94908634 = null)) THEN null ELSE cast(annual_resret#94908634 as float) END AS annual_resret#94909099, CASE WHEN ((std_resret#94908635 = NA) OR (std_resret#94908635 = null)) THEN null ELSE cast(std_resret#94908635 as float) END AS std_resret#94909101, CASE WHEN ((Sharpe_resret#94908636 = NA) OR (Sharpe_resret#94908636 = null)) THEN null ELSE cast(Sharpe_resret#94908636 as float) END AS Sharpe_resret#94909102, CASE WHEN ((PctPos_resret#94908637 = NA) OR (PctPos_resret#94908637 = null)) THEN null ELSE cast(PctPos_resret#94908637 as float) END AS PctPos_resret#94909103, CASE WHEN ((TR_resret#94908638 = NA) OR (TR_resret#94908638 = null)) THEN null ELSE cast(TR_resret#94908638 as float) END AS TR_resret#94909104, CASE WHEN ((IR_resret#94908639 = NA) OR (IR_resret#94908639 = null)) THEN null ELSE cast(IR_resret#94908639 as float) END AS IR_resret#94909105, CASE WHEN ((annual_retnet#94908640 = NA) OR (annual_retnet#94908640 = null)) THEN null ELSE cast(annual_retnet#94908640 as float) END AS annual_retnet#94909106, CASE WHEN ((std_retnet#94908641 = NA) OR (std_retnet#94908641 = null)) THEN null ELSE cast(std_retnet#94908641 as float) END AS std_retnet#94909107, CASE WHEN ((Sharpe_retnet#94908642 = NA) OR (Sharpe_retnet#94908642 = null)) THEN null ELSE cast(Sharpe_retnet#94908642 as float) END AS Sharpe_retnet#94909108, CASE WHEN ((PctPos_retnet#94908643 = NA) OR (PctPos_retnet#94908643 = null)) THEN null ELSE cast(PctPos_retnet#94908643 as float) END AS PctPos_retnet#94909109, CASE WHEN ((TR_retnet#94908644 = NA) OR (TR_retnet#94908644 = null)) THEN null ELSE cast(TR_retnet#94908644 as float) END AS TR_retnet#94909110, CASE WHEN ((IR_retnet#94908645 = NA) OR (IR_retnet#94908645 = null)) THEN null ELSE cast(IR_retnet#94908645 as float) END AS IR_retnet#94909111, CASE WHEN ((turnover#94908646 = NA) OR (turnover#94908646 = null)) THEN null ELSE cast(turnover#94908646 as float) END AS turnover#94909112, CASE WHEN ((coverage#94908647 = NA) OR (coverage#94908647 = null)) THEN null ELSE cast(coverage#94908647 as float) END AS coverage#94909113]
Input [26]: [cap#94908622, retIC#94908623, resretIC#94908624, numcos#94908625, numdates#94908626, annual_bmret#94908627, annual_ret#94908628, std_ret#94908629, Sharpe_ret#94908630, PctPos_ret#94908631, TR_ret#94908632, IR_ret#94908633, annual_resret#94908634, std_resret#94908635, Sharpe_resret#94908636, PctPos_resret#94908637, TR_resret#94908638, IR_resret#94908639, annual_retnet#94908640, std_retnet#94908641, Sharpe_retnet#94908642, PctPos_retnet#94908643, TR_retnet#94908644, IR_retnet#94908645, turnover#94908646, coverage#94908647]
(7) ColumnarToRow [codegen id : 1]
Input [2]: [cap#94908844, turnover#94909112]
(8) Filter [codegen id : 1]
Input [2]: [cap#94908844, turnover#94909112]
Condition : isnotnull(cap#94908844)
(9) BroadcastExchange
Input [2]: [cap#94908844, turnover#94909112]
Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7577650]
(10) InMemoryTableScan
Output [3]: [cap#94694039, description#94694044, sort#94694042]
Arguments: [cap#94694039, description#94694044, sort#94694042], [isnotnull(cap#94694039)]
(11) InMemoryRelation
Arguments: [cap#94694039, sort#94694042, description#94694044, universe#94694045], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045]
+- FileScan csv [cap#94694007,sort#94694010,description#94694012,universe#94694014] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None)
(12) Scan csv
Output [4]: [cap#94694007, sort#94694010, description#94694012, universe#94694014]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv]
ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
(13) Project [codegen id : 1]
Output [4]: [CASE WHEN ((cap#94694007 = NA) OR (cap#94694007 = null)) THEN null ELSE cast(cap#94694007 as int) END AS cap#94694039, CASE WHEN (sort#94694010 = null) THEN null ELSE sort#94694010 END AS sort#94694042, CASE WHEN (description#94694012 = null) THEN null ELSE description#94694012 END AS description#94694044, CASE WHEN ((universe#94694014 = NA) OR (universe#94694014 = null)) THEN null ELSE cast(universe#94694014 as int) END AS universe#94694045]
Input [4]: [cap#94694007, sort#94694010, description#94694012, universe#94694014]
(14) Filter
Input [3]: [cap#94694039, description#94694044, sort#94694042]
Condition : isnotnull(cap#94694039)
(15) Project
Output [3]: [cap#94694039, description#94694044 AS cap_description#94912039, sort#94694042 AS cap_sort#94912040]
Input [3]: [cap#94694039, description#94694044, sort#94694042]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94908844))]
Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [turnover#94909112, cap_description#94912039 AS cap#94912129, cap_sort#94912040]
Input [5]: [cap#94908844, turnover#94909112, cap#94694039, cap_description#94912039, cap_sort#94912040]
(18) Exchange
Input [3]: [turnover#94909112, cap#94912129, cap_sort#94912040]
Arguments: rangepartitioning(cap_sort#94912040 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7577658]
(19) Sort [codegen id : 3]
Input [3]: [turnover#94909112, cap#94912129, cap_sort#94912040]
Arguments: [cap_sort#94912040 ASC NULLS FIRST], true, 0
(20) Project [codegen id : 3]
Output [3]: [cap#94912129, turnover#94909112, (1.0 / cast(turnover#94909112 as double)) AS days_hold#94912157]
Input [3]: [turnover#94909112, cap#94912129, cap_sort#94912040]
(21) CollectLimit
Input [3]: [cap#94912129, turnover#94909112, days_hold#94912157]
Arguments: 1000000