== 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#94797399, turnover#94794874, days_hold#94797433]
Arguments: [cap#94797399, turnover#94794874, days_hold#94797433]
(2) InMemoryRelation
Arguments: [cap#94797399, turnover#94794874, days_hold#94797433], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94797399, turnover#94794874, (1.0 / cast(turnover#94794874 as double)) AS days_hold#94797433]
+- *(3) Sort [cap_sort#94797310 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(cap_sort#94797310 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7568500]
+- *(2) Project [turnover#94794874, cap_description#94797309 AS cap#94797399, cap_sort#94797310]
+- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94794668))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))], Inner, BuildLeft, false
:- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7568492]
: +- *(1) Filter isnotnull(cap#94794668)
: +- *(1) ColumnarToRow
: +- InMemoryTableScan [cap#94794668, turnover#94794874], [isnotnull(cap#94794668)]
: +- InMemoryRelation [cap#94794668, retIC#94794669, resretIC#94794670, numcos#94794671, numdates#94794684, annual_bmret#94794685, annual_ret#94794698, std_ret#94794710, Sharpe_ret#94794723, PctPos_ret#94794751, TR_ret#94794781, IR_ret#94794783, annual_resret#94794787, std_resret#94794791, Sharpe_resret#94794795, PctPos_resret#94794799, TR_resret#94794803, IR_resret#94794808, annual_retnet#94794811, std_retnet#94794816, Sharpe_retnet#94794818, PctPos_retnet#94794820, TR_retnet#94794822, IR_retnet#94794824, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94794482 = NA) OR (cap#94794482 = null)) THEN null ELSE cast(cap#94794482 as float) END AS cap#94794668, CASE WHEN ((retIC#94794486 = NA) OR (retIC#94794486 = null)) THEN null ELSE cast(retIC#94794486 as float) END AS retIC#94794669, CASE WHEN ((resretIC#94794488 = NA) OR (resretIC#94794488 = null)) THEN null ELSE cast(resretIC#94794488 as float) END AS resretIC#94794670, CASE WHEN ((numcos#94794491 = NA) OR (numcos#94794491 = null)) THEN null ELSE cast(numcos#94794491 as float) END AS numcos#94794671, CASE WHEN ((numdates#94794492 = NA) OR (numdates#94794492 = null)) THEN null ELSE cast(numdates#94794492 as float) END AS numdates#94794684, CASE WHEN ((annual_bmret#94794493 = NA) OR (annual_bmret#94794493 = null)) THEN null ELSE cast(annual_bmret#94794493 as float) END AS annual_bmret#94794685, CASE WHEN ((annual_ret#94794494 = NA) OR (annual_ret#94794494 = null)) THEN null ELSE cast(annual_ret#94794494 as float) END AS annual_ret#94794698, CASE WHEN ((std_ret#94794495 = NA) OR (std_ret#94794495 = null)) THEN null ELSE cast(std_ret#94794495 as float) END AS std_ret#94794710, CASE WHEN ((Sharpe_ret#94794496 = NA) OR (Sharpe_ret#94794496 = null)) THEN null ELSE cast(Sharpe_ret#94794496 as float) END AS Sharpe_ret#94794723, CASE WHEN ((PctPos_ret#94794497 = NA) OR (PctPos_ret#94794497 = null)) THEN null ELSE cast(PctPos_ret#94794497 as float) END AS PctPos_ret#94794751, CASE WHEN ((TR_ret#94794498 = NA) OR (TR_ret#94794498 = null)) THEN null ELSE cast(TR_ret#94794498 as float) END AS TR_ret#94794781, CASE WHEN ((IR_ret#94794499 = NA) OR (IR_ret#94794499 = null)) THEN null ELSE cast(IR_ret#94794499 as float) END AS IR_ret#94794783, CASE WHEN ((annual_resret#94794500 = NA) OR (annual_resret#94794500 = null)) THEN null ELSE cast(annual_resret#94794500 as float) END AS annual_resret#94794787, CASE WHEN ((std_resret#94794501 = NA) OR (std_resret#94794501 = null)) THEN null ELSE cast(std_resret#94794501 as float) END AS std_resret#94794791, CASE WHEN ((Sharpe_resret#94794502 = NA) OR (Sharpe_resret#94794502 = null)) THEN null ELSE cast(Sharpe_resret#94794502 as float) END AS Sharpe_resret#94794795, CASE WHEN ((PctPos_resret#94794503 = NA) OR (PctPos_resret#94794503 = null)) THEN null ELSE cast(PctPos_resret#94794503 as float) END AS PctPos_resret#94794799, CASE WHEN ((TR_resret#94794504 = NA) OR (TR_resret#94794504 = null)) THEN null ELSE cast(TR_resret#94794504 as float) END AS TR_resret#94794803, CASE WHEN ((IR_resret#94794505 = NA) OR (IR_resret#94794505 = null)) THEN null ELSE cast(IR_resret#94794505 as float) END AS IR_resret#94794808, CASE WHEN ((annual_retnet#94794506 = NA) OR (annual_retnet#94794506 = null)) THEN null ELSE cast(annual_retnet#94794506 as float) END AS annual_retnet#94794811, CASE WHEN ((std_retnet#94794507 = NA) OR (std_retnet#94794507 = null)) THEN null ELSE cast(std_retnet#94794507 as float) END AS std_retnet#94794816, CASE WHEN ((Sharpe_retnet#94794508 = NA) OR (Sharpe_retnet#94794508 = null)) THEN null ELSE cast(Sharpe_retnet#94794508 as float) END AS Sharpe_retnet#94794818, CASE WHEN ((PctPos_retnet#94794509 = NA) OR (PctPos_retnet#94794509 = null)) THEN null ELSE cast(PctPos_retnet#94794509 as float) END AS PctPos_retnet#94794820, CASE WHEN ((TR_retnet#94794510 = NA) OR (TR_retnet#94794510 = null)) THEN null ELSE cast(TR_retnet#94794510 as float) END AS TR_retnet#94794822, CASE WHEN ((IR_retnet#94794511 = NA) OR (IR_retnet#94794511 = null)) THEN null ELSE cast(IR_retnet#94794511 as float) END AS IR_retnet#94794824, ... 2 more fields]
: +- FileScan csv [cap#94794482,retIC#94794486,resretIC#94794488,numcos#94794491,numdates#94794492,annual_bmret#94794493,annual_ret#94794494,std_ret#94794495,Sharpe_ret#94794496,PctPos_ret#94794497,TR_ret#94794498,IR_ret#94794499,annual_resret#94794500,std_resret#94794501,Sharpe_resret#94794502,PctPos_resret#94794503,TR_resret#94794504,IR_resret#94794505,annual_retnet#94794506,std_retnet#94794507,Sharpe_retnet#94794508,PctPos_retnet#94794509,TR_retnet#94794510,IR_retnet#94794511,... 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,...
+- *(2) Project [cap#94694039, description#94694044 AS cap_description#94797309, sort#94694042 AS cap_sort#94797310]
+- *(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#94797310 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [2]: [cap#94794668, turnover#94794874]
Arguments: [cap#94794668, turnover#94794874], [isnotnull(cap#94794668)]
(4) InMemoryRelation
Arguments: [cap#94794668, retIC#94794669, resretIC#94794670, numcos#94794671, numdates#94794684, annual_bmret#94794685, annual_ret#94794698, std_ret#94794710, Sharpe_ret#94794723, PctPos_ret#94794751, TR_ret#94794781, IR_ret#94794783, annual_resret#94794787, std_resret#94794791, Sharpe_resret#94794795, PctPos_resret#94794799, TR_resret#94794803, IR_resret#94794808, annual_retnet#94794811, std_retnet#94794816, Sharpe_retnet#94794818, PctPos_retnet#94794820, TR_retnet#94794822, IR_retnet#94794824, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94794482 = NA) OR (cap#94794482 = null)) THEN null ELSE cast(cap#94794482 as float) END AS cap#94794668, CASE WHEN ((retIC#94794486 = NA) OR (retIC#94794486 = null)) THEN null ELSE cast(retIC#94794486 as float) END AS retIC#94794669, CASE WHEN ((resretIC#94794488 = NA) OR (resretIC#94794488 = null)) THEN null ELSE cast(resretIC#94794488 as float) END AS resretIC#94794670, CASE WHEN ((numcos#94794491 = NA) OR (numcos#94794491 = null)) THEN null ELSE cast(numcos#94794491 as float) END AS numcos#94794671, CASE WHEN ((numdates#94794492 = NA) OR (numdates#94794492 = null)) THEN null ELSE cast(numdates#94794492 as float) END AS numdates#94794684, CASE WHEN ((annual_bmret#94794493 = NA) OR (annual_bmret#94794493 = null)) THEN null ELSE cast(annual_bmret#94794493 as float) END AS annual_bmret#94794685, CASE WHEN ((annual_ret#94794494 = NA) OR (annual_ret#94794494 = null)) THEN null ELSE cast(annual_ret#94794494 as float) END AS annual_ret#94794698, CASE WHEN ((std_ret#94794495 = NA) OR (std_ret#94794495 = null)) THEN null ELSE cast(std_ret#94794495 as float) END AS std_ret#94794710, CASE WHEN ((Sharpe_ret#94794496 = NA) OR (Sharpe_ret#94794496 = null)) THEN null ELSE cast(Sharpe_ret#94794496 as float) END AS Sharpe_ret#94794723, CASE WHEN ((PctPos_ret#94794497 = NA) OR (PctPos_ret#94794497 = null)) THEN null ELSE cast(PctPos_ret#94794497 as float) END AS PctPos_ret#94794751, CASE WHEN ((TR_ret#94794498 = NA) OR (TR_ret#94794498 = null)) THEN null ELSE cast(TR_ret#94794498 as float) END AS TR_ret#94794781, CASE WHEN ((IR_ret#94794499 = NA) OR (IR_ret#94794499 = null)) THEN null ELSE cast(IR_ret#94794499 as float) END AS IR_ret#94794783, CASE WHEN ((annual_resret#94794500 = NA) OR (annual_resret#94794500 = null)) THEN null ELSE cast(annual_resret#94794500 as float) END AS annual_resret#94794787, CASE WHEN ((std_resret#94794501 = NA) OR (std_resret#94794501 = null)) THEN null ELSE cast(std_resret#94794501 as float) END AS std_resret#94794791, CASE WHEN ((Sharpe_resret#94794502 = NA) OR (Sharpe_resret#94794502 = null)) THEN null ELSE cast(Sharpe_resret#94794502 as float) END AS Sharpe_resret#94794795, CASE WHEN ((PctPos_resret#94794503 = NA) OR (PctPos_resret#94794503 = null)) THEN null ELSE cast(PctPos_resret#94794503 as float) END AS PctPos_resret#94794799, CASE WHEN ((TR_resret#94794504 = NA) OR (TR_resret#94794504 = null)) THEN null ELSE cast(TR_resret#94794504 as float) END AS TR_resret#94794803, CASE WHEN ((IR_resret#94794505 = NA) OR (IR_resret#94794505 = null)) THEN null ELSE cast(IR_resret#94794505 as float) END AS IR_resret#94794808, CASE WHEN ((annual_retnet#94794506 = NA) OR (annual_retnet#94794506 = null)) THEN null ELSE cast(annual_retnet#94794506 as float) END AS annual_retnet#94794811, CASE WHEN ((std_retnet#94794507 = NA) OR (std_retnet#94794507 = null)) THEN null ELSE cast(std_retnet#94794507 as float) END AS std_retnet#94794816, CASE WHEN ((Sharpe_retnet#94794508 = NA) OR (Sharpe_retnet#94794508 = null)) THEN null ELSE cast(Sharpe_retnet#94794508 as float) END AS Sharpe_retnet#94794818, CASE WHEN ((PctPos_retnet#94794509 = NA) OR (PctPos_retnet#94794509 = null)) THEN null ELSE cast(PctPos_retnet#94794509 as float) END AS PctPos_retnet#94794820, CASE WHEN ((TR_retnet#94794510 = NA) OR (TR_retnet#94794510 = null)) THEN null ELSE cast(TR_retnet#94794510 as float) END AS TR_retnet#94794822, CASE WHEN ((IR_retnet#94794511 = NA) OR (IR_retnet#94794511 = null)) THEN null ELSE cast(IR_retnet#94794511 as float) END AS IR_retnet#94794824, ... 2 more fields]
+- FileScan csv [cap#94794482,retIC#94794486,resretIC#94794488,numcos#94794491,numdates#94794492,annual_bmret#94794493,annual_ret#94794494,std_ret#94794495,Sharpe_ret#94794496,PctPos_ret#94794497,TR_ret#94794498,IR_ret#94794499,annual_resret#94794500,std_resret#94794501,Sharpe_resret#94794502,PctPos_resret#94794503,TR_resret#94794504,IR_resret#94794505,annual_retnet#94794506,std_retnet#94794507,Sharpe_retnet#94794508,PctPos_retnet#94794509,TR_retnet#94794510,IR_retnet#94794511,... 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)
(5) Scan csv
Output [26]: [cap#94794482, retIC#94794486, resretIC#94794488, numcos#94794491, numdates#94794492, annual_bmret#94794493, annual_ret#94794494, std_ret#94794495, Sharpe_ret#94794496, PctPos_ret#94794497, TR_ret#94794498, IR_ret#94794499, annual_resret#94794500, std_resret#94794501, Sharpe_resret#94794502, PctPos_resret#94794503, TR_resret#94794504, IR_resret#94794505, annual_retnet#94794506, std_retnet#94794507, Sharpe_retnet#94794508, PctPos_retnet#94794509, TR_retnet#94794510, IR_retnet#94794511, turnover#94794512, coverage#94794513]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal_postearnings/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#94794482 = NA) OR (cap#94794482 = null)) THEN null ELSE cast(cap#94794482 as float) END AS cap#94794668, CASE WHEN ((retIC#94794486 = NA) OR (retIC#94794486 = null)) THEN null ELSE cast(retIC#94794486 as float) END AS retIC#94794669, CASE WHEN ((resretIC#94794488 = NA) OR (resretIC#94794488 = null)) THEN null ELSE cast(resretIC#94794488 as float) END AS resretIC#94794670, CASE WHEN ((numcos#94794491 = NA) OR (numcos#94794491 = null)) THEN null ELSE cast(numcos#94794491 as float) END AS numcos#94794671, CASE WHEN ((numdates#94794492 = NA) OR (numdates#94794492 = null)) THEN null ELSE cast(numdates#94794492 as float) END AS numdates#94794684, CASE WHEN ((annual_bmret#94794493 = NA) OR (annual_bmret#94794493 = null)) THEN null ELSE cast(annual_bmret#94794493 as float) END AS annual_bmret#94794685, CASE WHEN ((annual_ret#94794494 = NA) OR (annual_ret#94794494 = null)) THEN null ELSE cast(annual_ret#94794494 as float) END AS annual_ret#94794698, CASE WHEN ((std_ret#94794495 = NA) OR (std_ret#94794495 = null)) THEN null ELSE cast(std_ret#94794495 as float) END AS std_ret#94794710, CASE WHEN ((Sharpe_ret#94794496 = NA) OR (Sharpe_ret#94794496 = null)) THEN null ELSE cast(Sharpe_ret#94794496 as float) END AS Sharpe_ret#94794723, CASE WHEN ((PctPos_ret#94794497 = NA) OR (PctPos_ret#94794497 = null)) THEN null ELSE cast(PctPos_ret#94794497 as float) END AS PctPos_ret#94794751, CASE WHEN ((TR_ret#94794498 = NA) OR (TR_ret#94794498 = null)) THEN null ELSE cast(TR_ret#94794498 as float) END AS TR_ret#94794781, CASE WHEN ((IR_ret#94794499 = NA) OR (IR_ret#94794499 = null)) THEN null ELSE cast(IR_ret#94794499 as float) END AS IR_ret#94794783, CASE WHEN ((annual_resret#94794500 = NA) OR (annual_resret#94794500 = null)) THEN null ELSE cast(annual_resret#94794500 as float) END AS annual_resret#94794787, CASE WHEN ((std_resret#94794501 = NA) OR (std_resret#94794501 = null)) THEN null ELSE cast(std_resret#94794501 as float) END AS std_resret#94794791, CASE WHEN ((Sharpe_resret#94794502 = NA) OR (Sharpe_resret#94794502 = null)) THEN null ELSE cast(Sharpe_resret#94794502 as float) END AS Sharpe_resret#94794795, CASE WHEN ((PctPos_resret#94794503 = NA) OR (PctPos_resret#94794503 = null)) THEN null ELSE cast(PctPos_resret#94794503 as float) END AS PctPos_resret#94794799, CASE WHEN ((TR_resret#94794504 = NA) OR (TR_resret#94794504 = null)) THEN null ELSE cast(TR_resret#94794504 as float) END AS TR_resret#94794803, CASE WHEN ((IR_resret#94794505 = NA) OR (IR_resret#94794505 = null)) THEN null ELSE cast(IR_resret#94794505 as float) END AS IR_resret#94794808, CASE WHEN ((annual_retnet#94794506 = NA) OR (annual_retnet#94794506 = null)) THEN null ELSE cast(annual_retnet#94794506 as float) END AS annual_retnet#94794811, CASE WHEN ((std_retnet#94794507 = NA) OR (std_retnet#94794507 = null)) THEN null ELSE cast(std_retnet#94794507 as float) END AS std_retnet#94794816, CASE WHEN ((Sharpe_retnet#94794508 = NA) OR (Sharpe_retnet#94794508 = null)) THEN null ELSE cast(Sharpe_retnet#94794508 as float) END AS Sharpe_retnet#94794818, CASE WHEN ((PctPos_retnet#94794509 = NA) OR (PctPos_retnet#94794509 = null)) THEN null ELSE cast(PctPos_retnet#94794509 as float) END AS PctPos_retnet#94794820, CASE WHEN ((TR_retnet#94794510 = NA) OR (TR_retnet#94794510 = null)) THEN null ELSE cast(TR_retnet#94794510 as float) END AS TR_retnet#94794822, CASE WHEN ((IR_retnet#94794511 = NA) OR (IR_retnet#94794511 = null)) THEN null ELSE cast(IR_retnet#94794511 as float) END AS IR_retnet#94794824, CASE WHEN ((turnover#94794512 = NA) OR (turnover#94794512 = null)) THEN null ELSE cast(turnover#94794512 as float) END AS turnover#94794874, CASE WHEN ((coverage#94794513 = NA) OR (coverage#94794513 = null)) THEN null ELSE cast(coverage#94794513 as float) END AS coverage#94794875]
Input [26]: [cap#94794482, retIC#94794486, resretIC#94794488, numcos#94794491, numdates#94794492, annual_bmret#94794493, annual_ret#94794494, std_ret#94794495, Sharpe_ret#94794496, PctPos_ret#94794497, TR_ret#94794498, IR_ret#94794499, annual_resret#94794500, std_resret#94794501, Sharpe_resret#94794502, PctPos_resret#94794503, TR_resret#94794504, IR_resret#94794505, annual_retnet#94794506, std_retnet#94794507, Sharpe_retnet#94794508, PctPos_retnet#94794509, TR_retnet#94794510, IR_retnet#94794511, turnover#94794512, coverage#94794513]
(7) ColumnarToRow [codegen id : 1]
Input [2]: [cap#94794668, turnover#94794874]
(8) Filter [codegen id : 1]
Input [2]: [cap#94794668, turnover#94794874]
Condition : isnotnull(cap#94794668)
(9) BroadcastExchange
Input [2]: [cap#94794668, turnover#94794874]
Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7568492]
(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#94797309, sort#94694042 AS cap_sort#94797310]
Input [3]: [cap#94694039, description#94694044, sort#94694042]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94794668))]
Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94694039 as float)))]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [turnover#94794874, cap_description#94797309 AS cap#94797399, cap_sort#94797310]
Input [5]: [cap#94794668, turnover#94794874, cap#94694039, cap_description#94797309, cap_sort#94797310]
(18) Exchange
Input [3]: [turnover#94794874, cap#94797399, cap_sort#94797310]
Arguments: rangepartitioning(cap_sort#94797310 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7568500]
(19) Sort [codegen id : 3]
Input [3]: [turnover#94794874, cap#94797399, cap_sort#94797310]
Arguments: [cap_sort#94797310 ASC NULLS FIRST], true, 0
(20) Project [codegen id : 3]
Output [3]: [cap#94797399, turnover#94794874, (1.0 / cast(turnover#94794874 as double)) AS days_hold#94797433]
Input [3]: [turnover#94794874, cap#94797399, cap_sort#94797310]
(21) CollectLimit
Input [3]: [cap#94797399, turnover#94794874, days_hold#94797433]
Arguments: 1000000