== Physical Plan ==
CollectLimit (20)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Sort (19)
+- Exchange (18)
+- * Project (17)
+- * BroadcastHashJoin Inner BuildLeft (16)
:- BroadcastExchange (10)
: +- * Project (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- * Filter (15)
+- InMemoryTableScan (11)
+- InMemoryRelation (12)
+- * Project (14)
+- Scan csv (13)
(1) InMemoryTableScan
Output [7]: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
Arguments: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
(2) InMemoryRelation
Arguments: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7526503]
+- *(2) Project [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
+- *(2) BroadcastHashJoin [sector_id#94268085], [sector_id#94160418], Inner, BuildLeft, false
:- BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#7526496]
: +- *(1) Project [sector_id#94268085, numcos#94268096, numdates#94268099, coverage#94268349, round((cast(numcos#94268096 as double) / cast(coverage#94268349 as double)), 0) AS universe#94268444]
: +- *(1) Filter isnotnull(sector_id#94268085)
: +- *(1) ColumnarToRow
: +- InMemoryTableScan [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085], [isnotnull(sector_id#94268085)]
: +- InMemoryRelation [sector_id#94268085, retIC#94268090, resretIC#94268094, numcos#94268096, numdates#94268099, annual_bmret#94268103, annual_ret#94268107, std_ret#94268111, Sharpe_ret#94268115, PctPos_ret#94268120, TR_ret#94268124, IR_ret#94268126, annual_resret#94268128, std_resret#94268141, Sharpe_resret#94268270, PctPos_resret#94268271, TR_resret#94268284, IR_resret#94268285, annual_retnet#94268286, std_retnet#94268298, Sharpe_retnet#94268300, PctPos_retnet#94268301, TR_retnet#94268316, IR_retnet#94268330, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((sector_id#94267879 = NA) OR (sector_id#94267879 = null)) THEN null ELSE cast(sector_id#94267879 as int) END AS sector_id#94268085, CASE WHEN ((retIC#94267880 = NA) OR (retIC#94267880 = null)) THEN null ELSE cast(retIC#94267880 as float) END AS retIC#94268090, CASE WHEN ((resretIC#94267881 = NA) OR (resretIC#94267881 = null)) THEN null ELSE cast(resretIC#94267881 as float) END AS resretIC#94268094, CASE WHEN ((numcos#94267882 = NA) OR (numcos#94267882 = null)) THEN null ELSE cast(numcos#94267882 as float) END AS numcos#94268096, CASE WHEN ((numdates#94267883 = NA) OR (numdates#94267883 = null)) THEN null ELSE cast(numdates#94267883 as float) END AS numdates#94268099, CASE WHEN ((annual_bmret#94267884 = NA) OR (annual_bmret#94267884 = null)) THEN null ELSE cast(annual_bmret#94267884 as float) END AS annual_bmret#94268103, CASE WHEN ((annual_ret#94267885 = NA) OR (annual_ret#94267885 = null)) THEN null ELSE cast(annual_ret#94267885 as float) END AS annual_ret#94268107, CASE WHEN ((std_ret#94267886 = NA) OR (std_ret#94267886 = null)) THEN null ELSE cast(std_ret#94267886 as float) END AS std_ret#94268111, CASE WHEN ((Sharpe_ret#94267887 = NA) OR (Sharpe_ret#94267887 = null)) THEN null ELSE cast(Sharpe_ret#94267887 as float) END AS Sharpe_ret#94268115, CASE WHEN ((PctPos_ret#94267888 = NA) OR (PctPos_ret#94267888 = null)) THEN null ELSE cast(PctPos_ret#94267888 as float) END AS PctPos_ret#94268120, CASE WHEN ((TR_ret#94267889 = NA) OR (TR_ret#94267889 = null)) THEN null ELSE cast(TR_ret#94267889 as float) END AS TR_ret#94268124, CASE WHEN ((IR_ret#94267890 = NA) OR (IR_ret#94267890 = null)) THEN null ELSE cast(IR_ret#94267890 as float) END AS IR_ret#94268126, CASE WHEN ((annual_resret#94267891 = NA) OR (annual_resret#94267891 = null)) THEN null ELSE cast(annual_resret#94267891 as float) END AS annual_resret#94268128, CASE WHEN ((std_resret#94267892 = NA) OR (std_resret#94267892 = null)) THEN null ELSE cast(std_resret#94267892 as float) END AS std_resret#94268141, CASE WHEN ((Sharpe_resret#94267893 = NA) OR (Sharpe_resret#94267893 = null)) THEN null ELSE cast(Sharpe_resret#94267893 as float) END AS Sharpe_resret#94268270, CASE WHEN ((PctPos_resret#94267894 = NA) OR (PctPos_resret#94267894 = null)) THEN null ELSE cast(PctPos_resret#94267894 as float) END AS PctPos_resret#94268271, CASE WHEN ((TR_resret#94267895 = NA) OR (TR_resret#94267895 = null)) THEN null ELSE cast(TR_resret#94267895 as float) END AS TR_resret#94268284, CASE WHEN ((IR_resret#94267896 = NA) OR (IR_resret#94267896 = null)) THEN null ELSE cast(IR_resret#94267896 as float) END AS IR_resret#94268285, CASE WHEN ((annual_retnet#94267897 = NA) OR (annual_retnet#94267897 = null)) THEN null ELSE cast(annual_retnet#94267897 as float) END AS annual_retnet#94268286, CASE WHEN ((std_retnet#94267898 = NA) OR (std_retnet#94267898 = null)) THEN null ELSE cast(std_retnet#94267898 as float) END AS std_retnet#94268298, CASE WHEN ((Sharpe_retnet#94267899 = NA) OR (Sharpe_retnet#94267899 = null)) THEN null ELSE cast(Sharpe_retnet#94267899 as float) END AS Sharpe_retnet#94268300, CASE WHEN ((PctPos_retnet#94267900 = NA) OR (PctPos_retnet#94267900 = null)) THEN null ELSE cast(PctPos_retnet#94267900 as float) END AS PctPos_retnet#94268301, CASE WHEN ((TR_retnet#94267901 = NA) OR (TR_retnet#94267901 = null)) THEN null ELSE cast(TR_retnet#94267901 as float) END AS TR_retnet#94268316, CASE WHEN ((IR_retnet#94267902 = NA) OR (IR_retnet#94267902 = null)) THEN null ELSE cast(IR_retnet#94267902 as float) END AS IR_retnet#94268330, ... 2 more fields]
: +- FileScan csv [sector_id#94267879,retIC#94267880,resretIC#94267881,numcos#94267882,numdates#94267883,annual_bmret#94267884,annual_ret#94267885,std_ret#94267886,Sharpe_ret#94267887,PctPos_ret#94267888,TR_ret#94267889,IR_ret#94267890,annual_resret#94267891,std_resret#94267892,Sharpe_resret#94267893,PctPos_resret#94267894,TR_resret#94267895,IR_resret#94267896,annual_retnet#94267897,std_retnet#94267898,Sharpe_retnet#94267899,PctPos_retnet#94267900,TR_retnet#94267901,IR_retnet#94267902,... 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<sector_id:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:s...
+- *(2) Filter isnotnull(sector_id#94160418)
+- InMemoryTableScan [sector_id#94160418, sort#94160419, description#94160423], [isnotnull(sector_id#94160418)]
+- InMemoryRelation [sector_id#94160418, sort#94160419, description#94160423, universe#94160424], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424]
+- FileScan csv [sector_id#94160398,sort#94160399,description#94160400,universe#94160401] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string>
,None), [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [4]: [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085]
Arguments: [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085], [isnotnull(sector_id#94268085)]
(4) InMemoryRelation
Arguments: [sector_id#94268085, retIC#94268090, resretIC#94268094, numcos#94268096, numdates#94268099, annual_bmret#94268103, annual_ret#94268107, std_ret#94268111, Sharpe_ret#94268115, PctPos_ret#94268120, TR_ret#94268124, IR_ret#94268126, annual_resret#94268128, std_resret#94268141, Sharpe_resret#94268270, PctPos_resret#94268271, TR_resret#94268284, IR_resret#94268285, annual_retnet#94268286, std_retnet#94268298, Sharpe_retnet#94268300, PctPos_retnet#94268301, TR_retnet#94268316, IR_retnet#94268330, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((sector_id#94267879 = NA) OR (sector_id#94267879 = null)) THEN null ELSE cast(sector_id#94267879 as int) END AS sector_id#94268085, CASE WHEN ((retIC#94267880 = NA) OR (retIC#94267880 = null)) THEN null ELSE cast(retIC#94267880 as float) END AS retIC#94268090, CASE WHEN ((resretIC#94267881 = NA) OR (resretIC#94267881 = null)) THEN null ELSE cast(resretIC#94267881 as float) END AS resretIC#94268094, CASE WHEN ((numcos#94267882 = NA) OR (numcos#94267882 = null)) THEN null ELSE cast(numcos#94267882 as float) END AS numcos#94268096, CASE WHEN ((numdates#94267883 = NA) OR (numdates#94267883 = null)) THEN null ELSE cast(numdates#94267883 as float) END AS numdates#94268099, CASE WHEN ((annual_bmret#94267884 = NA) OR (annual_bmret#94267884 = null)) THEN null ELSE cast(annual_bmret#94267884 as float) END AS annual_bmret#94268103, CASE WHEN ((annual_ret#94267885 = NA) OR (annual_ret#94267885 = null)) THEN null ELSE cast(annual_ret#94267885 as float) END AS annual_ret#94268107, CASE WHEN ((std_ret#94267886 = NA) OR (std_ret#94267886 = null)) THEN null ELSE cast(std_ret#94267886 as float) END AS std_ret#94268111, CASE WHEN ((Sharpe_ret#94267887 = NA) OR (Sharpe_ret#94267887 = null)) THEN null ELSE cast(Sharpe_ret#94267887 as float) END AS Sharpe_ret#94268115, CASE WHEN ((PctPos_ret#94267888 = NA) OR (PctPos_ret#94267888 = null)) THEN null ELSE cast(PctPos_ret#94267888 as float) END AS PctPos_ret#94268120, CASE WHEN ((TR_ret#94267889 = NA) OR (TR_ret#94267889 = null)) THEN null ELSE cast(TR_ret#94267889 as float) END AS TR_ret#94268124, CASE WHEN ((IR_ret#94267890 = NA) OR (IR_ret#94267890 = null)) THEN null ELSE cast(IR_ret#94267890 as float) END AS IR_ret#94268126, CASE WHEN ((annual_resret#94267891 = NA) OR (annual_resret#94267891 = null)) THEN null ELSE cast(annual_resret#94267891 as float) END AS annual_resret#94268128, CASE WHEN ((std_resret#94267892 = NA) OR (std_resret#94267892 = null)) THEN null ELSE cast(std_resret#94267892 as float) END AS std_resret#94268141, CASE WHEN ((Sharpe_resret#94267893 = NA) OR (Sharpe_resret#94267893 = null)) THEN null ELSE cast(Sharpe_resret#94267893 as float) END AS Sharpe_resret#94268270, CASE WHEN ((PctPos_resret#94267894 = NA) OR (PctPos_resret#94267894 = null)) THEN null ELSE cast(PctPos_resret#94267894 as float) END AS PctPos_resret#94268271, CASE WHEN ((TR_resret#94267895 = NA) OR (TR_resret#94267895 = null)) THEN null ELSE cast(TR_resret#94267895 as float) END AS TR_resret#94268284, CASE WHEN ((IR_resret#94267896 = NA) OR (IR_resret#94267896 = null)) THEN null ELSE cast(IR_resret#94267896 as float) END AS IR_resret#94268285, CASE WHEN ((annual_retnet#94267897 = NA) OR (annual_retnet#94267897 = null)) THEN null ELSE cast(annual_retnet#94267897 as float) END AS annual_retnet#94268286, CASE WHEN ((std_retnet#94267898 = NA) OR (std_retnet#94267898 = null)) THEN null ELSE cast(std_retnet#94267898 as float) END AS std_retnet#94268298, CASE WHEN ((Sharpe_retnet#94267899 = NA) OR (Sharpe_retnet#94267899 = null)) THEN null ELSE cast(Sharpe_retnet#94267899 as float) END AS Sharpe_retnet#94268300, CASE WHEN ((PctPos_retnet#94267900 = NA) OR (PctPos_retnet#94267900 = null)) THEN null ELSE cast(PctPos_retnet#94267900 as float) END AS PctPos_retnet#94268301, CASE WHEN ((TR_retnet#94267901 = NA) OR (TR_retnet#94267901 = null)) THEN null ELSE cast(TR_retnet#94267901 as float) END AS TR_retnet#94268316, CASE WHEN ((IR_retnet#94267902 = NA) OR (IR_retnet#94267902 = null)) THEN null ELSE cast(IR_retnet#94267902 as float) END AS IR_retnet#94268330, ... 2 more fields]
+- FileScan csv [sector_id#94267879,retIC#94267880,resretIC#94267881,numcos#94267882,numdates#94267883,annual_bmret#94267884,annual_ret#94267885,std_ret#94267886,Sharpe_ret#94267887,PctPos_ret#94267888,TR_ret#94267889,IR_ret#94267890,annual_resret#94267891,std_resret#94267892,Sharpe_resret#94267893,PctPos_resret#94267894,TR_resret#94267895,IR_resret#94267896,annual_retnet#94267897,std_retnet#94267898,Sharpe_retnet#94267899,PctPos_retnet#94267900,TR_retnet#94267901,IR_retnet#94267902,... 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<sector_id:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:s...
,None)
(5) Scan csv
Output [26]: [sector_id#94267879, retIC#94267880, resretIC#94267881, numcos#94267882, numdates#94267883, annual_bmret#94267884, annual_ret#94267885, std_ret#94267886, Sharpe_ret#94267887, PctPos_ret#94267888, TR_ret#94267889, IR_ret#94267890, annual_resret#94267891, std_resret#94267892, Sharpe_resret#94267893, PctPos_resret#94267894, TR_resret#94267895, IR_resret#94267896, annual_retnet#94267897, std_retnet#94267898, Sharpe_retnet#94267899, PctPos_retnet#94267900, TR_retnet#94267901, IR_retnet#94267902, turnover#94267903, coverage#94267904]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/digital_revenue_signal/rev_signal_percentile_r_100/stats_sector_id.csv]
ReadSchema: struct<sector_id: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 ((sector_id#94267879 = NA) OR (sector_id#94267879 = null)) THEN null ELSE cast(sector_id#94267879 as int) END AS sector_id#94268085, CASE WHEN ((retIC#94267880 = NA) OR (retIC#94267880 = null)) THEN null ELSE cast(retIC#94267880 as float) END AS retIC#94268090, CASE WHEN ((resretIC#94267881 = NA) OR (resretIC#94267881 = null)) THEN null ELSE cast(resretIC#94267881 as float) END AS resretIC#94268094, CASE WHEN ((numcos#94267882 = NA) OR (numcos#94267882 = null)) THEN null ELSE cast(numcos#94267882 as float) END AS numcos#94268096, CASE WHEN ((numdates#94267883 = NA) OR (numdates#94267883 = null)) THEN null ELSE cast(numdates#94267883 as float) END AS numdates#94268099, CASE WHEN ((annual_bmret#94267884 = NA) OR (annual_bmret#94267884 = null)) THEN null ELSE cast(annual_bmret#94267884 as float) END AS annual_bmret#94268103, CASE WHEN ((annual_ret#94267885 = NA) OR (annual_ret#94267885 = null)) THEN null ELSE cast(annual_ret#94267885 as float) END AS annual_ret#94268107, CASE WHEN ((std_ret#94267886 = NA) OR (std_ret#94267886 = null)) THEN null ELSE cast(std_ret#94267886 as float) END AS std_ret#94268111, CASE WHEN ((Sharpe_ret#94267887 = NA) OR (Sharpe_ret#94267887 = null)) THEN null ELSE cast(Sharpe_ret#94267887 as float) END AS Sharpe_ret#94268115, CASE WHEN ((PctPos_ret#94267888 = NA) OR (PctPos_ret#94267888 = null)) THEN null ELSE cast(PctPos_ret#94267888 as float) END AS PctPos_ret#94268120, CASE WHEN ((TR_ret#94267889 = NA) OR (TR_ret#94267889 = null)) THEN null ELSE cast(TR_ret#94267889 as float) END AS TR_ret#94268124, CASE WHEN ((IR_ret#94267890 = NA) OR (IR_ret#94267890 = null)) THEN null ELSE cast(IR_ret#94267890 as float) END AS IR_ret#94268126, CASE WHEN ((annual_resret#94267891 = NA) OR (annual_resret#94267891 = null)) THEN null ELSE cast(annual_resret#94267891 as float) END AS annual_resret#94268128, CASE WHEN ((std_resret#94267892 = NA) OR (std_resret#94267892 = null)) THEN null ELSE cast(std_resret#94267892 as float) END AS std_resret#94268141, CASE WHEN ((Sharpe_resret#94267893 = NA) OR (Sharpe_resret#94267893 = null)) THEN null ELSE cast(Sharpe_resret#94267893 as float) END AS Sharpe_resret#94268270, CASE WHEN ((PctPos_resret#94267894 = NA) OR (PctPos_resret#94267894 = null)) THEN null ELSE cast(PctPos_resret#94267894 as float) END AS PctPos_resret#94268271, CASE WHEN ((TR_resret#94267895 = NA) OR (TR_resret#94267895 = null)) THEN null ELSE cast(TR_resret#94267895 as float) END AS TR_resret#94268284, CASE WHEN ((IR_resret#94267896 = NA) OR (IR_resret#94267896 = null)) THEN null ELSE cast(IR_resret#94267896 as float) END AS IR_resret#94268285, CASE WHEN ((annual_retnet#94267897 = NA) OR (annual_retnet#94267897 = null)) THEN null ELSE cast(annual_retnet#94267897 as float) END AS annual_retnet#94268286, CASE WHEN ((std_retnet#94267898 = NA) OR (std_retnet#94267898 = null)) THEN null ELSE cast(std_retnet#94267898 as float) END AS std_retnet#94268298, CASE WHEN ((Sharpe_retnet#94267899 = NA) OR (Sharpe_retnet#94267899 = null)) THEN null ELSE cast(Sharpe_retnet#94267899 as float) END AS Sharpe_retnet#94268300, CASE WHEN ((PctPos_retnet#94267900 = NA) OR (PctPos_retnet#94267900 = null)) THEN null ELSE cast(PctPos_retnet#94267900 as float) END AS PctPos_retnet#94268301, CASE WHEN ((TR_retnet#94267901 = NA) OR (TR_retnet#94267901 = null)) THEN null ELSE cast(TR_retnet#94267901 as float) END AS TR_retnet#94268316, CASE WHEN ((IR_retnet#94267902 = NA) OR (IR_retnet#94267902 = null)) THEN null ELSE cast(IR_retnet#94267902 as float) END AS IR_retnet#94268330, CASE WHEN ((turnover#94267903 = NA) OR (turnover#94267903 = null)) THEN null ELSE cast(turnover#94267903 as float) END AS turnover#94268345, CASE WHEN ((coverage#94267904 = NA) OR (coverage#94267904 = null)) THEN null ELSE cast(coverage#94267904 as float) END AS coverage#94268349]
Input [26]: [sector_id#94267879, retIC#94267880, resretIC#94267881, numcos#94267882, numdates#94267883, annual_bmret#94267884, annual_ret#94267885, std_ret#94267886, Sharpe_ret#94267887, PctPos_ret#94267888, TR_ret#94267889, IR_ret#94267890, annual_resret#94267891, std_resret#94267892, Sharpe_resret#94267893, PctPos_resret#94267894, TR_resret#94267895, IR_resret#94267896, annual_retnet#94267897, std_retnet#94267898, Sharpe_retnet#94267899, PctPos_retnet#94267900, TR_retnet#94267901, IR_retnet#94267902, turnover#94267903, coverage#94267904]
(7) ColumnarToRow [codegen id : 1]
Input [4]: [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085]
(8) Filter [codegen id : 1]
Input [4]: [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085]
Condition : isnotnull(sector_id#94268085)
(9) Project [codegen id : 1]
Output [5]: [sector_id#94268085, numcos#94268096, numdates#94268099, coverage#94268349, round((cast(numcos#94268096 as double) / cast(coverage#94268349 as double)), 0) AS universe#94268444]
Input [4]: [coverage#94268349, numcos#94268096, numdates#94268099, sector_id#94268085]
(10) BroadcastExchange
Input [5]: [sector_id#94268085, numcos#94268096, numdates#94268099, coverage#94268349, universe#94268444]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#7526496]
(11) InMemoryTableScan
Output [3]: [sector_id#94160418, sort#94160419, description#94160423]
Arguments: [sector_id#94160418, sort#94160419, description#94160423], [isnotnull(sector_id#94160418)]
(12) InMemoryRelation
Arguments: [sector_id#94160418, sort#94160419, description#94160423, universe#94160424], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424]
+- FileScan csv [sector_id#94160398,sort#94160399,description#94160400,universe#94160401] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string>
,None)
(13) Scan csv
Output [4]: [sector_id#94160398, sort#94160399, description#94160400, universe#94160401]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_sector.csv]
ReadSchema: struct<sector_id:string,sort:string,description:string,universe:string>
(14) Project [codegen id : 1]
Output [4]: [CASE WHEN ((sector_id#94160398 = NA) OR (sector_id#94160398 = null)) THEN null ELSE cast(sector_id#94160398 as int) END AS sector_id#94160418, CASE WHEN (sort#94160399 = null) THEN null ELSE sort#94160399 END AS sort#94160419, CASE WHEN (description#94160400 = null) THEN null ELSE description#94160400 END AS description#94160423, CASE WHEN ((universe#94160401 = NA) OR (universe#94160401 = null)) THEN null ELSE cast(universe#94160401 as int) END AS universe#94160424]
Input [4]: [sector_id#94160398, sort#94160399, description#94160400, universe#94160401]
(15) Filter
Input [3]: [sector_id#94160418, sort#94160419, description#94160423]
Condition : isnotnull(sector_id#94160418)
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [sector_id#94268085]
Right keys [1]: [sector_id#94160418]
Join condition: None
(17) Project [codegen id : 2]
Output [7]: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
Input [8]: [sector_id#94268085, numcos#94268096, numdates#94268099, coverage#94268349, universe#94268444, sector_id#94160418, sort#94160419, description#94160423]
(18) Exchange
Input [7]: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
Arguments: rangepartitioning(sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7526503]
(19) Sort [codegen id : 3]
Input [7]: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
Arguments: [sort#94160419 ASC NULLS FIRST, description#94160423 ASC NULLS FIRST], true, 0
(20) CollectLimit
Input [7]: [sector_id#94268085, numcos#94268096, numdates#94268099, sort#94160419, description#94160423, universe#94268444, coverage#94268349]
Arguments: 1000000