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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

StanZhai
Thanks for lian's reply.

Here is the QueryPlan generated by Spark 1.6.2(I can't get it in Spark 2.1.0):

== Parsed Logical Plan ==
'GroupingSets [0], ['col0], [unresolvedalias('col0 AS col0#3605374),unresolvedalias('sum('col1) AS col1#3605375),unresolvedalias('sum('col2) AS col2#3605376),unresolvedalias('avg('col3) AS col3#3605377),unresolvedalias('sum('col4) AS col4#3605378),unresolvedalias('sum('col5) AS col5#3605379),unresolvedalias(('sum('col22) / 'sum('col23)) AS col6#3605380),unresolvedalias('sum('col7) AS col7#3605381),unresolvedalias('sum('col8) AS col8#3605382),unresolvedalias('sum('col9) AS col9#3605383),unresolvedalias('sum('col10) AS col10#3605384),unresolvedalias('sum('col11) AS col11#3605385),unresolvedalias(('sum('col24) / 'sum('col25)) AS col12#3605386),unresolvedalias(('sum('col24) / 'sum('col27)) AS col13#3605387),unresolvedalias(('sum('col24) / 'sum('col29)) AS col14#3605388),unresolvedalias(('sum('col24) / 'sum('col31)) AS col15#3605389),unresolvedalias(('sum('col25) / 'sum('col23)) AS col16#3605390),unresolvedalias(('sum('col27) / 'sum('col23)) AS col17#3605391),unresolvedalias(('sum('col29) / 'sum('col27)) AS col18#3605392),unresolvedalias(('sum('col31) / 'sum('col29)) AS col19#3605393),unresolvedalias(('sum('col31) / 'sum('col27)) AS col20#3605394),unresolvedalias('sum('col21) AS col21#3605395),unresolvedalias('GROUPING__ID AS GROUPING__ID#3605396)]
+- 'UnresolvedRelation `tmp_join_tb_5c0f9ebc18fc8b07_3`, None

== Analyzed Logical Plan ==
col0: string, col1: double, col2: double, col3: double, col4: double, col5: double, col6: double, col7: double, col8: double, col9: double, col10: double, col11: double, col12: double, col13: double, col14: double, col15: double, col16: double, col17: double, col18: double, col19: double, col20: double, col21: double, GROUPING__ID: int
Aggregate [col0#3605399,grouping__id#3605398], [col0#3605399 AS col0#3605374,(sum(col1#3605333),mode=Complete,isDistinct=false) AS col1#3605375,(sum(col2#3605334),mode=Complete,isDistinct=false) AS col2#3605376,(avg(col3#3605335),mode=Complete,isDistinct=false) AS col3#3605377,(sum(col4#3605336),mode=Complete,isDistinct=false) AS col4#3605378,(sum(col5#3605337),mode=Complete,isDistinct=false) AS col5#3605379,((sum(col22#3605354),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col6#3605380,(sum(col7#3605339),mode=Complete,isDistinct=false) AS col7#3605381,(sum(col8#3605340),mode=Complete,isDistinct=false) AS col8#3605382,(sum(col9#3605341),mode=Complete,isDistinct=false) AS col9#3605383,(sum(col10#3605342),mode=Complete,isDistinct=false) AS col10#3605384,(sum(col11#3605343),mode=Complete,isDistinct=false) AS col11#3605385,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col25#3605357),mode=Complete,isDistinct=false)) AS col12#3605386,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col13#3605387,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col14#3605388,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col31#3605363),mode=Complete,isDistinct=false)) AS col15#3605389,((sum(col25#3605357),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col16#3605390,((sum(col27#3605359),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col17#3605391,((sum(col29#3605361),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col18#3605392,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col19#3605393,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col20#3605394,(sum(col21#3605353),mode=Complete,isDistinct=false) AS col21#3605395,GROUPING__ID#3605398 AS GROUPING__ID#3605396]
+- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
   +- Project [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605332 AS col0#3605399]
      +- Subquery tmp_join_tb_5c0f9ebc18fc8b07_3
         +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373]
            +- Join LeftOuter, Some((if (isnull(col0#3604986))  else col0#3604986 = if (isnull(col0#3605079))  else col0#3605079))
               :- Subquery tmp_tb_e2e59562f7f4d928
               :  +- Project [col0#3604944 AS col0#3604986,col1#3604945 AS col1#3604987,col2#3604946 AS col2#3604988,col3#3604947 AS col3#3604989,col4#3604948 AS col4#3604990,col5#3604949 AS col5#3604991,col6#3604950 AS col6#3604992,col7#3604951 AS col7#3604993,col8#3604952 AS col8#3604994,col9#3604953 AS col9#3604995,col10#3604954 AS col10#3604996,col11#3604955 AS col11#3604997,col12#3604956 AS col12#3604998,col13#3604957 AS col13#3604999,col14#3604958 AS col14#3605000,col15#3604959 AS col15#3605001,col16#3604960 AS col16#3605002,col17#3604961 AS col17#3605003,col18#3604962 AS col18#3605004,col19#3604963 AS col19#3605005,col20#3604964 AS col20#3605006,col21#3604965 AS col21#3605007,col22#3604966 AS col22#3605008,col23#3604967 AS col23#3605009,col24#3604968 AS col24#3605010,col25#3604969 AS col25#3605011,col26#3604970 AS col26#3605012,col27#3604971 AS col27#3605013,col28#3604972 AS col28#3605014,col29#3604973 AS col29#3605015,col30#3604974 AS col30#3605016,col31#3604975 AS col31#3605017,col32#3604976 AS col32#3605018,col33#3604977 AS col33#3605019,col34#3604978 AS col34#3605020,col35#3604979 AS col35#3605021,col36#3604980 AS col36#3605022,col37#3604981 AS col37#3605023,col38#3604982 AS col38#3605024,col39#3604983 AS col39#3605025,col40#3604984 AS col40#3605026,col41#3604985 AS col41#3605027]
               :     +- Subquery tmp_tb_e1f587a505324947
               :        +- Project [col0#3604902 AS col0#3604944,col1#3604903 AS col1#3604945,col2#3604904 AS col2#3604946,col3#3604905 AS col3#3604947,col4#3604906 AS col4#3604948,col5#3604907 AS col5#3604949,col6#3604908 AS col6#3604950,col7#3604909 AS col7#3604951,col8#3604910 AS col8#3604952,col9#3604911 AS col9#3604953,col10#3604912 AS col10#3604954,col11#3604913 AS col11#3604955,col12#3604914 AS col12#3604956,col13#3604915 AS col13#3604957,col14#3604916 AS col14#3604958,col15#3604917 AS col15#3604959,col16#3604918 AS col16#3604960,col17#3604919 AS col17#3604961,col18#3604920 AS col18#3604962,col19#3604921 AS col19#3604963,col20#3604922 AS col20#3604964,col21#3604923 AS col21#3604965,col22#3604924 AS col22#3604966,col23#3604925 AS col23#3604967,col24#3604926 AS col24#3604968,col25#3604927 AS col25#3604969,col26#3604928 AS col26#3604970,col27#3604929 AS col27#3604971,col28#3604930 AS col28#3604972,col29#3604931 AS col29#3604973,col30#3604932 AS col30#3604974,col31#3604933 AS col31#3604975,col32#3604934 AS col32#3604976,col33#3604935 AS col33#3604977,col34#3604936 AS col34#3604978,col35#3604937 AS col35#3604979,col36#3604938 AS col36#3604980,col37#3604939 AS col37#3604981,col38#3604940 AS col38#3604982,col39#3604941 AS col39#3604983,col40#3604942 AS col40#3604984,col41#3604943 AS col41#3604985]
               :           +- Subquery tmp_tb_af5dfe0207076186
               :              +- Project [col0#3604860 AS col0#3604902,col1#3604861 AS col1#3604903,col2#3604862 AS col2#3604904,col3#3604863 AS col3#3604905,col4#3604864 AS col4#3604906,col5#3604865 AS col5#3604907,col6#3604866 AS col6#3604908,col7#3604867 AS col7#3604909,col8#3604868 AS col8#3604910,col9#3604869 AS col9#3604911,col10#3604870 AS col10#3604912,col11#3604871 AS col11#3604913,col12#3604872 AS col12#3604914,col13#3604873 AS col13#3604915,col14#3604874 AS col14#3604916,col15#3604875 AS col15#3604917,col16#3604876 AS col16#3604918,col17#3604877 AS col17#3604919,col18#3604878 AS col18#3604920,col19#3604879 AS col19#3604921,col20#3604880 AS col20#3604922,col21#3604881 AS col21#3604923,col22#3604882 AS col22#3604924,col23#3604883 AS col23#3604925,col24#3604884 AS col24#3604926,col25#3604885 AS col25#3604927,col26#3604886 AS col26#3604928,col27#3604887 AS col27#3604929,col28#3604888 AS col28#3604930,col29#3604889 AS col29#3604931,col30#3604890 AS col30#3604932,col31#3604891 AS col31#3604933,col32#3604892 AS col32#3604934,col33#3604893 AS col33#3604935,col34#3604894 AS col34#3604936,col35#3604895 AS col35#3604937,col36#3604896 AS col36#3604938,col37#3604897 AS col37#3604939,col38#3604898 AS col38#3604940,col39#3604899 AS col39#3604941,col40#3604900 AS col40#3604942,col41#3604901 AS col41#3604943]
               :                 +- Subquery tmp_tb_d6388581be8bd02b
               :                    +- Project [col0#3604818 AS col0#3604860,col1#3604819 AS col1#3604861,col2#3604820 AS col2#3604862,col3#3604821 AS col3#3604863,col4#3604822 AS col4#3604864,col5#3604823 AS col5#3604865,col6#3604824 AS col6#3604866,col7#3604825 AS col7#3604867,col8#3604826 AS col8#3604868,col9#3604827 AS col9#3604869,col10#3604828 AS col10#3604870,col11#3604829 AS col11#3604871,col12#3604830 AS col12#3604872,col13#3604831 AS col13#3604873,col14#3604832 AS col14#3604874,col15#3604833 AS col15#3604875,col16#3604834 AS col16#3604876,col17#3604835 AS col17#3604877,col18#3604836 AS col18#3604878,col19#3604837 AS col19#3604879,col20#3604838 AS col20#3604880,col21#3604839 AS col21#3604881,col22#3604840 AS col22#3604882,col23#3604841 AS col23#3604883,col24#3604842 AS col24#3604884,col25#3604843 AS col25#3604885,col26#3604844 AS col26#3604886,col27#3604845 AS col27#3604887,col28#3604846 AS col28#3604888,col29#3604847 AS col29#3604889,col30#3604848 AS col30#3604890,col31#3604849 AS col31#3604891,col32#3604850 AS col32#3604892,col33#3604851 AS col33#3604893,col34#3604852 AS col34#3604894,col35#3604853 AS col35#3604895,col36#3604854 AS col36#3604896,col37#3604855 AS col37#3604897,col38#3604856 AS col38#3604898,col39#3604857 AS col39#3604899,col40#3604858 AS col40#3604900,col41#3604859 AS col41#3604901]
               :                       +- Filter ((((((((((((((((((((isnotnull(col1#3604819) || isnotnull(col2#3604820)) || isnotnull(col3#3604821)) || isnotnull(col4#3604822)) || isnotnull(col5#3604823)) || isnotnull(col6#3604824)) || isnotnull(col7#3604825)) || isnotnull(col8#3604826)) || isnotnull(col9#3604827)) || isnotnull(col10#3604828)) || isnotnull(col11#3604829)) || isnotnull(col12#3604830)) || isnotnull(col13#3604831)) || isnotnull(col14#3604832)) || isnotnull(col15#3604833)) || isnotnull(col16#3604834)) || isnotnull(col17#3604835)) || isnotnull(col18#3604836)) || isnotnull(col19#3604837)) || isnotnull(col20#3604838)) || isnotnull(col21#3604839))
               :                          +- Subquery tmp_join_tb_00d22afcd5fd25d4
               :                             +- Project [col0#3604561 AS col0#3604818,col1#3604562 AS col1#3604819,col2#3604563 AS col2#3604820,col4#3604779 AS col3#3604821,col4#3604565 AS col4#3604822,col5#3604566 AS col5#3604823,col6#3604567 AS col6#3604824,col7#3604568 AS col7#3604825,col8#3604569 AS col8#3604826,col9#3604570 AS col9#3604827,col10#3604571 AS col10#3604828,col11#3604572 AS col11#3604829,col12#3604573 AS col12#3604830,col13#3604574 AS col13#3604831,col14#3604575 AS col14#3604832,col15#3604576 AS col15#3604833,col16#3604577 AS col16#3604834,col17#3604578 AS col17#3604835,col18#3604579 AS col18#3604836,col19#3604580 AS col19#3604837,col20#3604581 AS col20#3604838,col21#3604582 AS col21#3604839,col22#3604583 AS col22#3604840,col23#3604584 AS col23#3604841,col24#3604585 AS col24#3604842,col25#3604586 AS col25#3604843,col26#3604587 AS col26#3604844,col27#3604588 AS col27#3604845,col28#3604589 AS col28#3604846,col29#3604590 AS col29#3604847,col30#3604591 AS col30#3604848,col31#3604592 AS col31#3604849,col32#3604593 AS col32#3604850,col33#3604594 AS col33#3604851,col34#3604595 AS col34#3604852,col35#3604596 AS col35#3604853,col36#3604597 AS col36#3604854,col37#3604598 AS col37#3604855,col38#3604599 AS col38#3604856,col39#3604600 AS col39#3604857,col40#3604601 AS col40#3604858,col41#3604602 AS col41#3604859]
               :                                +- Join LeftOuter, Some(((if (isnull(col0#3604561))  else col0#3604561 = if (isnull(col1#3604776))  else col1#3604776) && (if (isnull(1))  else cast(1 as string) = if (isnull(1))  else cast(1 as string))))
               :                                   :- Subquery tmp_tb_0b50b8442300cd3b_1
               :                                   :  +- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
               :                                   :     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_0c82a43bbcb57a2e_0
               :                                   :        +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3604519,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3604520,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604521,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604522,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3604523,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3604524,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3604525,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3604526,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3604527,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604528,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3604529,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3604530,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3604531,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3604532,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3604533,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3604534,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3604535,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604536,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3604537,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3604538,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3604539,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col21#3604540,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3604541,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3604542,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3604543,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3604544,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3604545,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3604546,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3604547,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3604548,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3604549,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3604550,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3604551,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3604552,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3604553,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3604554,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3604555,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3604556,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604557,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3604558,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3604559,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3604560]
               :                                   :           +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
               :                                   :              +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                   :                 +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                   :                    +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                   :                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                   :                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                   :                             +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               :                                   +- Subquery tmp_tb_599dc55b4f21d9d6
               :                                      +- Project [col0#3604732 AS col0#3604775,col1#3604733 AS col1#3604776,col2#3604734 AS col2#3604777,col3#3604735 AS col3#3604778,col4#3604736 AS col4#3604779,col5#3604737 AS col5#3604780,col6#3604738 AS col6#3604781,col7#3604739 AS col7#3604782,col8#3604740 AS col8#3604783,col9#3604741 AS col9#3604784,col10#3604742 AS col10#3604785,col11#3604743 AS col11#3604786,col12#3604744 AS col12#3604787,col13#3604745 AS col13#3604788,col14#3604746 AS col14#3604789,col15#3604747 AS col15#3604790,col16#3604748 AS col16#3604791,col17#3604749 AS col17#3604792,col18#3604750 AS col18#3604793,col19#3604751 AS col19#3604794,col20#3604752 AS col20#3604795,col21#3604753 AS col21#3604796,col22#3604754 AS col22#3604797,col23#3604755 AS col23#3604798,col24#3604756 AS col24#3604799,col25#3604757 AS col25#3604800,col26#3604758 AS col26#3604801,col27#3604759 AS col27#3604802,col28#3604760 AS col28#3604803,col29#3604761 AS col29#3604804,col30#3604762 AS col30#3604805,col31#3604763 AS col31#3604806,col32#3604764 AS col32#3604807,col33#3604765 AS col33#3604808,col34#3604766 AS col34#3604809,col35#3604767 AS col35#3604810,col36#3604768 AS col36#3604811,col37#3604769 AS col37#3604812,col38#3604770 AS col38#3604813,col39#3604771 AS col39#3604814,col40#3604772 AS col40#3604815,col41#3604773 AS col41#3604816,col42#3604774 AS col42#3604817]
               :                                         +- Filter (col0#3604732 = 2017-02-21 00:00:00)
               :                                            +- Subquery tmp_join_tb_88eeb94b7e70026a
               :                                               +- Project [col0#3604646 AS col0#3604732,col1#3604647 AS col1#3604733,col2#3604648 AS col2#3604734,col3#3604649 AS col3#3604735,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604736,col5#3604651 AS col5#3604737,col6#3604652 AS col6#3604738,col7#3604653 AS col7#3604739,col8#3604654 AS col8#3604740,col9#3604655 AS col9#3604741,col10#3604656 AS col10#3604742,col11#3604657 AS col11#3604743,col12#3604658 AS col12#3604744,col13#3604659 AS col13#3604745,col14#3604660 AS col14#3604746,col15#3604661 AS col15#3604747,col16#3604662 AS col16#3604748,col17#3604663 AS col17#3604749,col18#3604664 AS col18#3604750,col19#3604665 AS col19#3604751,col20#3604666 AS col20#3604752,col21#3604667 AS col21#3604753,col22#3604668 AS col22#3604754,col23#3604669 AS col23#3604755,col24#3604670 AS col24#3604756,col25#3604671 AS col25#3604757,col26#3604672 AS col26#3604758,col27#3604673 AS col27#3604759,col28#3604674 AS col28#3604760,col29#3604675 AS col29#3604761,col30#3604676 AS col30#3604762,col31#3604677 AS col31#3604763,col32#3604678 AS col32#3604764,col33#3604679 AS col33#3604765,col34#3604680 AS col34#3604766,col35#3604681 AS col35#3604767,col36#3604682 AS col36#3604768,col37#3604683 AS col37#3604769,col38#3604684 AS col38#3604770,col39#3604685 AS col39#3604771,col40#3604686 AS col40#3604772,col41#3604687 AS col41#3604773,col42#3604688 AS col42#3604774]
               :                                                  +- Join LeftOuter, Some((((if (isnull(col1#3604647))  else col1#3604647 = if (isnull(col1#3604690))  else col1#3604690) && (col0#3604646 = HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1))) && (col0#3604646 = 2017-02-21 00:00:00)))
               :                                                     :- Subquery tmp_tb_51d812b1654a0a98
               :                                                     :  +- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
               :                                                     :     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_f54b458f5cbb803c_1
               :                                                     :        +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
               :                                                     :           +- Filter (fke1ef2a3d#3604321 = 东吴)
               :                                                     :              +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                                     :                 +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                     :                    +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                                     :                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                     :                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                                     :                             +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               :                                                     +- Subquery tmp_tb_51d812b1654a0a98_1
               :                                                        +- Project [col0#3604603 AS col0#3604689,col1#3604604 AS col1#3604690,col2#3604605 AS col2#3604691,col3#3604606 AS col3#3604692,col4#3604607 AS col4#3604693,col5#3604608 AS col5#3604694,col6#3604609 AS col6#3604695,col7#3604610 AS col7#3604696,col8#3604611 AS col8#3604697,col9#3604612 AS col9#3604698,col10#3604613 AS col10#3604699,col11#3604614 AS col11#3604700,col12#3604615 AS col12#3604701,col13#3604616 AS col13#3604702,col14#3604617 AS col14#3604703,col15#3604618 AS col15#3604704,col16#3604619 AS col16#3604705,col17#3604620 AS col17#3604706,col18#3604621 AS col18#3604707,col19#3604622 AS col19#3604708,col20#3604623 AS col20#3604709,col21#3604624 AS col21#3604710,col22#3604625 AS col22#3604711,col23#3604626 AS col23#3604712,col24#3604627 AS col24#3604713,col25#3604628 AS col25#3604714,col26#3604629 AS col26#3604715,col27#3604630 AS col27#3604716,col28#3604631 AS col28#3604717,col29#3604632 AS col29#3604718,col30#3604633 AS col30#3604719,col31#3604634 AS col31#3604720,col32#3604635 AS col32#3604721,col33#3604636 AS col33#3604722,col34#3604637 AS col34#3604723,col35#3604638 AS col35#3604724,col36#3604639 AS col36#3604725,col37#3604640 AS col37#3604726,col38#3604641 AS col38#3604727,col39#3604642 AS col39#3604728,col40#3604643 AS col40#3604729,col41#3604644 AS col41#3604730,col42#3604645 AS col42#3604731]
               :                                                           +- Subquery 726cbefe72d042efacfe27eefed5a4ef_f54b458f5cbb803c_1
               :                                                              +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
               :                                                                 +- Filter (fke1ef2a3d#3604321 = 东吴)
               :                                                                    +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                                                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                                                             +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                                                +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                                                                   +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               +- Subquery tmp_tb_d7c946c7e85a3f95_1
                  +- Project [col0#3605028 AS col0#3605079,col1#3605029 AS col1#3605080,col2#3605030 AS col2#3605081,col3#3605031 AS col3#3605082,col4#3605032 AS col4#3605083,col5#3605033 AS col5#3605084,col6#3605034 AS col6#3605085,col7#3605035 AS col7#3605086,col8#3605036 AS col8#3605087,col9#3605037 AS col9#3605088,col10#3605038 AS col10#3605089,col11#3605039 AS col11#3605090,col12#3605040 AS col12#3605091,col13#3605041 AS col13#3605092,col14#3605042 AS col14#3605093,col15#3605043 AS col15#3605094,col16#3605044 AS col16#3605095,col17#3605045 AS col17#3605096,col18#3605046 AS col18#3605097,col19#3605047 AS col19#3605098,col20#3605048 AS col20#3605099,col21#3605049 AS col21#3605100,col22#3605050 AS col22#3605101,col23#3605051 AS col23#3605102,col24#3605052 AS col24#3605103,col25#3605053 AS col25#3605104,col26#3605054 AS col26#3605105,col27#3605055 AS col27#3605106,col28#3605056 AS col28#3605107,col29#3605057 AS col29#3605108,col30#3605058 AS col30#3605109,col31#3605059 AS col31#3605110,col32#3605060 AS col32#3605111,col33#3605061 AS col33#3605112,col34#3605062 AS col34#3605113,col35#3605063 AS col35#3605114,col36#3605064 AS col36#3605115,col37#3605065 AS col37#3605116,col38#3605066 AS col38#3605117,col39#3605067 AS col39#3605118,col40#3605068 AS col40#3605119,col41#3605069 AS col41#3605120]
                     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_1dc7445f30f89b16_0
                        +- Project [col0#3605028,col1#3605029,col2#3605030,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col9#3605037,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col21#3605049,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069]
                           +- Project [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075,_we0#3605076,_we1#3605077,_we2#3605078,(_w0#3605070 / _we0#3605076) AS col2#3605030,(_w2#3605072 / _we1#3605077) AS col9#3605037,(_w4#3605074 / _we2#3605078) AS col21#3605049]
                              +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                                 +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3605028,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3605029,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3605031,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3605032,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3605033,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3605034,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3605035,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3605036,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3605038,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3605039,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3605040,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3605041,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3605042,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3605043,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3605044,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3605045,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3605046,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3605047,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3605048,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3605050,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3605051,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3605052,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3605053,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3605054,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3605055,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3605056,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3605057,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3605058,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3605059,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3605060,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3605061,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3605062,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3605063,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3605064,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3605065,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3605066,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3605067,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3605068,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3605069,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w0#3605070,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w1#3605071,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w2#3605072,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w3#3605073,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w4#3605074,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w5#3605075]
                                    +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
                                       +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
                                          +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
                                             +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
                                                +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
                                                   +- Subquery 726cbefe72d042efacfe27eefed5a4ef
                                                      +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef

== Optimized Logical Plan ==
Aggregate [col0#3605399,grouping__id#3605398], [col0#3605399 AS col0#3605374,(sum(col1#3605333),mode=Complete,isDistinct=false) AS col1#3605375,(sum(col2#3605334),mode=Complete,isDistinct=false) AS col2#3605376,(avg(col3#3605335),mode=Complete,isDistinct=false) AS col3#3605377,(sum(col4#3605336),mode=Complete,isDistinct=false) AS col4#3605378,(sum(col5#3605337),mode=Complete,isDistinct=false) AS col5#3605379,((sum(col22#3605354),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col6#3605380,(sum(col7#3605339),mode=Complete,isDistinct=false) AS col7#3605381,(sum(col8#3605340),mode=Complete,isDistinct=false) AS col8#3605382,(sum(col9#3605341),mode=Complete,isDistinct=false) AS col9#3605383,(sum(col10#3605342),mode=Complete,isDistinct=false) AS col10#3605384,(sum(col11#3605343),mode=Complete,isDistinct=false) AS col11#3605385,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col25#3605357),mode=Complete,isDistinct=false)) AS col12#3605386,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col13#3605387,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col14#3605388,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col31#3605363),mode=Complete,isDistinct=false)) AS col15#3605389,((sum(col25#3605357),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col16#3605390,((sum(col27#3605359),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col17#3605391,((sum(col29#3605361),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col18#3605392,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col19#3605393,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col20#3605394,(sum(col21#3605353),mode=Complete,isDistinct=false) AS col21#3605395,GROUPING__ID#3605398 AS GROUPING__ID#3605396]
+- Project [col0#3605399,col25#3605357,col31#3605363,col7#3605339,col9#3605341,col10#3605342,col29#3605361,col23#3605355,col21#3605353,col8#3605340,col24#3605356,grouping__id#3605398,col3#3605335,col4#3605336,col27#3605359,col1#3605333,col5#3605337,col22#3605354,col2#3605334,col11#3605343]
   +- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
      +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373,col0#3604986 AS col0#3605399]
         +- Join LeftOuter, Some((if (isnull(col0#3604986))  else col0#3604986 = if (isnull(col0#3605079))  else col0#3605079))
            :- Project [col6#3604567 AS col6#3604992,col0#3604561 AS col0#3604986,col16#3604577 AS col16#3605002,col35#3604596 AS col35#3605021,col32#3604593 AS col32#3605018,col8#3604569 AS col8#3604994,col17#3604578 AS col17#3605003,col4#3604779 AS col3#3604989,col41#3604602 AS col41#3605027,col22#3604583 AS col22#3605008,col30#3604591 AS col30#3605016,col12#3604573 AS col12#3604998,col29#3604590 AS col29#3605015,col34#3604595 AS col34#3605020,col31#3604592 AS col31#3605017,col26#3604587 AS col26#3605012,col28#3604589 AS col28#3605014,col7#3604568 AS col7#3604993,col39#3604600 AS col39#3605025,col36#3604597 AS col36#3605022,col15#3604576 AS col15#3605001,col33#3604594 AS col33#3605019,col1#3604562 AS col1#3604987,col13#3604574 AS col13#3604999,col11#3604572 AS col11#3604997,col10#3604571 AS col10#3604996,col20#3604581 AS col20#3605006,col38#3604599 AS col38#3605024,col18#3604579 AS col18#3605004,col24#3604585 AS col24#3605010,col19#3604580 AS col19#3605005,col37#3604598 AS col37#3605023,col14#3604575 AS col14#3605000,col27#3604588 AS col27#3605013,col5#3604566 AS col5#3604991,col4#3604565 AS col4#3604990,col25#3604586 AS col25#3605011,col23#3604584 AS col23#3605009,col40#3604601 AS col40#3605026]
            :  +- Filter ((((((((((((((((((((isnotnull(col1#3604562) || isnotnull(col2#3604563)) || isnotnull(col4#3604779)) || isnotnull(col4#3604565)) || isnotnull(col5#3604566)) || isnotnull(col6#3604567)) || isnotnull(col7#3604568)) || isnotnull(col8#3604569)) || isnotnull(col9#3604570)) || isnotnull(col10#3604571)) || isnotnull(col11#3604572)) || isnotnull(col12#3604573)) || isnotnull(col13#3604574)) || isnotnull(col14#3604575)) || isnotnull(col15#3604576)) || isnotnull(col16#3604577)) || isnotnull(col17#3604578)) || isnotnull(col18#3604579)) || isnotnull(col19#3604580)) || isnotnull(col20#3604581)) || isnotnull(col21#3604582))
            :     +- Join LeftOuter, Some((if (isnull(col0#3604561))  else col0#3604561 = if (isnull(col1#3604776))  else col1#3604776))
            :        :- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
            :        :  +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3604519,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3604520,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604521,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604522,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3604523,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3604524,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3604525,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3604526,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3604527,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604528,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3604529,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3604530,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3604531,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3604532,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3604533,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3604534,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3604535,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604536,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3604537,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3604538,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3604539,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col21#3604540,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3604541,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3604542,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3604543,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3604544,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3604545,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3604546,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3604547,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3604548,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3604549,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3604550,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3604551,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3604552,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3604553,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3604554,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3604555,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3604556,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604557,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3604558,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3604559,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3604560]
            :        :     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
            :        :        +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
            :        :           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            :        +- Project [col0#3604646 AS col0#3604775,col1#3604647 AS col1#3604776,col2#3604648 AS col2#3604777,col3#3604649 AS col3#3604778,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604779,col5#3604651 AS col5#3604780,col6#3604652 AS col6#3604781,col7#3604653 AS col7#3604782,col8#3604654 AS col8#3604783,col9#3604655 AS col9#3604784,col10#3604656 AS col10#3604785,col11#3604657 AS col11#3604786,col12#3604658 AS col12#3604787,col13#3604659 AS col13#3604788,col14#3604660 AS col14#3604789,col15#3604661 AS col15#3604790,col16#3604662 AS col16#3604791,col17#3604663 AS col17#3604792,col18#3604664 AS col18#3604793,col19#3604665 AS col19#3604794,col20#3604666 AS col20#3604795,col21#3604667 AS col21#3604796,col22#3604668 AS col22#3604797,col23#3604669 AS col23#3604798,col24#3604670 AS col24#3604799,col25#3604671 AS col25#3604800,col26#3604672 AS col26#3604801,col27#3604673 AS col27#3604802,col28#3604674 AS col28#3604803,col29#3604675 AS col29#3604804,col30#3604676 AS col30#3604805,col31#3604677 AS col31#3604806,col32#3604678 AS col32#3604807,col33#3604679 AS col33#3604808,col34#3604680 AS col34#3604809,col35#3604681 AS col35#3604810,col36#3604682 AS col36#3604811,col37#3604683 AS col37#3604812,col38#3604684 AS col38#3604813,col39#3604685 AS col39#3604814,col40#3604686 AS col40#3604815,col41#3604687 AS col41#3604816,col42#3604688 AS col42#3604817]
            :           +- Join LeftOuter, Some((((col0#3604646 = 2017-02-21 00:00:00) && (if (isnull(col1#3604647))  else col1#3604647 = if (isnull(col1#3604690))  else col1#3604690)) && (col0#3604646 = HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1))))
            :              :- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
            :              :  +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
            :              :     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
            :              :        +- Filter ((fke1ef2a3d#3604321 = 东吴) && (if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) = 2017-02-21 00:00:00))
            :              :           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            :              +- Project [col1#3604604 AS col1#3604690,col4#3604607 AS col4#3604693,col0#3604603 AS col0#3604689]
            :                 +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607]
            :                    +- Project [fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332]
            :                       +- Filter (fke1ef2a3d#3604321 = 东吴)
            :                          +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            +- Project [(_w0#3605070 / _we0#3605076) AS col2#3605081,(_w4#3605074 / _we2#3605078) AS col21#3605100,col0#3605028 AS col0#3605079,(_w2#3605072 / _we1#3605077) AS col9#3605088]
               +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                  +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3605028,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3605029,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3605031,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3605032,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3605033,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3605034,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3605035,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3605036,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3605038,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3605039,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3605040,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3605041,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3605042,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3605043,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3605044,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3605045,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3605046,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3605047,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3605048,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3605050,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3605051,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3605052,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3605053,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3605054,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3605055,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3605056,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3605057,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3605058,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3605059,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3605060,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3605061,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3605062,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3605063,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3605064,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3605065,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3605066,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3605067,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3605068,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3605069,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w0#3605070,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w1#3605071,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w2#3605072,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w3#3605073,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w4#3605074,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w5#3605075]
                     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                        +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
                           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef

== Physical Plan ==
TungstenAggregate(key=[col0#3605399,grouping__id#3605398], functions=[(sum(col1#3605333),mode=Final,isDistinct=false),(sum(col2#3605334),mode=Final,isDistinct=false),(avg(col3#3605335),mode=Final,isDistinct=false),(sum(col4#3605336),mode=Final,isDistinct=false),(sum(col5#3605337),mode=Final,isDistinct=false),(sum(col22#3605354),mode=Final,isDistinct=false),(sum(col23#3605355),mode=Final,isDistinct=false),(sum(col7#3605339),mode=Final,isDistinct=false),(sum(col8#3605340),mode=Final,isDistinct=false),(sum(col9#3605341),mode=Final,isDistinct=false),(sum(col10#3605342),mode=Final,isDistinct=false),(sum(col11#3605343),mode=Final,isDistinct=false),(sum(col24#3605356),mode=Final,isDistinct=false),(sum(col25#3605357),mode=Final,isDistinct=false),(sum(col27#3605359),mode=Final,isDistinct=false),(sum(col29#3605361),mode=Final,isDistinct=false),(sum(col31#3605363),mode=Final,isDistinct=false),(sum(col21#3605353),mode=Final,isDistinct=false)], output=[col0#3605374,col1#3605375,col2#3605376,col3#3605377,col4#3605378,col5#3605379,col6#3605380,col7#3605381,col8#3605382,col9#3605383,col10#3605384,col11#3605385,col12#3605386,col13#3605387,col14#3605388,col15#3605389,col16#3605390,col17#3605391,col18#3605392,col19#3605393,col20#3605394,col21#3605395,GROUPING__ID#3605396])
+- TungstenExchange hashpartitioning(col0#3605399,grouping__id#3605398,114), None
   +- TungstenAggregate(key=[col0#3605399,grouping__id#3605398], functions=[(sum(col1#3605333),mode=Partial,isDistinct=false),(sum(col2#3605334),mode=Partial,isDistinct=false),(avg(col3#3605335),mode=Partial,isDistinct=false),(sum(col4#3605336),mode=Partial,isDistinct=false),(sum(col5#3605337),mode=Partial,isDistinct=false),(sum(col22#3605354),mode=Partial,isDistinct=false),(sum(col23#3605355),mode=Partial,isDistinct=false),(sum(col7#3605339),mode=Partial,isDistinct=false),(sum(col8#3605340),mode=Partial,isDistinct=false),(sum(col9#3605341),mode=Partial,isDistinct=false),(sum(col10#3605342),mode=Partial,isDistinct=false),(sum(col11#3605343),mode=Partial,isDistinct=false),(sum(col24#3605356),mode=Partial,isDistinct=false),(sum(col25#3605357),mode=Partial,isDistinct=false),(sum(col27#3605359),mode=Partial,isDistinct=false),(sum(col29#3605361),mode=Partial,isDistinct=false),(sum(col31#3605363),mode=Partial,isDistinct=false),(sum(col21#3605353),mode=Partial,isDistinct=false)], output=[col0#3605399,grouping__id#3605398,sum#3605468,sum#3605469,sum#3605470,count#3605471L,sum#3605472,sum#3605473,sum#3605474,sum#3605475,sum#3605476,sum#3605477,sum#3605478,sum#3605479,sum#3605480,sum#3605481,sum#3605482,sum#3605483,sum#3605484,sum#3605485,sum#3605486])
      +- Project [col0#3605399,col25#3605357,col31#3605363,col7#3605339,col9#3605341,col10#3605342,col29#3605361,col23#3605355,col21#3605353,col8#3605340,col24#3605356,grouping__id#3605398,col3#3605335,col4#3605336,col27#3605359,col1#3605333,col5#3605337,col22#3605354,col2#3605334,col11#3605343]
         +- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
            +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373,col0#3604986 AS col0#3605399]
               +- SortMergeOuterJoin [if (isnull(col0#3604986))  else col0#3604986], [if (isnull(col0#3605079))  else col0#3605079], LeftOuter, None
                  :- Sort [if (isnull(col0#3604986))  else col0#3604986 ASC], false, 0
                  :  +- TungstenExchange hashpartitioning(if (isnull(col0#3604986))  else col0#3604986,114), None
                  :     +- Project [col6#3604567 AS col6#3604992,col0#3604561 AS col0#3604986,col16#3604577 AS col16#3605002,col35#3604596 AS col35#3605021,col32#3604593 AS col32#3605018,col8#3604569 AS col8#3604994,col17#3604578 AS col17#3605003,col4#3604779 AS col3#3604989,col41#3604602 AS col41#3605027,col22#3604583 AS col22#3605008,col30#3604591 AS col30#3605016,col12#3604573 AS col12#3604998,col29#3604590 AS col29#3605015,col34#3604595 AS col34#3605020,col31#3604592 AS col31#3605017,col26#3604587 AS col26#3605012,col28#3604589 AS col28#3605014,col7#3604568 AS col7#3604993,col39#3604600 AS col39#3605025,col36#3604597 AS col36#3605022,col15#3604576 AS col15#3605001,col33#3604594 AS col33#3605019,col1#3604562 AS col1#3604987,col13#3604574 AS col13#3604999,col11#3604572 AS col11#3604997,col10#3604571 AS col10#3604996,col20#3604581 AS col20#3605006,col38#3604599 AS col38#3605024,col18#3604579 AS col18#3605004,col24#3604585 AS col24#3605010,col19#3604580 AS col19#3605005,col37#3604598 AS col37#3605023,col14#3604575 AS col14#3605000,col27#3604588 AS col27#3605013,col5#3604566 AS col5#3604991,col4#3604565 AS col4#3604990,col25#3604586 AS col25#3605011,col23#3604584 AS col23#3605009,col40#3604601 AS col40#3605026]
                  :        +- Filter ((((((((((((((((((((isnotnull(col1#3604562) || isnotnull(col2#3604563)) || isnotnull(col4#3604779)) || isnotnull(col4#3604565)) || isnotnull(col5#3604566)) || isnotnull(col6#3604567)) || isnotnull(col7#3604568)) || isnotnull(col8#3604569)) || isnotnull(col9#3604570)) || isnotnull(col10#3604571)) || isnotnull(col11#3604572)) || isnotnull(col12#3604573)) || isnotnull(col13#3604574)) || isnotnull(col14#3604575)) || isnotnull(col15#3604576)) || isnotnull(col16#3604577)) || isnotnull(col17#3604578)) || isnotnull(col18#3604579)) || isnotnull(col19#3604580)) || isnotnull(col20#3604581)) || isnotnull(col21#3604582))
                  :           +- SortMergeOuterJoin [if (isnull(col0#3604561))  else col0#3604561], [if (isnull(col1#3604776))  else col1#3604776], LeftOuter, None
                  :              :- Sort [if (isnull(col0#3604561))  else col0#3604561 ASC], false, 0
                  :              :  +- TungstenExchange hashpartitioning(if (isnull(col0#3604561))  else col0#3604561,114), None
                  :              :     +- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
                  :              :        +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3604519,col1#3604520,col2#3604521,col3#3604522,col4#3604523,col5#3604524,col6#3604525,col7#3604526,col8#3604527,col9#3604528,col10#3604529,col11#3604530,col12#3604531,col13#3604532,col14#3604533,col15#3604534,col16#3604535,col17#3604536,col18#3604537,col19#3604538,col20#3604539,col21#3604540,col22#3604541,col23#3604542,col24#3604543,col25#3604544,col26#3604545,col27#3604546,col28#3604547,col29#3604548,col30#3604549,col31#3604550,col32#3604551,col33#3604552,col34#3604553,col35#3604554,col36#3604555,col37#3604556,col38#3604557,col39#3604558,col40#3604559,col41#3604560])
                  :              :           +- TungstenExchange hashpartitioning(fkc3802436#3604322,114), None
                  :              :              +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,sum#3605267,sum#3605268,sum#3605269,sum#3605270,sum#3605271,sum#3605272,sum#3605273,sum#3605274])
                  :              :                 +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                  :              :                    +- Filter (((fke1ef2a3d#3604321 = 东吴) && (2017-02-01 00:00:00 <= fkb804c35c#3604315)) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59))
                  :              :                       +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴), GreaterThanOrEqual(fkb804c35c,2017-02-01 00:00:00), LessThanOrEqual(fkb804c35c,2017-02-21 23:59:59)]
                  :              +- Sort [if (isnull(col1#3604776))  else col1#3604776 ASC], false, 0
                  :                 +- TungstenExchange hashpartitioning(if (isnull(col1#3604776))  else col1#3604776,114), None
                  :                    +- Project [col0#3604646 AS col0#3604775,col1#3604647 AS col1#3604776,col2#3604648 AS col2#3604777,col3#3604649 AS col3#3604778,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604779,col5#3604651 AS col5#3604780,col6#3604652 AS col6#3604781,col7#3604653 AS col7#3604782,col8#3604654 AS col8#3604783,col9#3604655 AS col9#3604784,col10#3604656 AS col10#3604785,col11#3604657 AS col11#3604786,col12#3604658 AS col12#3604787,col13#3604659 AS col13#3604788,col14#3604660 AS col14#3604789,col15#3604661 AS col15#3604790,col16#3604662 AS col16#3604791,col17#3604663 AS col17#3604792,col18#3604664 AS col18#3604793,col19#3604665 AS col19#3604794,col20#3604666 AS col20#3604795,col21#3604667 AS col21#3604796,col22#3604668 AS col22#3604797,col23#3604669 AS col23#3604798,col24#3604670 AS col24#3604799,col25#3604671 AS col25#3604800,col26#3604672 AS col26#3604801,col27#3604673 AS col27#3604802,col28#3604674 AS col28#3604803,col29#3604675 AS col29#3604804,col30#3604676 AS col30#3604805,col31#3604677 AS col31#3604806,col32#3604678 AS col32#3604807,col33#3604679 AS col33#3604808,col34#3604680 AS col34#3604809,col35#3604681 AS col35#3604810,col36#3604682 AS col36#3604811,col37#3604683 AS col37#3604812,col38#3604684 AS col38#3604813,col39#3604685 AS col39#3604814,col40#3604686 AS col40#3604815,col41#3604687 AS col41#3604816,col42#3604688 AS col42#3604817]
                  :                       +- SortMergeOuterJoin [col0#3604646,if (isnull(col1#3604647))  else col1#3604647,col0#3604646], [2017-02-21 00:00:00,if (isnull(col1#3604690))  else col1#3604690,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1)], LeftOuter, None
                  :                          :- Sort [col0#3604646 ASC,if (isnull(col1#3604647))  else col1#3604647 ASC,col0#3604646 ASC], false, 0
                  :                          :  +- TungstenExchange hashpartitioning(col0#3604646,if (isnull(col1#3604647))  else col1#3604647,col0#3604646,114), None
                  :                          :     +- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
                  :                          :        +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3604603,col1#3604604,col2#3604605,col3#3604606,col4#3604607,col5#3604608,col6#3604609,col7#3604610,col8#3604611,col9#3604612,col10#3604613,col11#3604614,col12#3604615,col13#3604616,col14#3604617,col15#3604618,col16#3604619,col17#3604620,col18#3604621,col19#3604622,col20#3604623,col21#3604624,col22#3604625,col23#3604626,col24#3604627,col25#3604628,col26#3604629,col27#3604630,col28#3604631,col29#3604632,col30#3604633,col31#3604634,col32#3604635,col33#3604636,col34#3604637,col35#3604638,col36#3604639,col37#3604640,col38#3604641,col39#3604642,col40#3604643,col41#3604644,col42#3604645])
                  :                          :           +- TungstenExchange hashpartitioning(fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436,114), None
                  :                          :              +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)) AS year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date)) AS month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date)) AS dayofmonth(cast(fkb804c35c#3604315 as date))#3605436], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436,sum#3605294,sum#3605295,sum#3605296,sum#3605297,sum#3605298,sum#3605299,sum#3605300,sum#3605301])
                  :                          :                 +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                  :                          :                    +- Filter ((if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) = 2017-02-21 00:00:00) && (fke1ef2a3d#3604321 = 东吴))
                  :                          :                       +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴)]
                  :                          +- Sort [2017-02-21 00:00:00 ASC,if (isnull(col1#3604690))  else col1#3604690 ASC,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1) ASC], false, 0
                  :                             +- TungstenExchange hashpartitioning(2017-02-21 00:00:00,if (isnull(col1#3604690))  else col1#3604690,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1),114), None
                  :                                +- Project [col1#3604604 AS col1#3604690,col4#3604607 AS col4#3604693,col0#3604603 AS col0#3604689]
                  :                                   +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false)], output=[col0#3604603,col1#3604604,col4#3604607])
                  :                                      +- TungstenExchange hashpartitioning(fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440,114), None
                  :                                         +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)) AS year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date)) AS month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date)) AS dayofmonth(cast(fkb804c35c#3604315 as date))#3605440], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440,sum#3605307])
                  :                                            +- Project [fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332]
                  :                                               +- Filter (fke1ef2a3d#3604321 = 东吴)
                  :                                                  +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332,fke1ef2a3d#3604321] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴)]
                  +- Sort [if (isnull(col0#3605079))  else col0#3605079 ASC], false, 0
                     +- TungstenExchange hashpartitioning(if (isnull(col0#3605079))  else col0#3605079,114), None
                        +- Project [(_w0#3605070 / _we0#3605076) AS col2#3605081,(_w4#3605074 / _we2#3605078) AS col21#3605100,col0#3605028 AS col0#3605079,(_w2#3605072 / _we1#3605077) AS col9#3605088]
                           +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                              +- TungstenExchange SinglePartition, None
                                 +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075])
                                    +- TungstenExchange hashpartitioning(fkc3802436#3604322,114), None
                                       +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,sum#3605324,sum#3605325,sum#3605326,sum#3605327,sum#3605328,sum#3605329,sum#3605330,sum#3605331])
                                          +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                                             +- Filter (((fke1ef2a3d#3604321 = 东吴) && (2017-02-01 00:00:00 <= fkb804c35c#3604315)) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59))
                                                +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴), GreaterThanOrEqual(fkb804c35c,2017-02-01 00:00:00), LessThanOrEqual(fkb804c35c,2017-02-21 23:59:59)]


------------------ Original ------------------
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

What is the query plan? We had once observed query plans that grow exponentially in iterative ML workloads and the query planner hangs forever. For example, each iteration combines 4 plan trees of the last iteration and forms a larger plan tree. The size of the plan tree can easily reach billions of nodes after 15 iterations.


On 2/22/17 9:29 AM, Stan Zhai wrote:
Hi all,

The driver hangs at DataFrame.rdd in Spark 2.1.0 when the DataFrame(SQL) is complex, Following thread dump of my driver:
...

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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

Cheng Lian-3

Just from the thread dump you provided, it seems that this particular query plan jams our optimizer. However, it's also possible that the driver just happened to be running optimizer rules at that particular time point.

Since query planning doesn't touch any actual data, could you please try to minimize this query by replacing the actual relations with temporary views derived from Scala local collections? In this way, it would be much easier for others to reproduce issue.

Cheng


On 2/22/17 5:16 PM, Stan Zhai wrote:
Thanks for lian's reply.

Here is the QueryPlan generated by Spark 1.6.2(I can't get it in Spark 2.1.0):

== Parsed Logical Plan ==
'GroupingSets [0], ['col0], [unresolvedalias('col0 AS col0#3605374),unresolvedalias('sum('col1) AS col1#3605375),unresolvedalias('sum('col2) AS col2#3605376),unresolvedalias('avg('col3) AS col3#3605377),unresolvedalias('sum('col4) AS col4#3605378),unresolvedalias('sum('col5) AS col5#3605379),unresolvedalias(('sum('col22) / 'sum('col23)) AS col6#3605380),unresolvedalias('sum('col7) AS col7#3605381),unresolvedalias('sum('col8) AS col8#3605382),unresolvedalias('sum('col9) AS col9#3605383),unresolvedalias('sum('col10) AS col10#3605384),unresolvedalias('sum('col11) AS col11#3605385),unresolvedalias(('sum('col24) / 'sum('col25)) AS col12#3605386),unresolvedalias(('sum('col24) / 'sum('col27)) AS col13#3605387),unresolvedalias(('sum('col24) / 'sum('col29)) AS col14#3605388),unresolvedalias(('sum('col24) / 'sum('col31)) AS col15#3605389),unresolvedalias(('sum('col25) / 'sum('col23)) AS col16#3605390),unresolvedalias(('sum('col27) / 'sum('col23)) AS col17#3605391),unresolvedalias(('sum('col29) / 'sum('col27)) AS col18#3605392),unresolvedalias(('sum('col31) / 'sum('col29)) AS col19#3605393),unresolvedalias(('sum('col31) / 'sum('col27)) AS col20#3605394),unresolvedalias('sum('col21) AS col21#3605395),unresolvedalias('GROUPING__ID AS GROUPING__ID#3605396)]
+- 'UnresolvedRelation `tmp_join_tb_5c0f9ebc18fc8b07_3`, None

== Analyzed Logical Plan ==
col0: string, col1: double, col2: double, col3: double, col4: double, col5: double, col6: double, col7: double, col8: double, col9: double, col10: double, col11: double, col12: double, col13: double, col14: double, col15: double, col16: double, col17: double, col18: double, col19: double, col20: double, col21: double, GROUPING__ID: int
Aggregate [col0#3605399,grouping__id#3605398], [col0#3605399 AS col0#3605374,(sum(col1#3605333),mode=Complete,isDistinct=false) AS col1#3605375,(sum(col2#3605334),mode=Complete,isDistinct=false) AS col2#3605376,(avg(col3#3605335),mode=Complete,isDistinct=false) AS col3#3605377,(sum(col4#3605336),mode=Complete,isDistinct=false) AS col4#3605378,(sum(col5#3605337),mode=Complete,isDistinct=false) AS col5#3605379,((sum(col22#3605354),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col6#3605380,(sum(col7#3605339),mode=Complete,isDistinct=false) AS col7#3605381,(sum(col8#3605340),mode=Complete,isDistinct=false) AS col8#3605382,(sum(col9#3605341),mode=Complete,isDistinct=false) AS col9#3605383,(sum(col10#3605342),mode=Complete,isDistinct=false) AS col10#3605384,(sum(col11#3605343),mode=Complete,isDistinct=false) AS col11#3605385,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col25#3605357),mode=Complete,isDistinct=false)) AS col12#3605386,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col13#3605387,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col14#3605388,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col31#3605363),mode=Complete,isDistinct=false)) AS col15#3605389,((sum(col25#3605357),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col16#3605390,((sum(col27#3605359),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col17#3605391,((sum(col29#3605361),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col18#3605392,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col19#3605393,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col20#3605394,(sum(col21#3605353),mode=Complete,isDistinct=false) AS col21#3605395,GROUPING__ID#3605398 AS GROUPING__ID#3605396]
+- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
   +- Project [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605332 AS col0#3605399]
      +- Subquery tmp_join_tb_5c0f9ebc18fc8b07_3
         +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373]
            +- Join LeftOuter, Some((if (isnull(col0#3604986))  else col0#3604986 = if (isnull(col0#3605079))  else col0#3605079))
               :- Subquery tmp_tb_e2e59562f7f4d928
               :  +- Project [col0#3604944 AS col0#3604986,col1#3604945 AS col1#3604987,col2#3604946 AS col2#3604988,col3#3604947 AS col3#3604989,col4#3604948 AS col4#3604990,col5#3604949 AS col5#3604991,col6#3604950 AS col6#3604992,col7#3604951 AS col7#3604993,col8#3604952 AS col8#3604994,col9#3604953 AS col9#3604995,col10#3604954 AS col10#3604996,col11#3604955 AS col11#3604997,col12#3604956 AS col12#3604998,col13#3604957 AS col13#3604999,col14#3604958 AS col14#3605000,col15#3604959 AS col15#3605001,col16#3604960 AS col16#3605002,col17#3604961 AS col17#3605003,col18#3604962 AS col18#3605004,col19#3604963 AS col19#3605005,col20#3604964 AS col20#3605006,col21#3604965 AS col21#3605007,col22#3604966 AS col22#3605008,col23#3604967 AS col23#3605009,col24#3604968 AS col24#3605010,col25#3604969 AS col25#3605011,col26#3604970 AS col26#3605012,col27#3604971 AS col27#3605013,col28#3604972 AS col28#3605014,col29#3604973 AS col29#3605015,col30#3604974 AS col30#3605016,col31#3604975 AS col31#3605017,col32#3604976 AS col32#3605018,col33#3604977 AS col33#3605019,col34#3604978 AS col34#3605020,col35#3604979 AS col35#3605021,col36#3604980 AS col36#3605022,col37#3604981 AS col37#3605023,col38#3604982 AS col38#3605024,col39#3604983 AS col39#3605025,col40#3604984 AS col40#3605026,col41#3604985 AS col41#3605027]
               :     +- Subquery tmp_tb_e1f587a505324947
               :        +- Project [col0#3604902 AS col0#3604944,col1#3604903 AS col1#3604945,col2#3604904 AS col2#3604946,col3#3604905 AS col3#3604947,col4#3604906 AS col4#3604948,col5#3604907 AS col5#3604949,col6#3604908 AS col6#3604950,col7#3604909 AS col7#3604951,col8#3604910 AS col8#3604952,col9#3604911 AS col9#3604953,col10#3604912 AS col10#3604954,col11#3604913 AS col11#3604955,col12#3604914 AS col12#3604956,col13#3604915 AS col13#3604957,col14#3604916 AS col14#3604958,col15#3604917 AS col15#3604959,col16#3604918 AS col16#3604960,col17#3604919 AS col17#3604961,col18#3604920 AS col18#3604962,col19#3604921 AS col19#3604963,col20#3604922 AS col20#3604964,col21#3604923 AS col21#3604965,col22#3604924 AS col22#3604966,col23#3604925 AS col23#3604967,col24#3604926 AS col24#3604968,col25#3604927 AS col25#3604969,col26#3604928 AS col26#3604970,col27#3604929 AS col27#3604971,col28#3604930 AS col28#3604972,col29#3604931 AS col29#3604973,col30#3604932 AS col30#3604974,col31#3604933 AS col31#3604975,col32#3604934 AS col32#3604976,col33#3604935 AS col33#3604977,col34#3604936 AS col34#3604978,col35#3604937 AS col35#3604979,col36#3604938 AS col36#3604980,col37#3604939 AS col37#3604981,col38#3604940 AS col38#3604982,col39#3604941 AS col39#3604983,col40#3604942 AS col40#3604984,col41#3604943 AS col41#3604985]
               :           +- Subquery tmp_tb_af5dfe0207076186
               :              +- Project [col0#3604860 AS col0#3604902,col1#3604861 AS col1#3604903,col2#3604862 AS col2#3604904,col3#3604863 AS col3#3604905,col4#3604864 AS col4#3604906,col5#3604865 AS col5#3604907,col6#3604866 AS col6#3604908,col7#3604867 AS col7#3604909,col8#3604868 AS col8#3604910,col9#3604869 AS col9#3604911,col10#3604870 AS col10#3604912,col11#3604871 AS col11#3604913,col12#3604872 AS col12#3604914,col13#3604873 AS col13#3604915,col14#3604874 AS col14#3604916,col15#3604875 AS col15#3604917,col16#3604876 AS col16#3604918,col17#3604877 AS col17#3604919,col18#3604878 AS col18#3604920,col19#3604879 AS col19#3604921,col20#3604880 AS col20#3604922,col21#3604881 AS col21#3604923,col22#3604882 AS col22#3604924,col23#3604883 AS col23#3604925,col24#3604884 AS col24#3604926,col25#3604885 AS col25#3604927,col26#3604886 AS col26#3604928,col27#3604887 AS col27#3604929,col28#3604888 AS col28#3604930,col29#3604889 AS col29#3604931,col30#3604890 AS col30#3604932,col31#3604891 AS col31#3604933,col32#3604892 AS col32#3604934,col33#3604893 AS col33#3604935,col34#3604894 AS col34#3604936,col35#3604895 AS col35#3604937,col36#3604896 AS col36#3604938,col37#3604897 AS col37#3604939,col38#3604898 AS col38#3604940,col39#3604899 AS col39#3604941,col40#3604900 AS col40#3604942,col41#3604901 AS col41#3604943]
               :                 +- Subquery tmp_tb_d6388581be8bd02b
               :                    +- Project [col0#3604818 AS col0#3604860,col1#3604819 AS col1#3604861,col2#3604820 AS col2#3604862,col3#3604821 AS col3#3604863,col4#3604822 AS col4#3604864,col5#3604823 AS col5#3604865,col6#3604824 AS col6#3604866,col7#3604825 AS col7#3604867,col8#3604826 AS col8#3604868,col9#3604827 AS col9#3604869,col10#3604828 AS col10#3604870,col11#3604829 AS col11#3604871,col12#3604830 AS col12#3604872,col13#3604831 AS col13#3604873,col14#3604832 AS col14#3604874,col15#3604833 AS col15#3604875,col16#3604834 AS col16#3604876,col17#3604835 AS col17#3604877,col18#3604836 AS col18#3604878,col19#3604837 AS col19#3604879,col20#3604838 AS col20#3604880,col21#3604839 AS col21#3604881,col22#3604840 AS col22#3604882,col23#3604841 AS col23#3604883,col24#3604842 AS col24#3604884,col25#3604843 AS col25#3604885,col26#3604844 AS col26#3604886,col27#3604845 AS col27#3604887,col28#3604846 AS col28#3604888,col29#3604847 AS col29#3604889,col30#3604848 AS col30#3604890,col31#3604849 AS col31#3604891,col32#3604850 AS col32#3604892,col33#3604851 AS col33#3604893,col34#3604852 AS col34#3604894,col35#3604853 AS col35#3604895,col36#3604854 AS col36#3604896,col37#3604855 AS col37#3604897,col38#3604856 AS col38#3604898,col39#3604857 AS col39#3604899,col40#3604858 AS col40#3604900,col41#3604859 AS col41#3604901]
               :                       +- Filter ((((((((((((((((((((isnotnull(col1#3604819) || isnotnull(col2#3604820)) || isnotnull(col3#3604821)) || isnotnull(col4#3604822)) || isnotnull(col5#3604823)) || isnotnull(col6#3604824)) || isnotnull(col7#3604825)) || isnotnull(col8#3604826)) || isnotnull(col9#3604827)) || isnotnull(col10#3604828)) || isnotnull(col11#3604829)) || isnotnull(col12#3604830)) || isnotnull(col13#3604831)) || isnotnull(col14#3604832)) || isnotnull(col15#3604833)) || isnotnull(col16#3604834)) || isnotnull(col17#3604835)) || isnotnull(col18#3604836)) || isnotnull(col19#3604837)) || isnotnull(col20#3604838)) || isnotnull(col21#3604839))
               :                          +- Subquery tmp_join_tb_00d22afcd5fd25d4
               :                             +- Project [col0#3604561 AS col0#3604818,col1#3604562 AS col1#3604819,col2#3604563 AS col2#3604820,col4#3604779 AS col3#3604821,col4#3604565 AS col4#3604822,col5#3604566 AS col5#3604823,col6#3604567 AS col6#3604824,col7#3604568 AS col7#3604825,col8#3604569 AS col8#3604826,col9#3604570 AS col9#3604827,col10#3604571 AS col10#3604828,col11#3604572 AS col11#3604829,col12#3604573 AS col12#3604830,col13#3604574 AS col13#3604831,col14#3604575 AS col14#3604832,col15#3604576 AS col15#3604833,col16#3604577 AS col16#3604834,col17#3604578 AS col17#3604835,col18#3604579 AS col18#3604836,col19#3604580 AS col19#3604837,col20#3604581 AS col20#3604838,col21#3604582 AS col21#3604839,col22#3604583 AS col22#3604840,col23#3604584 AS col23#3604841,col24#3604585 AS col24#3604842,col25#3604586 AS col25#3604843,col26#3604587 AS col26#3604844,col27#3604588 AS col27#3604845,col28#3604589 AS col28#3604846,col29#3604590 AS col29#3604847,col30#3604591 AS col30#3604848,col31#3604592 AS col31#3604849,col32#3604593 AS col32#3604850,col33#3604594 AS col33#3604851,col34#3604595 AS col34#3604852,col35#3604596 AS col35#3604853,col36#3604597 AS col36#3604854,col37#3604598 AS col37#3604855,col38#3604599 AS col38#3604856,col39#3604600 AS col39#3604857,col40#3604601 AS col40#3604858,col41#3604602 AS col41#3604859]
               :                                +- Join LeftOuter, Some(((if (isnull(col0#3604561))  else col0#3604561 = if (isnull(col1#3604776))  else col1#3604776) && (if (isnull(1))  else cast(1 as string) = if (isnull(1))  else cast(1 as string))))
               :                                   :- Subquery tmp_tb_0b50b8442300cd3b_1
               :                                   :  +- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
               :                                   :     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_0c82a43bbcb57a2e_0
               :                                   :        +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3604519,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3604520,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604521,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604522,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3604523,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3604524,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3604525,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3604526,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3604527,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604528,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3604529,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3604530,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3604531,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3604532,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3604533,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3604534,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3604535,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604536,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3604537,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3604538,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3604539,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col21#3604540,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3604541,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3604542,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3604543,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3604544,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3604545,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3604546,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3604547,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3604548,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3604549,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3604550,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3604551,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3604552,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3604553,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3604554,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3604555,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3604556,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604557,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3604558,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3604559,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3604560]
               :                                   :           +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
               :                                   :              +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                   :                 +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                   :                    +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                   :                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                   :                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                   :                             +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               :                                   +- Subquery tmp_tb_599dc55b4f21d9d6
               :                                      +- Project [col0#3604732 AS col0#3604775,col1#3604733 AS col1#3604776,col2#3604734 AS col2#3604777,col3#3604735 AS col3#3604778,col4#3604736 AS col4#3604779,col5#3604737 AS col5#3604780,col6#3604738 AS col6#3604781,col7#3604739 AS col7#3604782,col8#3604740 AS col8#3604783,col9#3604741 AS col9#3604784,col10#3604742 AS col10#3604785,col11#3604743 AS col11#3604786,col12#3604744 AS col12#3604787,col13#3604745 AS col13#3604788,col14#3604746 AS col14#3604789,col15#3604747 AS col15#3604790,col16#3604748 AS col16#3604791,col17#3604749 AS col17#3604792,col18#3604750 AS col18#3604793,col19#3604751 AS col19#3604794,col20#3604752 AS col20#3604795,col21#3604753 AS col21#3604796,col22#3604754 AS col22#3604797,col23#3604755 AS col23#3604798,col24#3604756 AS col24#3604799,col25#3604757 AS col25#3604800,col26#3604758 AS col26#3604801,col27#3604759 AS col27#3604802,col28#3604760 AS col28#3604803,col29#3604761 AS col29#3604804,col30#3604762 AS col30#3604805,col31#3604763 AS col31#3604806,col32#3604764 AS col32#3604807,col33#3604765 AS col33#3604808,col34#3604766 AS col34#3604809,col35#3604767 AS col35#3604810,col36#3604768 AS col36#3604811,col37#3604769 AS col37#3604812,col38#3604770 AS col38#3604813,col39#3604771 AS col39#3604814,col40#3604772 AS col40#3604815,col41#3604773 AS col41#3604816,col42#3604774 AS col42#3604817]
               :                                         +- Filter (col0#3604732 = 2017-02-21 00:00:00)
               :                                            +- Subquery tmp_join_tb_88eeb94b7e70026a
               :                                               +- Project [col0#3604646 AS col0#3604732,col1#3604647 AS col1#3604733,col2#3604648 AS col2#3604734,col3#3604649 AS col3#3604735,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604736,col5#3604651 AS col5#3604737,col6#3604652 AS col6#3604738,col7#3604653 AS col7#3604739,col8#3604654 AS col8#3604740,col9#3604655 AS col9#3604741,col10#3604656 AS col10#3604742,col11#3604657 AS col11#3604743,col12#3604658 AS col12#3604744,col13#3604659 AS col13#3604745,col14#3604660 AS col14#3604746,col15#3604661 AS col15#3604747,col16#3604662 AS col16#3604748,col17#3604663 AS col17#3604749,col18#3604664 AS col18#3604750,col19#3604665 AS col19#3604751,col20#3604666 AS col20#3604752,col21#3604667 AS col21#3604753,col22#3604668 AS col22#3604754,col23#3604669 AS col23#3604755,col24#3604670 AS col24#3604756,col25#3604671 AS col25#3604757,col26#3604672 AS col26#3604758,col27#3604673 AS col27#3604759,col28#3604674 AS col28#3604760,col29#3604675 AS col29#3604761,col30#3604676 AS col30#3604762,col31#3604677 AS col31#3604763,col32#3604678 AS col32#3604764,col33#3604679 AS col33#3604765,col34#3604680 AS col34#3604766,col35#3604681 AS col35#3604767,col36#3604682 AS col36#3604768,col37#3604683 AS col37#3604769,col38#3604684 AS col38#3604770,col39#3604685 AS col39#3604771,col40#3604686 AS col40#3604772,col41#3604687 AS col41#3604773,col42#3604688 AS col42#3604774]
               :                                                  +- Join LeftOuter, Some((((if (isnull(col1#3604647))  else col1#3604647 = if (isnull(col1#3604690))  else col1#3604690) && (col0#3604646 = HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1))) && (col0#3604646 = 2017-02-21 00:00:00)))
               :                                                     :- Subquery tmp_tb_51d812b1654a0a98
               :                                                     :  +- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
               :                                                     :     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_f54b458f5cbb803c_1
               :                                                     :        +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
               :                                                     :           +- Filter (fke1ef2a3d#3604321 = 东吴)
               :                                                     :              +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                                     :                 +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                     :                    +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                                     :                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                     :                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                                     :                             +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               :                                                     +- Subquery tmp_tb_51d812b1654a0a98_1
               :                                                        +- Project [col0#3604603 AS col0#3604689,col1#3604604 AS col1#3604690,col2#3604605 AS col2#3604691,col3#3604606 AS col3#3604692,col4#3604607 AS col4#3604693,col5#3604608 AS col5#3604694,col6#3604609 AS col6#3604695,col7#3604610 AS col7#3604696,col8#3604611 AS col8#3604697,col9#3604612 AS col9#3604698,col10#3604613 AS col10#3604699,col11#3604614 AS col11#3604700,col12#3604615 AS col12#3604701,col13#3604616 AS col13#3604702,col14#3604617 AS col14#3604703,col15#3604618 AS col15#3604704,col16#3604619 AS col16#3604705,col17#3604620 AS col17#3604706,col18#3604621 AS col18#3604707,col19#3604622 AS col19#3604708,col20#3604623 AS col20#3604709,col21#3604624 AS col21#3604710,col22#3604625 AS col22#3604711,col23#3604626 AS col23#3604712,col24#3604627 AS col24#3604713,col25#3604628 AS col25#3604714,col26#3604629 AS col26#3604715,col27#3604630 AS col27#3604716,col28#3604631 AS col28#3604717,col29#3604632 AS col29#3604718,col30#3604633 AS col30#3604719,col31#3604634 AS col31#3604720,col32#3604635 AS col32#3604721,col33#3604636 AS col33#3604722,col34#3604637 AS col34#3604723,col35#3604638 AS col35#3604724,col36#3604639 AS col36#3604725,col37#3604640 AS col37#3604726,col38#3604641 AS col38#3604727,col39#3604642 AS col39#3604728,col40#3604643 AS col40#3604729,col41#3604644 AS col41#3604730,col42#3604645 AS col42#3604731]
               :                                                           +- Subquery 726cbefe72d042efacfe27eefed5a4ef_f54b458f5cbb803c_1
               :                                                              +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
               :                                                                 +- Filter (fke1ef2a3d#3604321 = 东吴)
               :                                                                    +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
               :                                                                       +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                                          +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
               :                                                                             +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
               :                                                                                +- Subquery 726cbefe72d042efacfe27eefed5a4ef
               :                                                                                   +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
               +- Subquery tmp_tb_d7c946c7e85a3f95_1
                  +- Project [col0#3605028 AS col0#3605079,col1#3605029 AS col1#3605080,col2#3605030 AS col2#3605081,col3#3605031 AS col3#3605082,col4#3605032 AS col4#3605083,col5#3605033 AS col5#3605084,col6#3605034 AS col6#3605085,col7#3605035 AS col7#3605086,col8#3605036 AS col8#3605087,col9#3605037 AS col9#3605088,col10#3605038 AS col10#3605089,col11#3605039 AS col11#3605090,col12#3605040 AS col12#3605091,col13#3605041 AS col13#3605092,col14#3605042 AS col14#3605093,col15#3605043 AS col15#3605094,col16#3605044 AS col16#3605095,col17#3605045 AS col17#3605096,col18#3605046 AS col18#3605097,col19#3605047 AS col19#3605098,col20#3605048 AS col20#3605099,col21#3605049 AS col21#3605100,col22#3605050 AS col22#3605101,col23#3605051 AS col23#3605102,col24#3605052 AS col24#3605103,col25#3605053 AS col25#3605104,col26#3605054 AS col26#3605105,col27#3605055 AS col27#3605106,col28#3605056 AS col28#3605107,col29#3605057 AS col29#3605108,col30#3605058 AS col30#3605109,col31#3605059 AS col31#3605110,col32#3605060 AS col32#3605111,col33#3605061 AS col33#3605112,col34#3605062 AS col34#3605113,col35#3605063 AS col35#3605114,col36#3605064 AS col36#3605115,col37#3605065 AS col37#3605116,col38#3605066 AS col38#3605117,col39#3605067 AS col39#3605118,col40#3605068 AS col40#3605119,col41#3605069 AS col41#3605120]
                     +- Subquery 726cbefe72d042efacfe27eefed5a4ef_1dc7445f30f89b16_0
                        +- Project [col0#3605028,col1#3605029,col2#3605030,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col9#3605037,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col21#3605049,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069]
                           +- Project [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075,_we0#3605076,_we1#3605077,_we2#3605078,(_w0#3605070 / _we0#3605076) AS col2#3605030,(_w2#3605072 / _we1#3605077) AS col9#3605037,(_w4#3605074 / _we2#3605078) AS col21#3605049]
                              +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                                 +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3605028,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3605029,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3605031,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3605032,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3605033,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3605034,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3605035,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3605036,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3605038,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3605039,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3605040,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3605041,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3605042,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3605043,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3605044,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3605045,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3605046,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3605047,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3605048,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3605050,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3605051,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3605052,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3605053,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3605054,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3605055,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3605056,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3605057,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3605058,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3605059,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3605060,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3605061,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3605062,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3605063,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3605064,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3605065,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3605066,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3605067,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3605068,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3605069,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w0#3605070,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w1#3605071,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w2#3605072,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w3#3605073,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w4#3605074,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w5#3605075]
                                    +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
                                       +- Subquery mock_tb_id_86a163a55407d3b9_aa610e9a5676044c133c92922491a0a9
                                          +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
                                             +- Subquery 726cbefe72d042efacfe27eefed5a4ef_expendvfield_aa610e9a5676044c133c92922491a0a9
                                                +- Project [fkb804c35c#3604315,fke1ef2a3d#3604321,fkc3802436#3604322,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk2afad0bc#3604349,fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357]
                                                   +- Subquery 726cbefe72d042efacfe27eefed5a4ef
                                                      +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef

== Optimized Logical Plan ==
Aggregate [col0#3605399,grouping__id#3605398], [col0#3605399 AS col0#3605374,(sum(col1#3605333),mode=Complete,isDistinct=false) AS col1#3605375,(sum(col2#3605334),mode=Complete,isDistinct=false) AS col2#3605376,(avg(col3#3605335),mode=Complete,isDistinct=false) AS col3#3605377,(sum(col4#3605336),mode=Complete,isDistinct=false) AS col4#3605378,(sum(col5#3605337),mode=Complete,isDistinct=false) AS col5#3605379,((sum(col22#3605354),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col6#3605380,(sum(col7#3605339),mode=Complete,isDistinct=false) AS col7#3605381,(sum(col8#3605340),mode=Complete,isDistinct=false) AS col8#3605382,(sum(col9#3605341),mode=Complete,isDistinct=false) AS col9#3605383,(sum(col10#3605342),mode=Complete,isDistinct=false) AS col10#3605384,(sum(col11#3605343),mode=Complete,isDistinct=false) AS col11#3605385,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col25#3605357),mode=Complete,isDistinct=false)) AS col12#3605386,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col13#3605387,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col14#3605388,((sum(col24#3605356),mode=Complete,isDistinct=false) / (sum(col31#3605363),mode=Complete,isDistinct=false)) AS col15#3605389,((sum(col25#3605357),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col16#3605390,((sum(col27#3605359),mode=Complete,isDistinct=false) / (sum(col23#3605355),mode=Complete,isDistinct=false)) AS col17#3605391,((sum(col29#3605361),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col18#3605392,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col29#3605361),mode=Complete,isDistinct=false)) AS col19#3605393,((sum(col31#3605363),mode=Complete,isDistinct=false) / (sum(col27#3605359),mode=Complete,isDistinct=false)) AS col20#3605394,(sum(col21#3605353),mode=Complete,isDistinct=false) AS col21#3605395,GROUPING__ID#3605398 AS GROUPING__ID#3605396]
+- Project [col0#3605399,col25#3605357,col31#3605363,col7#3605339,col9#3605341,col10#3605342,col29#3605361,col23#3605355,col21#3605353,col8#3605340,col24#3605356,grouping__id#3605398,col3#3605335,col4#3605336,col27#3605359,col1#3605333,col5#3605337,col22#3605354,col2#3605334,col11#3605343]
   +- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
      +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373,col0#3604986 AS col0#3605399]
         +- Join LeftOuter, Some((if (isnull(col0#3604986))  else col0#3604986 = if (isnull(col0#3605079))  else col0#3605079))
            :- Project [col6#3604567 AS col6#3604992,col0#3604561 AS col0#3604986,col16#3604577 AS col16#3605002,col35#3604596 AS col35#3605021,col32#3604593 AS col32#3605018,col8#3604569 AS col8#3604994,col17#3604578 AS col17#3605003,col4#3604779 AS col3#3604989,col41#3604602 AS col41#3605027,col22#3604583 AS col22#3605008,col30#3604591 AS col30#3605016,col12#3604573 AS col12#3604998,col29#3604590 AS col29#3605015,col34#3604595 AS col34#3605020,col31#3604592 AS col31#3605017,col26#3604587 AS col26#3605012,col28#3604589 AS col28#3605014,col7#3604568 AS col7#3604993,col39#3604600 AS col39#3605025,col36#3604597 AS col36#3605022,col15#3604576 AS col15#3605001,col33#3604594 AS col33#3605019,col1#3604562 AS col1#3604987,col13#3604574 AS col13#3604999,col11#3604572 AS col11#3604997,col10#3604571 AS col10#3604996,col20#3604581 AS col20#3605006,col38#3604599 AS col38#3605024,col18#3604579 AS col18#3605004,col24#3604585 AS col24#3605010,col19#3604580 AS col19#3605005,col37#3604598 AS col37#3605023,col14#3604575 AS col14#3605000,col27#3604588 AS col27#3605013,col5#3604566 AS col5#3604991,col4#3604565 AS col4#3604990,col25#3604586 AS col25#3605011,col23#3604584 AS col23#3605009,col40#3604601 AS col40#3605026]
            :  +- Filter ((((((((((((((((((((isnotnull(col1#3604562) || isnotnull(col2#3604563)) || isnotnull(col4#3604779)) || isnotnull(col4#3604565)) || isnotnull(col5#3604566)) || isnotnull(col6#3604567)) || isnotnull(col7#3604568)) || isnotnull(col8#3604569)) || isnotnull(col9#3604570)) || isnotnull(col10#3604571)) || isnotnull(col11#3604572)) || isnotnull(col12#3604573)) || isnotnull(col13#3604574)) || isnotnull(col14#3604575)) || isnotnull(col15#3604576)) || isnotnull(col16#3604577)) || isnotnull(col17#3604578)) || isnotnull(col18#3604579)) || isnotnull(col19#3604580)) || isnotnull(col20#3604581)) || isnotnull(col21#3604582))
            :     +- Join LeftOuter, Some((if (isnull(col0#3604561))  else col0#3604561 = if (isnull(col1#3604776))  else col1#3604776))
            :        :- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
            :        :  +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3604519,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3604520,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604521,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604522,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3604523,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3604524,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3604525,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3604526,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3604527,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604528,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3604529,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3604530,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3604531,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3604532,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3604533,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3604534,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3604535,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604536,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3604537,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3604538,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3604539,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col21#3604540,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3604541,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3604542,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3604543,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3604544,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3604545,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3604546,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3604547,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3604548,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3604549,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3604550,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3604551,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3604552,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3604553,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3604554,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3604555,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3604556,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604557,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3604558,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3604559,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3604560]
            :        :     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
            :        :        +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
            :        :           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            :        +- Project [col0#3604646 AS col0#3604775,col1#3604647 AS col1#3604776,col2#3604648 AS col2#3604777,col3#3604649 AS col3#3604778,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604779,col5#3604651 AS col5#3604780,col6#3604652 AS col6#3604781,col7#3604653 AS col7#3604782,col8#3604654 AS col8#3604783,col9#3604655 AS col9#3604784,col10#3604656 AS col10#3604785,col11#3604657 AS col11#3604786,col12#3604658 AS col12#3604787,col13#3604659 AS col13#3604788,col14#3604660 AS col14#3604789,col15#3604661 AS col15#3604790,col16#3604662 AS col16#3604791,col17#3604663 AS col17#3604792,col18#3604664 AS col18#3604793,col19#3604665 AS col19#3604794,col20#3604666 AS col20#3604795,col21#3604667 AS col21#3604796,col22#3604668 AS col22#3604797,col23#3604669 AS col23#3604798,col24#3604670 AS col24#3604799,col25#3604671 AS col25#3604800,col26#3604672 AS col26#3604801,col27#3604673 AS col27#3604802,col28#3604674 AS col28#3604803,col29#3604675 AS col29#3604804,col30#3604676 AS col30#3604805,col31#3604677 AS col31#3604806,col32#3604678 AS col32#3604807,col33#3604679 AS col33#3604808,col34#3604680 AS col34#3604809,col35#3604681 AS col35#3604810,col36#3604682 AS col36#3604811,col37#3604683 AS col37#3604812,col38#3604684 AS col38#3604813,col39#3604685 AS col39#3604814,col40#3604686 AS col40#3604815,col41#3604687 AS col41#3604816,col42#3604688 AS col42#3604817]
            :           +- Join LeftOuter, Some((((col0#3604646 = 2017-02-21 00:00:00) && (if (isnull(col1#3604647))  else col1#3604647 = if (isnull(col1#3604690))  else col1#3604690)) && (col0#3604646 = HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1))))
            :              :- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
            :              :  +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col2#3604605,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3604606,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col5#3604608,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col6#3604609,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col7#3604610,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col8#3604611,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col9#3604612,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col10#3604613,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col11#3604614,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col12#3604615,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col13#3604616,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col14#3604617,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col15#3604618,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col16#3604619,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3604620,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col18#3604621,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col19#3604622,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col20#3604623,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col21#3604624,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col22#3604625,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col23#3604626,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col24#3604627,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col25#3604628,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col26#3604629,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col27#3604630,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col28#3604631,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col29#3604632,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col30#3604633,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col31#3604634,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col32#3604635,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col33#3604636,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col34#3604637,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col35#3604638,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col36#3604639,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col37#3604640,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3604641,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col39#3604642,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col40#3604643,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col41#3604644,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col42#3604645]
            :              :     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
            :              :        +- Filter ((fke1ef2a3d#3604321 = 东吴) && (if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) = 2017-02-21 00:00:00))
            :              :           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            :              +- Project [col1#3604604 AS col1#3604690,col4#3604607 AS col4#3604693,col0#3604603 AS col0#3604689]
            :                 +- Aggregate [fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))], [if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) AS col0#3604603,fkc3802436#3604322 AS col1#3604604,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col4#3604607]
            :                    +- Project [fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332]
            :                       +- Filter (fke1ef2a3d#3604321 = 东吴)
            :                          +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef
            +- Project [(_w0#3605070 / _we0#3605076) AS col2#3605081,(_w4#3605074 / _we2#3605078) AS col21#3605100,col0#3605028 AS col0#3605079,(_w2#3605072 / _we1#3605077) AS col9#3605088]
               +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                  +- Aggregate [fkc3802436#3604322], [fkc3802436#3604322 AS col0#3605028,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col1#3605029,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col3#3605031,(sum(cast(fk6938b0f1#3604330 as double)),mode=Complete,isDistinct=false) AS col4#3605032,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col5#3605033,((sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col6#3605034,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col7#3605035,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col8#3605036,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col10#3605038,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col11#3605039,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false)) AS col12#3605040,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col13#3605041,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col14#3605042,((sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) / (sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false)) AS col15#3605043,((sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col16#3605044,((sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false)) AS col17#3605045,((sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col18#3605046,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false)) AS col19#3605047,((sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) / (sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false)) AS col20#3605048,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS col22#3605050,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col23#3605051,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col24#3605052,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col25#3605053,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col26#3605054,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col27#3605055,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col28#3605056,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col29#3605057,(sum(cast(fk644dd14e#3604333 as double)),mode=Complete,isDistinct=false) AS col30#3605058,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col31#3605059,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col32#3605060,(sum(cast(fk5b784c3d#3604350 as double)),mode=Complete,isDistinct=false) AS col33#3605061,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col34#3605062,(sum(cast(fk9768a0c6#3604331 as double)),mode=Complete,isDistinct=false) AS col35#3605063,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col36#3605064,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col37#3605065,(sum(cast(fk983801f0#3604356 as double)),mode=Complete,isDistinct=false) AS col38#3605066,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col39#3605067,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS col40#3605068,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS col41#3605069,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w0#3605070,(sum(cast(fka9b7b4ee#3604332 as double)),mode=Complete,isDistinct=false) AS _w1#3605071,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w2#3605072,(sum(cast(fk2afad0bc#3604349 as double)),mode=Complete,isDistinct=false) AS _w3#3605073,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w4#3605074,(sum(cast(fke9adbd11#3604357 as double)),mode=Complete,isDistinct=false) AS _w5#3605075]
                     +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                        +- Filter ((fke1ef2a3d#3604321 = 东吴) && ((2017-02-01 00:00:00 <= fkb804c35c#3604315) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59)))
                           +- Relation[fkb804c35c#3604315,fk14b81600#3604316,fkc5848e45#3604317,fkc5fd3d59#3604318,fkb3b66e06#3604319,fk5345154e#3604320,fke1ef2a3d#3604321,fkc3802436#3604322,fkc1835f5e#3604323,fk3c97e290#3604324,fk0d9f524c#3604325,fk94739939#3604326,fk6f06b7e6#3604327,fk2f4bc742#3604328,fka894a817#3604329,fk6938b0f1#3604330,fk9768a0c6#3604331,fka9b7b4ee#3604332,fk644dd14e#3604333,fk14156ab8#3604334,fk0cff3ee7#3604335,fkbeb2eaff#3604336,fk65d2e57c#3604337,fk2057de12#3604338,fk6b48d715#3604339,fkfc93a68e#3604340,fk0444374a#3604341,fk87c5db7c#3604342,fkae319449#3604343,fk571f3eb5#3604344,fk4ca40a2b#3604345,fkc3ae8b08#3604346,fk51d422ab#3604347,fka82a7d62#3604348,fk2afad0bc#3604349,fk5b784c3d#3604350,fkca3a89a4#3604351,fk720a720c#3604352,fk8582dbe5#3604353,fk786d6e3c#3604354,fk3c675be7#3604355,fk983801f0#3604356,fke9adbd11#3604357,fk19d5a76b#3604358,fk0d0f580e#3604359,fk3a8ccb91#3604360,fk8fa0d5e8#3604361,fkd31e4724#3604362,fk874ca4e5#3604363,fk809384be#3604364,fkb9df99f7#3604365,fk2b120bee#3604366,fkcc1e115b#3604367,fk355fc528#3604368,fk2d0e2f85#3604369,fkc8054eb7#3604370,fked1cbfa7#3604371,fk65026b16#3604372,fk1874f932#3604373,fkd382f64d#3604374,fk0e328bae#3604375,fk44e818fd#3604376,fk554714b9#3604377,fka2c91a0e#3604378,fk2b120c52#3604379,fk32c3890a#3604380,fka54b4e53#3604381,fk5bd5ea3c#3604382] ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef

== Physical Plan ==
TungstenAggregate(key=[col0#3605399,grouping__id#3605398], functions=[(sum(col1#3605333),mode=Final,isDistinct=false),(sum(col2#3605334),mode=Final,isDistinct=false),(avg(col3#3605335),mode=Final,isDistinct=false),(sum(col4#3605336),mode=Final,isDistinct=false),(sum(col5#3605337),mode=Final,isDistinct=false),(sum(col22#3605354),mode=Final,isDistinct=false),(sum(col23#3605355),mode=Final,isDistinct=false),(sum(col7#3605339),mode=Final,isDistinct=false),(sum(col8#3605340),mode=Final,isDistinct=false),(sum(col9#3605341),mode=Final,isDistinct=false),(sum(col10#3605342),mode=Final,isDistinct=false),(sum(col11#3605343),mode=Final,isDistinct=false),(sum(col24#3605356),mode=Final,isDistinct=false),(sum(col25#3605357),mode=Final,isDistinct=false),(sum(col27#3605359),mode=Final,isDistinct=false),(sum(col29#3605361),mode=Final,isDistinct=false),(sum(col31#3605363),mode=Final,isDistinct=false),(sum(col21#3605353),mode=Final,isDistinct=false)], output=[col0#3605374,col1#3605375,col2#3605376,col3#3605377,col4#3605378,col5#3605379,col6#3605380,col7#3605381,col8#3605382,col9#3605383,col10#3605384,col11#3605385,col12#3605386,col13#3605387,col14#3605388,col15#3605389,col16#3605390,col17#3605391,col18#3605392,col19#3605393,col20#3605394,col21#3605395,GROUPING__ID#3605396])
+- TungstenExchange hashpartitioning(col0#3605399,grouping__id#3605398,114), None
   +- TungstenAggregate(key=[col0#3605399,grouping__id#3605398], functions=[(sum(col1#3605333),mode=Partial,isDistinct=false),(sum(col2#3605334),mode=Partial,isDistinct=false),(avg(col3#3605335),mode=Partial,isDistinct=false),(sum(col4#3605336),mode=Partial,isDistinct=false),(sum(col5#3605337),mode=Partial,isDistinct=false),(sum(col22#3605354),mode=Partial,isDistinct=false),(sum(col23#3605355),mode=Partial,isDistinct=false),(sum(col7#3605339),mode=Partial,isDistinct=false),(sum(col8#3605340),mode=Partial,isDistinct=false),(sum(col9#3605341),mode=Partial,isDistinct=false),(sum(col10#3605342),mode=Partial,isDistinct=false),(sum(col11#3605343),mode=Partial,isDistinct=false),(sum(col24#3605356),mode=Partial,isDistinct=false),(sum(col25#3605357),mode=Partial,isDistinct=false),(sum(col27#3605359),mode=Partial,isDistinct=false),(sum(col29#3605361),mode=Partial,isDistinct=false),(sum(col31#3605363),mode=Partial,isDistinct=false),(sum(col21#3605353),mode=Partial,isDistinct=false)], output=[col0#3605399,grouping__id#3605398,sum#3605468,sum#3605469,sum#3605470,count#3605471L,sum#3605472,sum#3605473,sum#3605474,sum#3605475,sum#3605476,sum#3605477,sum#3605478,sum#3605479,sum#3605480,sum#3605481,sum#3605482,sum#3605483,sum#3605484,sum#3605485,sum#3605486])
      +- Project [col0#3605399,col25#3605357,col31#3605363,col7#3605339,col9#3605341,col10#3605342,col29#3605361,col23#3605355,col21#3605353,col8#3605340,col24#3605356,grouping__id#3605398,col3#3605335,col4#3605336,col27#3605359,col1#3605333,col5#3605337,col22#3605354,col2#3605334,col11#3605343]
         +- Expand [ArrayBuffer(col0#3605332, col1#3605333, col2#3605334, col3#3605335, col4#3605336, col5#3605337, col6#3605338, col7#3605339, col8#3605340, col9#3605341, col10#3605342, col11#3605343, col12#3605344, col13#3605345, col14#3605346, col15#3605347, col16#3605348, col17#3605349, col18#3605350, col19#3605351, col20#3605352, col21#3605353, col22#3605354, col23#3605355, col24#3605356, col25#3605357, col26#3605358, col27#3605359, col28#3605360, col29#3605361, col30#3605362, col31#3605363, col32#3605364, col33#3605365, col34#3605366, col35#3605367, col36#3605368, col37#3605369, col38#3605370, col39#3605371, col40#3605372, col41#3605373, null, 0)], [col0#3605332,col1#3605333,col2#3605334,col3#3605335,col4#3605336,col5#3605337,col6#3605338,col7#3605339,col8#3605340,col9#3605341,col10#3605342,col11#3605343,col12#3605344,col13#3605345,col14#3605346,col15#3605347,col16#3605348,col17#3605349,col18#3605350,col19#3605351,col20#3605352,col21#3605353,col22#3605354,col23#3605355,col24#3605356,col25#3605357,col26#3605358,col27#3605359,col28#3605360,col29#3605361,col30#3605362,col31#3605363,col32#3605364,col33#3605365,col34#3605366,col35#3605367,col36#3605368,col37#3605369,col38#3605370,col39#3605371,col40#3605372,col41#3605373,col0#3605399,grouping__id#3605398]
            +- Project [col0#3604986 AS col0#3605332,col1#3604987 AS col1#3605333,col2#3605081 AS col2#3605334,col3#3604989 AS col3#3605335,col4#3604990 AS col4#3605336,col5#3604991 AS col5#3605337,col6#3604992 AS col6#3605338,col7#3604993 AS col7#3605339,col8#3604994 AS col8#3605340,col9#3605088 AS col9#3605341,col10#3604996 AS col10#3605342,col11#3604997 AS col11#3605343,col12#3604998 AS col12#3605344,col13#3604999 AS col13#3605345,col14#3605000 AS col14#3605346,col15#3605001 AS col15#3605347,col16#3605002 AS col16#3605348,col17#3605003 AS col17#3605349,col18#3605004 AS col18#3605350,col19#3605005 AS col19#3605351,col20#3605006 AS col20#3605352,col21#3605100 AS col21#3605353,col22#3605008 AS col22#3605354,col23#3605009 AS col23#3605355,col24#3605010 AS col24#3605356,col25#3605011 AS col25#3605357,col26#3605012 AS col26#3605358,col27#3605013 AS col27#3605359,col28#3605014 AS col28#3605360,col29#3605015 AS col29#3605361,col30#3605016 AS col30#3605362,col31#3605017 AS col31#3605363,col32#3605018 AS col32#3605364,col33#3605019 AS col33#3605365,col34#3605020 AS col34#3605366,col35#3605021 AS col35#3605367,col36#3605022 AS col36#3605368,col37#3605023 AS col37#3605369,col38#3605024 AS col38#3605370,col39#3605025 AS col39#3605371,col40#3605026 AS col40#3605372,col41#3605027 AS col41#3605373,col0#3604986 AS col0#3605399]
               +- SortMergeOuterJoin [if (isnull(col0#3604986))  else col0#3604986], [if (isnull(col0#3605079))  else col0#3605079], LeftOuter, None
                  :- Sort [if (isnull(col0#3604986))  else col0#3604986 ASC], false, 0
                  :  +- TungstenExchange hashpartitioning(if (isnull(col0#3604986))  else col0#3604986,114), None
                  :     +- Project [col6#3604567 AS col6#3604992,col0#3604561 AS col0#3604986,col16#3604577 AS col16#3605002,col35#3604596 AS col35#3605021,col32#3604593 AS col32#3605018,col8#3604569 AS col8#3604994,col17#3604578 AS col17#3605003,col4#3604779 AS col3#3604989,col41#3604602 AS col41#3605027,col22#3604583 AS col22#3605008,col30#3604591 AS col30#3605016,col12#3604573 AS col12#3604998,col29#3604590 AS col29#3605015,col34#3604595 AS col34#3605020,col31#3604592 AS col31#3605017,col26#3604587 AS col26#3605012,col28#3604589 AS col28#3605014,col7#3604568 AS col7#3604993,col39#3604600 AS col39#3605025,col36#3604597 AS col36#3605022,col15#3604576 AS col15#3605001,col33#3604594 AS col33#3605019,col1#3604562 AS col1#3604987,col13#3604574 AS col13#3604999,col11#3604572 AS col11#3604997,col10#3604571 AS col10#3604996,col20#3604581 AS col20#3605006,col38#3604599 AS col38#3605024,col18#3604579 AS col18#3605004,col24#3604585 AS col24#3605010,col19#3604580 AS col19#3605005,col37#3604598 AS col37#3605023,col14#3604575 AS col14#3605000,col27#3604588 AS col27#3605013,col5#3604566 AS col5#3604991,col4#3604565 AS col4#3604990,col25#3604586 AS col25#3605011,col23#3604584 AS col23#3605009,col40#3604601 AS col40#3605026]
                  :        +- Filter ((((((((((((((((((((isnotnull(col1#3604562) || isnotnull(col2#3604563)) || isnotnull(col4#3604779)) || isnotnull(col4#3604565)) || isnotnull(col5#3604566)) || isnotnull(col6#3604567)) || isnotnull(col7#3604568)) || isnotnull(col8#3604569)) || isnotnull(col9#3604570)) || isnotnull(col10#3604571)) || isnotnull(col11#3604572)) || isnotnull(col12#3604573)) || isnotnull(col13#3604574)) || isnotnull(col14#3604575)) || isnotnull(col15#3604576)) || isnotnull(col16#3604577)) || isnotnull(col17#3604578)) || isnotnull(col18#3604579)) || isnotnull(col19#3604580)) || isnotnull(col20#3604581)) || isnotnull(col21#3604582))
                  :           +- SortMergeOuterJoin [if (isnull(col0#3604561))  else col0#3604561], [if (isnull(col1#3604776))  else col1#3604776], LeftOuter, None
                  :              :- Sort [if (isnull(col0#3604561))  else col0#3604561 ASC], false, 0
                  :              :  +- TungstenExchange hashpartitioning(if (isnull(col0#3604561))  else col0#3604561,114), None
                  :              :     +- Project [col0#3604519 AS col0#3604561,col1#3604520 AS col1#3604562,col2#3604521 AS col2#3604563,col3#3604522 AS col3#3604564,col4#3604523 AS col4#3604565,col5#3604524 AS col5#3604566,col6#3604525 AS col6#3604567,col7#3604526 AS col7#3604568,col8#3604527 AS col8#3604569,col9#3604528 AS col9#3604570,col10#3604529 AS col10#3604571,col11#3604530 AS col11#3604572,col12#3604531 AS col12#3604573,col13#3604532 AS col13#3604574,col14#3604533 AS col14#3604575,col15#3604534 AS col15#3604576,col16#3604535 AS col16#3604577,col17#3604536 AS col17#3604578,col18#3604537 AS col18#3604579,col19#3604538 AS col19#3604580,col20#3604539 AS col20#3604581,col21#3604540 AS col21#3604582,col22#3604541 AS col22#3604583,col23#3604542 AS col23#3604584,col24#3604543 AS col24#3604585,col25#3604544 AS col25#3604586,col26#3604545 AS col26#3604587,col27#3604546 AS col27#3604588,col28#3604547 AS col28#3604589,col29#3604548 AS col29#3604590,col30#3604549 AS col30#3604591,col31#3604550 AS col31#3604592,col32#3604551 AS col32#3604593,col33#3604552 AS col33#3604594,col34#3604553 AS col34#3604595,col35#3604554 AS col35#3604596,col36#3604555 AS col36#3604597,col37#3604556 AS col37#3604598,col38#3604557 AS col38#3604599,col39#3604558 AS col39#3604600,col40#3604559 AS col40#3604601,col41#3604560 AS col41#3604602]
                  :              :        +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3604519,col1#3604520,col2#3604521,col3#3604522,col4#3604523,col5#3604524,col6#3604525,col7#3604526,col8#3604527,col9#3604528,col10#3604529,col11#3604530,col12#3604531,col13#3604532,col14#3604533,col15#3604534,col16#3604535,col17#3604536,col18#3604537,col19#3604538,col20#3604539,col21#3604540,col22#3604541,col23#3604542,col24#3604543,col25#3604544,col26#3604545,col27#3604546,col28#3604547,col29#3604548,col30#3604549,col31#3604550,col32#3604551,col33#3604552,col34#3604553,col35#3604554,col36#3604555,col37#3604556,col38#3604557,col39#3604558,col40#3604559,col41#3604560])
                  :              :           +- TungstenExchange hashpartitioning(fkc3802436#3604322,114), None
                  :              :              +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,sum#3605267,sum#3605268,sum#3605269,sum#3605270,sum#3605271,sum#3605272,sum#3605273,sum#3605274])
                  :              :                 +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                  :              :                    +- Filter (((fke1ef2a3d#3604321 = 东吴) && (2017-02-01 00:00:00 <= fkb804c35c#3604315)) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59))
                  :              :                       +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴), GreaterThanOrEqual(fkb804c35c,2017-02-01 00:00:00), LessThanOrEqual(fkb804c35c,2017-02-21 23:59:59)]
                  :              +- Sort [if (isnull(col1#3604776))  else col1#3604776 ASC], false, 0
                  :                 +- TungstenExchange hashpartitioning(if (isnull(col1#3604776))  else col1#3604776,114), None
                  :                    +- Project [col0#3604646 AS col0#3604775,col1#3604647 AS col1#3604776,col2#3604648 AS col2#3604777,col3#3604649 AS col3#3604778,HiveSimpleUDF#site.stanzhai.udf.UDFNumCmp(col4#3604650,col4#3604693,1) AS col4#3604779,col5#3604651 AS col5#3604780,col6#3604652 AS col6#3604781,col7#3604653 AS col7#3604782,col8#3604654 AS col8#3604783,col9#3604655 AS col9#3604784,col10#3604656 AS col10#3604785,col11#3604657 AS col11#3604786,col12#3604658 AS col12#3604787,col13#3604659 AS col13#3604788,col14#3604660 AS col14#3604789,col15#3604661 AS col15#3604790,col16#3604662 AS col16#3604791,col17#3604663 AS col17#3604792,col18#3604664 AS col18#3604793,col19#3604665 AS col19#3604794,col20#3604666 AS col20#3604795,col21#3604667 AS col21#3604796,col22#3604668 AS col22#3604797,col23#3604669 AS col23#3604798,col24#3604670 AS col24#3604799,col25#3604671 AS col25#3604800,col26#3604672 AS col26#3604801,col27#3604673 AS col27#3604802,col28#3604674 AS col28#3604803,col29#3604675 AS col29#3604804,col30#3604676 AS col30#3604805,col31#3604677 AS col31#3604806,col32#3604678 AS col32#3604807,col33#3604679 AS col33#3604808,col34#3604680 AS col34#3604809,col35#3604681 AS col35#3604810,col36#3604682 AS col36#3604811,col37#3604683 AS col37#3604812,col38#3604684 AS col38#3604813,col39#3604685 AS col39#3604814,col40#3604686 AS col40#3604815,col41#3604687 AS col41#3604816,col42#3604688 AS col42#3604817]
                  :                       +- SortMergeOuterJoin [col0#3604646,if (isnull(col1#3604647))  else col1#3604647,col0#3604646], [2017-02-21 00:00:00,if (isnull(col1#3604690))  else col1#3604690,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1)], LeftOuter, None
                  :                          :- Sort [col0#3604646 ASC,if (isnull(col1#3604647))  else col1#3604647 ASC,col0#3604646 ASC], false, 0
                  :                          :  +- TungstenExchange hashpartitioning(col0#3604646,if (isnull(col1#3604647))  else col1#3604647,col0#3604646,114), None
                  :                          :     +- Project [col0#3604603 AS col0#3604646,col1#3604604 AS col1#3604647,col2#3604605 AS col2#3604648,col3#3604606 AS col3#3604649,col4#3604607 AS col4#3604650,col5#3604608 AS col5#3604651,col6#3604609 AS col6#3604652,col7#3604610 AS col7#3604653,col8#3604611 AS col8#3604654,col9#3604612 AS col9#3604655,col10#3604613 AS col10#3604656,col11#3604614 AS col11#3604657,col12#3604615 AS col12#3604658,col13#3604616 AS col13#3604659,col14#3604617 AS col14#3604660,col15#3604618 AS col15#3604661,col16#3604619 AS col16#3604662,col17#3604620 AS col17#3604663,col18#3604621 AS col18#3604664,col19#3604622 AS col19#3604665,col20#3604623 AS col20#3604666,col21#3604624 AS col21#3604667,col22#3604625 AS col22#3604668,col23#3604626 AS col23#3604669,col24#3604627 AS col24#3604670,col25#3604628 AS col25#3604671,col26#3604629 AS col26#3604672,col27#3604630 AS col27#3604673,col28#3604631 AS col28#3604674,col29#3604632 AS col29#3604675,col30#3604633 AS col30#3604676,col31#3604634 AS col31#3604677,col32#3604635 AS col32#3604678,col33#3604636 AS col33#3604679,col34#3604637 AS col34#3604680,col35#3604638 AS col35#3604681,col36#3604639 AS col36#3604682,col37#3604640 AS col37#3604683,col38#3604641 AS col38#3604684,col39#3604642 AS col39#3604685,col40#3604643 AS col40#3604686,col41#3604644 AS col41#3604687,col42#3604645 AS col42#3604688]
                  :                          :        +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3604603,col1#3604604,col2#3604605,col3#3604606,col4#3604607,col5#3604608,col6#3604609,col7#3604610,col8#3604611,col9#3604612,col10#3604613,col11#3604614,col12#3604615,col13#3604616,col14#3604617,col15#3604618,col16#3604619,col17#3604620,col18#3604621,col19#3604622,col20#3604623,col21#3604624,col22#3604625,col23#3604626,col24#3604627,col25#3604628,col26#3604629,col27#3604630,col28#3604631,col29#3604632,col30#3604633,col31#3604634,col32#3604635,col33#3604636,col34#3604637,col35#3604638,col36#3604639,col37#3604640,col38#3604641,col39#3604642,col40#3604643,col41#3604644,col42#3604645])
                  :                          :           +- TungstenExchange hashpartitioning(fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436,114), None
                  :                          :              +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)) AS year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date)) AS month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date)) AS dayofmonth(cast(fkb804c35c#3604315 as date))#3605436], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605434,month(cast(fkb804c35c#3604315 as date))#3605435,dayofmonth(cast(fkb804c35c#3604315 as date))#3605436,sum#3605294,sum#3605295,sum#3605296,sum#3605297,sum#3605298,sum#3605299,sum#3605300,sum#3605301])
                  :                          :                 +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                  :                          :                    +- Filter ((if (((isnull(year(cast(fkb804c35c#3604315 as date))) || isnull(month(cast(fkb804c35c#3604315 as date)))) || isnull(dayofmonth(cast(fkb804c35c#3604315 as date))))) null else UDF(year(cast(fkb804c35c#3604315 as date)),month(cast(fkb804c35c#3604315 as date)),dayofmonth(cast(fkb804c35c#3604315 as date))) = 2017-02-21 00:00:00) && (fke1ef2a3d#3604321 = 东吴))
                  :                          :                       +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴)]
                  :                          +- Sort [2017-02-21 00:00:00 ASC,if (isnull(col1#3604690))  else col1#3604690 ASC,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1) ASC], false, 0
                  :                             +- TungstenExchange hashpartitioning(2017-02-21 00:00:00,if (isnull(col1#3604690))  else col1#3604690,HiveSimpleUDF#site.stanzhai.udf.UDFGetNext(col0#3604689,day,day,1),114), None
                  :                                +- Project [col1#3604604 AS col1#3604690,col4#3604607 AS col4#3604693,col0#3604603 AS col0#3604689]
                  :                                   +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false)], output=[col0#3604603,col1#3604604,col4#3604607])
                  :                                      +- TungstenExchange hashpartitioning(fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440,114), None
                  :                                         +- TungstenAggregate(key=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date)) AS year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date)) AS month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date)) AS dayofmonth(cast(fkb804c35c#3604315 as date))#3605440], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,year(cast(fkb804c35c#3604315 as date))#3605438,month(cast(fkb804c35c#3604315 as date))#3605439,dayofmonth(cast(fkb804c35c#3604315 as date))#3605440,sum#3605307])
                  :                                            +- Project [fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332]
                  :                                               +- Filter (fke1ef2a3d#3604321 = 东吴)
                  :                                                  +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fkc3802436#3604322,fkb804c35c#3604315,fka9b7b4ee#3604332,fke1ef2a3d#3604321] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴)]
                  +- Sort [if (isnull(col0#3605079))  else col0#3605079 ASC], false, 0
                     +- TungstenExchange hashpartitioning(if (isnull(col0#3605079))  else col0#3605079,114), None
                        +- Project [(_w0#3605070 / _we0#3605076) AS col2#3605081,(_w4#3605074 / _we2#3605078) AS col21#3605100,col0#3605028 AS col0#3605079,(_w2#3605072 / _we1#3605077) AS col9#3605088]
                           +- Window [col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075], [HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w1#3605071) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we0#3605076,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w3#3605073) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we1#3605077,HiveWindowFunction#org.apache.hadoop.hive.ql.udf.generic.GenericUDAFSum(_w5#3605075) windowspecdefinition(ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS _we2#3605078]
                              +- TungstenExchange SinglePartition, None
                                 +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Final,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Final,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Final,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Final,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Final,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Final,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Final,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Final,isDistinct=false)], output=[col0#3605028,col1#3605029,col3#3605031,col4#3605032,col5#3605033,col6#3605034,col7#3605035,col8#3605036,col10#3605038,col11#3605039,col12#3605040,col13#3605041,col14#3605042,col15#3605043,col16#3605044,col17#3605045,col18#3605046,col19#3605047,col20#3605048,col22#3605050,col23#3605051,col24#3605052,col25#3605053,col26#3605054,col27#3605055,col28#3605056,col29#3605057,col30#3605058,col31#3605059,col32#3605060,col33#3605061,col34#3605062,col35#3605063,col36#3605064,col37#3605065,col38#3605066,col39#3605067,col40#3605068,col41#3605069,_w0#3605070,_w1#3605071,_w2#3605072,_w3#3605073,_w4#3605074,_w5#3605075])
                                    +- TungstenExchange hashpartitioning(fkc3802436#3604322,114), None
                                       +- TungstenAggregate(key=[fkc3802436#3604322], functions=[(sum(cast(fka9b7b4ee#3604332 as double)),mode=Partial,isDistinct=false),(sum(cast(fk6938b0f1#3604330 as double)),mode=Partial,isDistinct=false),(sum(cast(fk9768a0c6#3604331 as double)),mode=Partial,isDistinct=false),(sum(cast(fk5b784c3d#3604350 as double)),mode=Partial,isDistinct=false),(sum(cast(fk2afad0bc#3604349 as double)),mode=Partial,isDistinct=false),(sum(cast(fk983801f0#3604356 as double)),mode=Partial,isDistinct=false),(sum(cast(fke9adbd11#3604357 as double)),mode=Partial,isDistinct=false),(sum(cast(fk644dd14e#3604333 as double)),mode=Partial,isDistinct=false)], output=[fkc3802436#3604322,sum#3605324,sum#3605325,sum#3605326,sum#3605327,sum#3605328,sum#3605329,sum#3605330,sum#3605331])
                                          +- Project [fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332]
                                             +- Filter (((fke1ef2a3d#3604321 = 东吴) && (2017-02-01 00:00:00 <= fkb804c35c#3604315)) && (fkb804c35c#3604315 <= 2017-02-21 23:59:59))
                                                +- Scan ParquetRelation: stan.726cbefe72d042efacfe27eefed5a4ef[fk5b784c3d#3604350,fk983801f0#3604356,fke9adbd11#3604357,fk6938b0f1#3604330,fkb804c35c#3604315,fke1ef2a3d#3604321,fk9768a0c6#3604331,fk2afad0bc#3604349,fkc3802436#3604322,fk644dd14e#3604333,fka9b7b4ee#3604332] InputPaths: hdfs://hdcluster/user/hive/warehouse/stan.db/726cbefe72d042efacfe27eefed5a4ef, PushedFilters: [EqualTo(fke1ef2a3d,东吴), GreaterThanOrEqual(fkb804c35c,2017-02-01 00:00:00), LessThanOrEqual(fkb804c35c,2017-02-21 23:59:59)]

------------------ Original ------------------
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

What is the query plan? We had once observed query plans that grow exponentially in iterative ML workloads and the query planner hangs forever. For example, each iteration combines 4 plan trees of the last iteration and forms a larger plan tree. The size of the plan tree can easily reach billions of nodes after 15 iterations.


On 2/22/17 9:29 AM, Stan Zhai wrote:
Hi all,

The driver hangs at DataFrame.rdd in Spark 2.1.0 when the DataFrame(SQL) is complex, Following thread dump of my driver:
...


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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

StanZhai


------------------ Original ------------------
From:  "Cheng Lian-3 [via Apache Spark Developers List]";<[hidden email]>;
Send time: Thursday, Feb 23, 2017 9:43 AM
To: "Stan Zhai"<[hidden email]>;
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

Just from the thread dump you provided, it seems that this particular query plan jams our optimizer. However, it's also possible that the driver just happened to be running optimizer rules at that particular time point.

Since query planning doesn't touch any actual data, could you please try to minimize this query by replacing the actual relations with temporary views derived from Scala local collections? In this way, it would be much easier for others to reproduce issue.

Cheng


On 2/22/17 5:16 PM, Stan Zhai wrote:
Thanks for lian's reply.

Here is the QueryPlan generated by Spark 1.6.2(I can't get it in Spark 2.1.0):
...

------------------ Original ------------------
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

What is the query plan? We had once observed query plans that grow exponentially in iterative ML workloads and the query planner hangs forever. For example, each iteration combines 4 plan trees of the last iteration and forms a larger plan tree. The size of the plan tree can easily reach billions of nodes after 15 iterations.


On 2/22/17 9:29 AM, Stan Zhai wrote:
Hi all,

The driver hangs at DataFrame.rdd in Spark 2.1.0 when the DataFrame(SQL) is complex, Following thread dump of my driver:
...





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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

Cheng Lian

This one seems to be relevant, but it's already fixed in 2.1.0.

One way to debug is to turn on trace log and check how the analyzer/optimizer behaves.


On 2/22/17 11:11 PM, StanZhai wrote:


------------------ Original ------------------
From:  "Cheng Lian-3 [via Apache Spark Developers List]";<[hidden email]>;
Send time: Thursday, Feb 23, 2017 9:43 AM
To: "Stan Zhai"<[hidden email]>;
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

Just from the thread dump you provided, it seems that this particular query plan jams our optimizer. However, it's also possible that the driver just happened to be running optimizer rules at that particular time point.

Since query planning doesn't touch any actual data, could you please try to minimize this query by replacing the actual relations with temporary views derived from Scala local collections? In this way, it would be much easier for others to reproduce issue.

Cheng


On 2/22/17 5:16 PM, Stan Zhai wrote:
Thanks for lian's reply.

Here is the QueryPlan generated by Spark 1.6.2(I can't get it in Spark 2.1.0):
...

------------------ Original ------------------
Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

What is the query plan? We had once observed query plans that grow exponentially in iterative ML workloads and the query planner hangs forever. For example, each iteration combines 4 plan trees of the last iteration and forms a larger plan tree. The size of the plan tree can easily reach billions of nodes after 15 iterations.


On 2/22/17 9:29 AM, Stan Zhai wrote:
Hi all,

The driver hangs at DataFrame.rdd in Spark 2.1.0 when the DataFrame(SQL) is complex, Following thread dump of my driver:
...





To start a new topic under Apache Spark Developers List, email [hidden email]
To unsubscribe from Apache Spark Developers List, click here.
NAML


View this message in context: Re: The driver hangs at DataFrame.rdd in Spark 2.1.0
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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

StanZhai
This post was updated on .
Thanks for Cheng's help.


It must be something wrong with InferFiltersFromConstraints, I just removed InferFiltersFromConstraints from org/apache/spark/sql/catalyst/optimizer/Optimizer.scala to avoid this issue. I will analysis this issue with the method you provided.




------------------ Original ------------------
From:  "Cheng Lian [via Apache Spark Developers List]";<ml-node+s1001551n21069h99@n3.nabble.com>;
Send time: Friday, Feb 24, 2017 2:28 AM
To: "Stan Zhai"<mail@zhaishidan.cn>;

Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0



                   
This one seems to be relevant, but it's already fixed in 2.1.0.
     
One way to debug is to turn on trace log and check how the       analyzer/optimizer behaves.
     
     
     On 2/22/17 11:11 PM, StanZhai wrote:
     
            Could this be related to https://issues.apache.org/jira/browse/SPARK-17733 ?
               
         
         
         
         ------------------ Original ------------------
                    From:  "Cheng Lian-3 [via Apache Spark Developers             List]";<[hidden               email]>;
           Send time: Thursday, Feb 23, 2017 9:43 AM
           To: "Stan Zhai"<[hidden               email]>;
           Subject:  Re: The driver hangs at DataFrame.rdd             in Spark 2.1.0
         
         
         
         
Just from the thread dump you provided, it seems that this           particular query plan jams our optimizer. However, it's also           possible that the driver just happened to be running optimizer           rules at that particular time point.
         
         
Since query planning doesn't touch any actual data, could you           please try to minimize this query by replacing the actual           relations with temporary views derived from Scala local           collections? In this way, it would be much easier for others           to reproduce issue.
         
Cheng
         
         
         On 2/22/17 5:16 PM, Stan Zhai           wrote:
         
                    Thanks for lian's reply.
           
           
           Here is the QueryPlan generated by Spark 1.6.2(I can't             get it in Spark 2.1.0):
                        ...          
                       
                       
             
             ------------------ Original ------------------
                            Subject:  Re: The driver hangs at                 DataFrame.rdd in Spark 2.1.0
             
             
             
             
What is the query plan? We had once observed query plans               that grow exponentially in iterative ML workloads and the               query planner hangs forever. For example, each iteration               combines 4 plan trees of the last iteration and forms a               larger plan tree. The size of the plan tree can easily               reach billions of nodes after 15 iterations.
             
             
             On 2/22/17 9:29 AM, Stan Zhai               wrote:
             
                            Hi all,
               
               
               The driver hangs at DataFrame.rdd in Spark 2.1.0 when                 the DataFrame(SQL) is complex, Following thread dump of                 my driver:
               ...
                         
           
                 
         
         
         
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Re: The driver hangs at DataFrame.rdd in Spark 2.1.0

Liang-Chi Hsieh
Hi Stan,

Looks like it is the same issue we are working to solve. Related PRs are:

https://github.com/apache/spark/pull/16998
https://github.com/apache/spark/pull/16785

You can take a look of those PRs and help review too. Thanks.

StanZhai wrote
Thanks for Cheng's help.


It must be something wrong with InferFiltersFromConstraints, I just removed InferFiltersFromConstraints from org/apache/spark/sql/catalyst/optimizer/Optimizer.scala to avoid this issue. I will analysis this issue with the method you provided.




------------------ Original ------------------
From:  "Cheng Lian [via Apache Spark Developers List]";<ml-node+s1001551n21069h99@n3.nabble.com>;
Send time: Friday, Feb 24, 2017 2:28 AM
To: "Stan Zhai"<mail@zhaishidan.cn>;

Subject:  Re: The driver hangs at DataFrame.rdd in Spark 2.1.0



                   
This one seems to be relevant, but it's already fixed in 2.1.0.
     
One way to debug is to turn on trace log and check how the       analyzer/optimizer behaves.
     
     
     On 2/22/17 11:11 PM, StanZhai wrote:
     
            Could this be related to https://issues.apache.org/jira/browse/SPARK-17733 ?
               
         
         
         
         ------------------ Original ------------------
                    From:  "Cheng Lian-3 [via Apache Spark Developers             List]";<[hidden               email]>;
           Send time: Thursday, Feb 23, 2017 9:43 AM
           To: "Stan Zhai"<[hidden               email]>;
           Subject:  Re: The driver hangs at DataFrame.rdd             in Spark 2.1.0
         
         
         
         
Just from the thread dump you provided, it seems that this           particular query plan jams our optimizer. However, it's also           possible that the driver just happened to be running optimizer           rules at that particular time point.
         
         
Since query planning doesn't touch any actual data, could you           please try to minimize this query by replacing the actual           relations with temporary views derived from Scala local           collections? In this way, it would be much easier for others           to reproduce issue.
         
Cheng
         
         
         On 2/22/17 5:16 PM, Stan Zhai           wrote:
         
                    Thanks for lian's reply.
           
           
           Here is the QueryPlan generated by Spark 1.6.2(I can't             get it in Spark 2.1.0):
                        ...          
                       
                       
             
             ------------------ Original ------------------
                            Subject:  Re: The driver hangs at                 DataFrame.rdd in Spark 2.1.0
             
             
             
             
What is the query plan? We had once observed query plans               that grow exponentially in iterative ML workloads and the               query planner hangs forever. For example, each iteration               combines 4 plan trees of the last iteration and forms a               larger plan tree. The size of the plan tree can easily               reach billions of nodes after 15 iterations.
             
             
             On 2/22/17 9:29 AM, Stan Zhai               wrote:
             
                            Hi all,
               
               
               The driver hangs at DataFrame.rdd in Spark 2.1.0 when                 the DataFrame(SQL) is complex, Following thread dump of                 my driver:
               ...
                         
           
                 
         
         
         
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Liang-Chi Hsieh | @viirya
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