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E @54;>65=85 F R O M =54>?CAB8<> 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . ` K@065=85, 2>72@0I0NI55 B01;8FC, =54>?CAB8<> 2 >?5@0F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � ">;L:> 2K@065=85, 2>72@0I0NI55 B01;8FC, 4>?CAB8<> 2 :0G5AB25 ?5@2>3> 0@3C<5=B0 DC=:F89 T o p 8 B o t t o m . @>87>H;0 >H81:0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � ">;L:> :>=AB0=B=>5 2K@065=85, 2>72@0I0NI55 ?>;>68B5;L=>5 G8A;>, 4>?CAB8<> 2 :0G5AB25 B@5BL53> 0@3C<5=B0 DC=:F89 T o p 8 B o t t o m . @>87>H;0 >H81:0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . x 5?@542845==>5 2K@065=85 @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE >1=0@C65=> 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . o DC=:F88 ?@>3=>78@>20=8O 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } @07@5H5=0 AAK;:0 B>;L:> =0 A:0;O@=K9 AB>;15F. w DC=:F88 ?@>3=>78@>20=8O 480?07>=0 2 AB@>:5 % d { L i n e / } , AB>;15F % d { C o l u m n / } @07@5H5= B>;L:> 48A:@5B878@>20==K9 AB>;15F. c $C=:F88 ?@>3=>78@>20=8O :;0AB5@>2 =5 @07@5H5=K 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;15F % d { C o l u m n / } . 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[ ;3>@8B< N a � v e B a y e s =5 ?>445@68205B =5?@5@K2=K9 2KE>4=>9 0B@81CB 2 <>45;8 " % { m o d e l n a m e / } " . � B01;8F5 ?>A;54>20B5;L=>AB59 <>45;8 " % { m o d e l n a m e / } " >1=0@C65=> =5A:>;L:> =5:;NG52KE AB>;1F>2. ;3>@8B< :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( 09:@>A>DB) @01>B05B B>;L:> A B01;8F0<8 ?>A;54>20B5;L=>AB59, A>45@60I8<8 >48= =5:;NG52>9 AB>;15F. 1=0@C65=> =5A:>;L:> :;NG52KE AB>;1F>2 ?>A;54>20B5;L=>AB59 2 B01;8F5 ?>A;54>20B5;L=>AB59 <>45;8 " % { m o d e l n a m e / } " . ;3>@8B< :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( 09:@>A>DB) 4>?CA:05B B01;8FK ?>A;54>20B5;L=>AB59 B>;L:> A >4=8< :;NG52K< AB>;1F>< ?>A;54>20B5;L=>AB59. d 5 C405BAO 703@C78BL <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . "53 >H81:8: " % { t a g / } " . Q ;3>@8B< =5 ?>445@68205B DC=:F8>=0;L=>ABL, 70?@0H8205<CN <>45;LN " % { m o d e l n a m e / } " . g 5?@028;L=0O 25@A8O 703@C605<>3> A>45@68<>3> 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . _ 5 C405BAO >1=0@C68BL 8AE>4=K9 O L A P - >1J5:B 4;O AB>;1F0 " % { c o l u m n n a m e / } " <>45;8 " % { m o d e l n a m e / } " . 5 0?@>H5= =54>?CAB8<K9 D>@<0B @57C;LB0B>2 D M X - 70?@>A0. Z @54>AB02;5= =58725AB=K9 ?0@0<5B@ 0;3>@8B<0 " % { s t r P a r a m N a m e / } " 4;O <>45;8 " % { m o d e l n a m e / } " . p 54>?CAB8<K9 ?0@0<5B@ M I N I M U M _ S U P P O R T <>45;8 " % { m o d e l n a m e / } " . M I N I M U M _ S U P P O R T 4>;65= 1KBL 1>;LH5 8;8 @025= =C;N. f 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ S U P P O R T <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ S U P P O R T 4>;65= 1KBL 1>;LH5 =C;O. p 54>?CAB8<K9 ?0@0<5B@ M I N I M U M _ I T E M S E T _ S I Z E <>45;8 " % { m o d e l n a m e / } " . M I N I M U M _ I T E M S E T _ S I Z E 4>;65= 1KBL >B 1 4> 5 0 0 . p 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ I T E M S E T _ S I Z E <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ I T E M S E T _ S I Z E 4>;65= 1KBL >B 0 4> 5 0 0 . y 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ I T E M S E T _ C O U N T <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ I T E M S E T _ C O U N T 4>;65= 1KBL 1>;LH5 8;8 @025= 1 . l 54>?CAB8<K9 ?0@0<5B@ M I N I M U M _ P R O B A B I L I T Y <>45;8 " % { m o d e l n a m e / } " . M I N I M U M _ P R O B A B I L I T Y 4>;65= 1KBL >B 0 4> 1 . ` @54;>65=85 W H E R E 2 8=AB@C:F88 S E L E C T . . . F R O M m . S A M P L E _ C A S E S 4>;6=> A>45@60BL DC=:F8N I s I n N o d e . K 5B0;870F8O ( S E L E C T . . . F R O M m o d e l . C A S E S ) 2 <>45;8 " % { N a m e / } " =5 @07@5H5=0. � 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ S T A T E S 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M A X I M U M _ S T A T E S 4>;6=> 1KBL >B " % d { M i n / } " 4> " % d { M a x / } " 8;8 @02=> 0 ?@8 C:070=88 =0 >BACBAB285 >3@0=8G5=8O. K @>3=>78@>20=85 2@5<5==KE @O4>2 =5 ?>445@68205BAO 2 8A?>;L7C5<>< 0;3>@8B<5. PA? "8? S E L E C T =5 ?>445@68205BAO 2 <>45;8 8;8 AB@C:BC@5 " % { N a m e / } " . U 54>?CAB8<K9 ?0@0<5B@ 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { P a r a m / } " <>45;8 " % { N a m e / } " . A 5 7040= :0B0;>3 4;O 40==>3> A50=A0. 5 C405BAO 2K?>;=8BL 70?@>A. M !1>9 0=0;870 P M M L 2 AB@>:5 " % { L i n e / } " , AB>;1F5 " % { C o l u m n / } " : " % { s t r M e s s a g e / } " 5 C405BAO 2K?>;=8BL A8=B0:A8G5A:89 0=0;87 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2A;54AB285 =5?@028;L=> AD>@<8@>20==>3> P M M L . g !B@C:BC@0 " % { n a m e / } " A>740=0 87 <>45;8 P M M L . 5 C405BAO ?@8<5=8BL ?0@0<5B@ >1@01>B:8 : P M M L - AB@C:BC@0<. ~ "8? 40==KE AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } . % { d m s c o l u m n / } " =5 A>2?0405B A B8?>< 53> ?@82O7:8. � "8? 40==KE AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } . % { d m s c o l u m n / } " 4>;65= 1KBL G8A;>2K<, ?>A:>;L:C >= 8<55B =5?@5@K2=K9 B8? A>45@68<>3> ( C o n t e n t 8<55B 7=0G5=85 C O N T I N U O U S 8;8 K E Y T I M E , 8;8 K E Y S E Q U E N C E ) . � <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " AB>;15F " % { c o l n a m e / } " 4>;65= 8<5BL =5?@5@K2=K9 B8?, ?>A:>;L:C 4;O =53> CAB0=>2;5= ?@87=0: <>45;8@>20=8O R E G R E S S O R . ; ;3>@8B< =5 ?>445@68205B AB>;1FK K E Y T I M E 8;8 K E Y S E Q U E N C E . � ;3>@8B< B@51C5B ?> <5=LH59 <5@5 >48= ?@>3=>78@C5<K9 0B@81CB. 8 >4=>3> ?@>3=>78@C5<>3> 0B@81CB0 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " =5 >1=0@C65=>. � DC=:F88 ?@>3=>78@>20=8O ?>A;54>20B5;L=>AB59 <>6=> 8A?>;L7>20BL B>;L:> AB>;15F 2;>65==>9 B01;8FK A> AB>;1F>< K E Y S E Q U E N C E . @>87>H;0 >H81:0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � ">;L:> AB>;15F 25@E=53> C@>2=O 8;8 2;>65==>9 B01;8FK A> AB>;1F>< K E Y T I M E <>6=> 8A?>;L7>20BL 2 DC=:F88 ?@>3=>78@>20=8O 2@5<5==KE @O4>2. !<. AB@>:C % d { L i n e / } 2 AB>;1F5 % d { C o l u m n / } . � 54>?CAB8<K9 ?0@0<5B@ P E R I O D I C I T Y _ H I N T 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 P E R I O D I C I T Y _ H I N T 4>;6=> 1KBL { n 1 , n 2 , n 3 . . . } , 345 n 1>;LH5 0 . N <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " =5 C:070=K 20@80=BK. ^ 01>@ 20@80=B>2 2@5<5==KE @O4>2 4>;65= 1KBL @07@565==K<, 5A;8 >= A>45@68B B>;L:> >48= 20@80=B. ^ !B>;15F " % { c o l u m n / } " <>45;8 " % { N a m e / } " A>45@68B B8? A>45@68<>3>, =5 ?>445@68205<K9 0;3>@8B<><. k !B>;15F % { c o l u m n / } <>45;8 % { N a m e / } A>45@68B ?@87=0: <>45;8@>20=8O " % { f l a g / } " , =5 ?>445@68205<K9 0;3>@8B<><. p 040= 845=B8D8:0B>@ :;0AB5@0 70 ?@545;0<8 480?07>=0 4;O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . d D I S T I N C T =5 @07@5H5= 2 B8?5 8=AB@C:F88 S E L E C T , >1=0@C65==>9 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . z 0@0<5B@ M A X I M U M _ I T E M S E T _ C O U N T <>45;8 " % { m o d e l n a m e / } " =5 ?>445@68205BAO. O P T M I Z E D _ P R E D I C T I O N _ C O U N T 4>;65= 1KBL >B 0 4> 5 0 . h 1=0@C65=> =5?>445@68205<>5 ?@54;>65=85 S E T 2 8=AB@C:F88 U P D A T E 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . ? 0@0<5B@ P R E D I C T I O N J O I N =5 ?>445@68205BAO 2 <>45;8 " % { N a m e / } " . � ">;L:> AB>;15F 2;>65==>9 B01;8FK A :;NG52K< AB>;1F>< @07@5H5= 2 DC=:F88 ?@>3=>78@>20=8O 0AA>F80F89. !<. AB@>:C % d { L i n e / } , AB>;15F % d { C o l u m n / } . j 5@53;0<5=B8@>20==K5 ?>4:;NG5=8O, 7040==K5 2 ?@54;>65=8OE O P E N R O W S E T , =5;L7O 8A?>;L7>20BL =0 MB>< A5@25@5. f >=D83C@0F8O A5@25@0 =5 ?>445@68205B ?>AB02I8: " % { P r o v i d e r / } " , 8A?>;L7C5<K9 2 ?@54;>65=88 O P E N R O W S E T . � 0@0<5B@ M A X I M U M _ S T A T E S 2 <>45;8 " % { m o d e l n a m e / } " =5 ?>445@68205BAO. =0G5=85 ?0@0<5B@0 M A X I M U M _ S T A T E S 4>;6=> 1KBL @02=> 0 , 2 8;8 1KBL =5 1>;LH5 " % d { M a x / } " . 2 @>87>H;0 >H81:0 ?@8 A>740=88 2=CB@5==53> >1J5:B0. | 54>?CAB8<K9 ?0@0<5B@ C O M P L E X I T Y _ P E N A L T Y 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . = 4>;65= 1KBL <5=LH5 1 . z 54>?CAB8<K9 ?0@0<5B@ M I N _ L E A F _ C A S E S 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . = =5 <>65B 1KBL <5=LH5 1 . x >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " 4>?CA:05B B>;L:> =5?@5@K2=K5 0B@81CBK 2 :0G5AB25 2E>4=KE 40==KE. � <>45;8 " % { m o d e l n a m e / } " ?@54>AB02;5= =548A:@5B=K9 0B@81CB C7;0 ?>A;54>20B5;L=>AB59. ;3>@8B< :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( 09:@>A>DB) B@51C5B, GB>1K MB>B 0B@81CB 8<5; B8? D I S C R E T E . � P M M L - AB@C:BC@C 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { n a m e / } " <>6=> 2=>A8BL 87<5=5=8O B>;L:> 4;O 4>102;5=8O ?@82O7>: : 40==K<. @C385 ?0@0<5B@K 87<5=5=8O AB@C:BC@K =5 ?>445@6820NBAO. � 5 C40;>AL >1@01>B0BL A ?><>ILN A<5I5==KE ?@82O7>: P M M L - AB@C:BC@C 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 8;8 <>45;L A 8<5=5< " % { n a m e / } " . � >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { n a m e / } " C65 >1CG5=0 8 =5 ?>445@68205B 4>102>G=K5 >1=>2;5=8O. 5@54 8A?>;L7>20=85< 8=AB@C:F88 I N S E R T I N T O 70409B5 D E L E T E F R O M < o b j e c t > . � >;8G5AB2> 7040==KE AB>;1F>2 =5 A>2?0405B A :>;8G5AB2>< AB>;1F>2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 8;8 2E>4=>3> =01>@0 AB@>:. � 54>?CAB8<K9 ?0@0<5B@ H I S T O R I C _ M O D E L _ C O U N T 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . >:070B5;L =5 <>65B 1KBL >B@8F0B5;L=K< 8 8<5BL 7=0G5=85 1>;LH5 1 0 0 . 0409B5 0 , 5A;8 =5 B@51C5BAO A>740=85 <>45;8 A ?@54KAB>@859. 54>?CAB8<K9 ?0@0<5B@ H I S T O R I C _ M O D E L _ G A P 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . 07>@ <564C <>45;O<8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 4>;65= 1KBL 1>;LH5 0 . =0G5=85 ?0@0<5B@0 =5 2ABC?05B 2 A8;C, 5A;8 7=0G5=85 ?0@0<5B@0 H I S T O R I C _ M O D E L _ C O U N T @02=> 0 . � 5B:8 2@5<5=8 =5 A8=E@>=878@>20=K =0G8=0O A ?>A;54>20B5;L=>AB59 " % { c o l u m n / } " <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . A5 2@5<5==K5 @O4K 4>;6=K 7025@H0BLAO 2 >4=>9 2@5<5==>9 <5B:5 8 =5 <>3CB 8<5BL ?@>872>;L=> >BACBAB2CNI85 B>G:8 40==KE. 040=85 2 :0G5AB25 7=0G5=8O ?0@0<5B@0 M I S S I N G _ V A L U E _ S U B S T I T U T I O N " P R E V I O U S " 8;8 G8A;5==>9 :>=AB0=BK 02B><0B8G5A:8 8A?@02;O5B >BACBAB2CNI85 B>G:8 40==KE, 345 MB> 2>7<>6=>. D 8=AB@C:F88 S E L E C T D I S T I N C T <>6=> AAK;0BLAO B>;L:> =0 >48= AB>;15F. � !B>;15F C7;0 ?>A;54>20B5;L=>AB59 =5 >1=0@C65= 2 <>45;8 " % { m o d e l n a m e / } " . ;3>@8B< :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( 09:@>A>DB) B@51C5B =0;8G8O 2;>65==>9 B01;8FK, A>45@60I59 :;NG52K5 AB>;1FK ?>A;54>20B5;L=>AB59 8 AB>;1FK C7;0 ?>A;54>20B5;L=>AB59. < ;3>@8B< <>45;8 " % { m o d e l n a m e / } " =5 ?>445@68205B 45B0;870F8N. � 54>?CAB8<K9 ?0@0<5B@ H O L D O U T _ P E R C E N T A G E 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 H O L D O U T _ P E R C E N T A G E 4>;6=> 1KBL 1>;LH5 0 8 <5=LH5 1 0 0 . � 0@0<5B@ M A X I M U M _ C L U S T E R _ C O U N T 8<55B >B@8F0B5;L=>5 7=0G5=85 2 <>45;8 " % { m o d e l n a m e / } " 0;3>@8B<0 :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( M i c r o s o f t ) . M A X I M U M _ C L U S T E R _ C O U N T 4>;65= 1KBL ;81> ?>;>68B5;L=K<, ;81> @02=K< 0 . � 0@0<5B@ M I N I M U M _ S U P P O R T 8<55B >B@8F0B5;L=>5 7=0G5=85 2 <>45;8 " % { m o d e l n a m e / } " 0;3>@8B<0 :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( M i c r o s o f t ) . M I N I M U M _ S U P P O R T 4>;65= 1KBL ;81> ?>;>68B5;L=K<, ;81> @02=K< 0 . � 54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 M A X I M U M _ S T A T E S 2 <>45;8 " % { m o d e l n a m e / } " 0;3>@8B<0 :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( M i c r o s o f t ) . � 54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 M A X I M U M _ S E Q U E N C E _ S T A T E S 2 <>45;8 " % { m o d e l n a m e / } " 0;3>@8B<0 :;0AB5@870F88 ?>A;54>20B5;L=>AB59 ( M i c r o s o f t ) . "8? 40==KE ?@82O7:8 ?> 2=5H=5<C :;NGC ( o r d i n a l = % { i O r d i n a l / } ) 4;O 2;>65==>9 B01;8FK " % { t a b l e c o l u m n / } " =5 A>2?0405B A B8?>< 40==KE A>>B25BAB2CNI59 ?@82O7:8 ?> :;NGC 4;O :;NG0 20@80=B0 " % { c a s e k e y c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " . � =AB@C:F8N I N S E R T I N T O =5;L7O 8A?>;L7>20BL 2 <>45;OE 8=B5;;5:BC0;L=>3> 0=0;870 40==KE, :>B>@K5 =5 8<5NB M;5<5=B>2 A >1I8< @>48B5;5< 2 >4=>9 AB@C:BC@5 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. >?@>1C9B5 8A?>;L7>20BL I N S E R T I N T O AB@C:BC@0_ 0=0;870. � !AK;:0 =0 =5?@5@K2=K9 :;NG52>9 AB>;15F ( K E Y T I M E , K E Y S E Q U E N C E ) =5 ?>445@68205BAO 2 8=AB@C:F88 S E L E C T D I S T I N C T 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � 0?@>H5=> ?@>3=>78@>20=85 2@5<5==KE @O4>2 A 2@5<5=5< =0G0;0 @0=LH5, G5< <>3CB >1@01>B0BL 2=CB@5==85 <>45;8 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " , 7040==K5 2 ?0@0<5B@0E H I S T O R I C _ M O D E L _ G A P 8 H I S T O R I C _ M O D E L _ C O U N T . � 5 C405BAO >1@01>B0BL >1J5:B " % { n a m e / } " A ?><>ILN 7040==KE ?@82O7>: ( MB> ?@82545B : 87<5=5=8N AB@C:BC@K 2=CB@5==8E >1J5:B>2) . =AB@C:F8N A L T E R <>6=> 8A?>;L7>20BL 4;O 87<5=5=8O ?@82O7>: ?5@54 >1@01>B:>9. _ !B@C:BC@0 2@5<5==KE @O4>2 7040=0 157 AB>;1F0 K e y T i m e . 5>1E>48<> 7040BL >48= AB>;15F K e y T i m e . � 54>?CAB8<K9 B8? 40==KE AB>;1F0 K e y T i m e 2@5<5==>3> @O40. !B>;15F K e y T i m e 4>;65= 8<5BL B8? 40==KE n u m e r i c 8;8 d a t e / t i m e / t i m e s t a m p . � :0G5AB25 845=B8D8:0B>@0 8AB>G=8:0 ( D a t a S o u r c e I D ) 40==KE 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { n a m e / } " 4>;6=0 1KBL 7040=0 B5:CI0O 1070 40==KE ( " . " ) . � !B>;1FK K E Y S E Q U E N C E =5 ?>445@6820NBAO =0 C@>2=5 20@80=B>2. !B>;15F " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE" % { s t r u c t u r e / } " A>45@68B =54>?CAB8<>5 A>45@68<>5. � 1J5:B " % { m o d e l / } " =5 A>45@68B =8 >4=>3> 20@80=B0. %@0=8;8I5 45B0;870F88 ?CAB>, ?>A:>;L:C ;81> 2 :0G5AB25 7=0G5=8O ?5@5G8A;5=8O P r o c e s s T y p e 7040=> P r o c e s s C l e a r S t r u c t u r e O n l y , ;81> 8=AB@C:F8O <=>3><5@=KE 2K@065=89 D E L E T E >G8AB8;0 E@0=8;8I5. � !B>;15F " % { c o l u m n / } " =5 ?>445@68205B 8=AB@C:F8N @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE I N S E R T I N T O < <>45;L> . C O L U M N _ V A L U E S . ">;L:> AB>;1FK D I S C R E T E 8 D I S C R E T I Z E D ?>445@6820NB MBC >?5@0F8N. } 1@01>B:0 AB@C:BC@K " % { n a m e / } " =52>7<>6=0, ?>A:>;L:C >=0 =5 A>45@68B ?@82O7>: : 40==K< ( ;81> A>45@68B =54>?CAB8<K5 ?@82O7:8) . ~ 1@01>B:0 AB>;1F0 " % { n a m e / } " 2 AB@C:BC@5 " % { p a r e n t S t r u c t / } " =52>7<>6=0, ?>A:>;L:C >= =5 A>45@68B 4>?CAB8<KE ?@82O7>: : 40==K<. m !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 8<55B =5A:>;L:> :;NG52KE AB>;1F>2 =0 >4=>< C@>2=5. � 45=B8D8:0B>@ ?@54AB02;5=8O 8AB>G=8:0 40==KE " % { d a t a s o u r c e v i e w / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { n a m e / } " =5 A>>B25BAB2C5B B5:CI5<C ?@54AB02;5=8N 8AB>G=8:0 40==KE 2 1075 40==KE. c =AB@C:F8N D I S C R E T I Z E D <>6=> 8A?>;L7>20BL B>;L:> 4;O G8A;>2KE AB>;1F>2. [ !B>;15F= " % { C o l u m n N a m e / } " ] . d 54>?CAB8<K9 ?0@0<5B@ C L U S T E R _ S E E D <>45;8 " % { m o d e l n a m e / } " . C L U S T E R _ S E E D 4>;65= 1KBL =5>B@8F0B5;L=K<. PA/ 5 C405BAO >1=0@C68BL E@0=8<K9 D09; " % { n a m e / } " . C 81> ?@>87>H;0 >H81:0 ?@8 GB5=88 20@80=B>2, ;81> >?5@0F8O >B<5=5=0. } H81:0 I N S E R T I N T O : :;NG52>9 AB>;15F 2;>65==>9 B01;8FK [ % { t a b l e / } ] . [ % { c o l u m n / } ] " =5 ?@82O70= : AB>;1FC 2E>4=>3> =01>@0 AB@>:. � 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ B U C K E T S _ F O R _ C O N T I N U O U S _ S P L I T 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M A X I M U M _ B U C K E T S _ F O R _ C O N T I N U O U S _ S P L I T 4>;6=> 1KBL 1>;LH5 0 8 <5=LH5 " % d { M a x / } " . C @>87>H;0 >H81:0 ?@8 >1@01>B:5 87<5@5=8O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { d i m e n s i o n / } " A ?><>ILN 8AE>4=>9 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m i n i n g m o d e l / } " . ;3>@8B< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2>72@0B8; =54>?CAB8<CN 8=D>@<0F8N > A>45@68<>< @07<5@=>AB8 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ I N P U T _ A T T R I B U T E S 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M A X I M U M _ I N P U T _ A T T R I B U T E S 4>;6=> 1KBL =5 <5=LH5 0 8 =5 1>;LH5 " % d { M a x / } " . � 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ O U T P U T _ A T T R I B U T E S 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M A X I M U M _ O U T P U T _ A T T R I B U T E S 4>;6=> 1KBL =5 <5=LH5 0 8 =5 1>;LH5 " % d { M a x / } " . � 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ S T A T E S 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M A X I M U M _ S T A T E S 4>;6=> 1KBL @02=> 0 8;8 =0E>48BLAO 2 480?07>=5 >B 2 4> " % d { M a x / } " . s 54>?CAB8<K9 ?0@0<5B@ S A M P L E _ S I Z E 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 S A M P L E _ S I Z E 4>;6=> 1KBL =5 <5=LH5 0 . 54>?CAB8<K9 ?0@0<5B@ H I D D E N _ N O D E _ R A T I O 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 H I D D E N _ N O D E _ R A T I O 4>;6=> 1KBL =5 <5=LH5 0 . g 54>?CAB8<K9 ?0@0<5B@ H O L D O U T _ T O L E R A N C E <>45;8 " % { m o d e l n a m e / } " . H O L D O U T _ T O L E R A N C E 4>;65= 1KBL 1>;LH5 0 . x 54>?CAB8<K9 ?0@0<5B@ B R E N T _ T O L E R A N C E 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 B R E N T _ T O L E R A N C E 4>;6=> 1KBL 1>;LH5 0 . x 54>?CAB8<K9 ?0@0<5B@ M I N I M U M _ S U P P O R T 2 <>45;8 " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 M I N I M U M _ S U P P O R T 4>;6=> 1KBL 1>;LH5 0 . $ 0==0O 8=AB@C:F8O =5 ?>445@68205BAO. � ;3>@8B< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { A l g o N a m e / } " =54>ABC?5= 4;O 8A?>;L7>20=8O 2 ;>:0;L=KE <>45;OE 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. t ;3>@8B< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE, 8A?>;L7>20==K9 <>45;LN " % { M o d e l N a m e / } " , =54>ABC?5= 4;O MB>3> ?>4:;NG5=8O. � 5 C405BAO A>740BL ?>AB02I8:0 0;3>@8B<0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { A l g o N a m e / } " , ?>A:>;L:C 53> P r o g I D >BACBAB2C5B 2 D09;5 :>=D83C@0F88 A5@25@0. � !;C610 " % { S e r v i c e N a m e / } " , 2>72@0I5==0O 0;3>@8B<>< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { P r o g I D / } " , =5 A>2?0405B A 0;3>@8B<>< " % { A l g o N a m e / } " 2 D09;5 :>=D83C@0F88 A5@25@0. � $C=:F88 I s I n N o d e 8 I s D e s c e n d a n t 4>;6=K 8A?>;L7>20BLAO B>;L:> >48= @07 8 157 >?5@0B>@0 O R 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . V 54>?CAB8<K9 2K7>2 DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � #:070==0O 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } DC=:F8O " % { F u n c t i o n N a m e / } " =5 O2;O5BAO =8 >?@545;O5<>9 ?>;L7>20B5;5< DC=:F859 ( U D F ) , =8 =5AB0=40@B=>9 DC=:F859, ?>445@68205<>9 0;3>@8B<>< ?>4:;NG05<>3> <>4C;O. � >AB02I8: 0;3>@8B<0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { A l g o N a m e / } " =5 ?@54>AB02;O5B >1O70B5;L=K9 8=B5@D59A 4;O =5AB0=40@B=KE DC=:F89. � ">;L:> :>=AB0=B=>5 2K@065=85 @07@5H5=> 2 0@3C<5=B5 " % { A r g u m e n t I n d e x / } " DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � 0@3C<5=B5 " % { A r g u m e n t I n d e x / } " DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } @07@5H5=0 B>;L:> AAK;:0 =0 A:0;O@=K9 AB>;15F. � 0@3C<5=B5 " % { A r g u m e n t I n d e x / } " DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } @07@5H5=0 B>;L:> AAK;:0 =0 AB>;15F B01;8FK. � 040= =54>?CAB8<K9 B8? 7=0G5=8O 0@3C<5=B0 " % { A r g u m e n t I n d e x / } " DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . Y !;8H:>< <=>3> 0@3C<5=B>2 8;8 ?@87=0:>2 2 DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . D 58725AB=K9 ?@87=0: DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . u 1O70B5;L=K5 ?0@0<5B@K DC=:F88 4>;6=K A>45@60BLAO ?5@54 ?@87=0:0<8 2 DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . Y H81:0 ?@8 2KG8A;5=88 DC=:F88 " % { F u n c t i o n N a m e / } " 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . PA� 54>?CAB8<K9 D;03 <>45;8@>20=8O " % { F l a g N a m e / } " 4;O AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { C o l u m n N a m e / } " . $;038 <>45;8@>20=8O 0;3>@8B<0 <>6=> 8A?>;L7>20BL B>;L:> 2 AB>;1F0E <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � !B>;15F " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " A>45@68B 1>;55 >4=>3> :;0AA8D8F8@>20==>3> AB>;1F0. � !B>;15F " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 4>;65= 1KBL 48A:@5B=K<, ?>A:>;L:C >= :;0AA8D8F8@C5B 4@C3>9 AB>;15F. � !B>;15F " % { c l a s s i f i e d c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 4>;65= 1KBL 48A:@5B=K<, ?>A:>;L:C >= :;0AA8D8F8@>20= AB>;1F>< " % { c o l u m n / } " . � 45=B8D8:0B>@ :;0AA8D8F8@>20==>3> AB>;1F0 ( C l a s s i f i e d C o l u m n ) " % { c l a s s i f i e d c o l u m n / } " , 7040==K9 2 AB>;1F5 " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " , =5 ACI5AB2C5B. � 54>?CAB8<K9 ?0@0<5B@ F O R C E _ R E G R E S S O R <>45;8 " % { m o d e l n a m e / } " . !B>;15F " % { s t r P a r a m N a m e / } " 4>;65= 1KBL 2E>4=K< AB>;1F>< 8 @53@5AA>@><. W G R O U P B Y =5 4>?CA:05BAO 2 B8?5 >?5@0B>@0 S E L E C T 2 AB@>:5 % d { L i n e / } AB>;1F0 % d { C o l u m n / } . \ @54;>65=85 J O I N =5 4>?CA:05BAO 2 8=AB@C:F88 S E L E C T 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � >AB02I8:, 8A?>;L7C5<K9 8AB>G=8:>< 40==KE " % { d a t a s o u r c e _ n a m e / } " , =0 :>B>@K9 A>45@68BAO AAK;:0 2 ?@54;>65=88 O P E N Q U E R Y , =5;L7O 8A?>;L7>20BL 2 40==>< M:75<?;O@5. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 4>ABC? : AB@C:BC@5 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " , =0 :>B>@CN 5ABL AAK;:0, ;81> >1J5:B0 =5 ACI5AB2C5B. l =AB@C:F8O E X P O R T =5 ?>445@68205BAO 4;O AB@C:BC@ 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P , B0:8E :0: " % { N a m e / } " ~ >AB83=CB ?@545; G8A;0 ?0@0;;5;L=KE 70?@>A>2 8=B5;;5:BC0;L=>3> 0=0;870 40==KE ( % d { c M a x Q u e r i e s / } ) =0 A5@25@5. >2B>@8B5 70?@>A. � !B>;15F A53<5=B0 =5 ?>445@68205BAO 4;O ?0@0<5B@>2 8;8 2>72@0I05<>3> 7=0G5=8O >?@545;O5<>9 ?>;L7>20B5;5< DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . r ?@545;O5<0O ?>;L7>20B5;5< DC=:F8O 25@=C;0 =5A>3;0A>20==>5 G8A;> AB>;1F>2 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . D % { s t r A t t r N a m e / } =5 O2;O5BAO 4>?CAB8<K< >B>1@0605<K< 8<5=5< 0B@81CB0. � 0@0<5B@ D i s c r e t i z a t i o n M e t h o d / D i s c r e t i z a t i o n B u c k e t C o u n t =5;L7O 704020BL 4;O AB>;1F0 " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " , ?>A:>;L:C >= =5 O2;O5BAO 48A:@5B878@>20==K<. PA� !B>;15F AB@C:BC@K 8AB>G=8:0 " % { s t r u c t u r e C o l / } " 4;O AB>;1F0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l C o l / } " =5 O2;O5BAO B01;8F59 8;8 =5 A>45@68B 2;>65==KE AB>;1F>2. s !B>;15F B01;8FK " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " =5 8<55B 4>G5@=8E AB>;1F>2. � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " P r o b a b i l i t y " . [ !B>;15F = % { C o l u m n N a m e / } ] . � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " S u p p o r t " . [ !B>;15F = % { C o l u m n N a m e / } ] . � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " P r o b a b i l i t y V a r i a n c e " . [ !B>;15F = % { C o l u m n N a m e / } ] . � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " P r o b a b i l i t y S t d d e v " . [ !B>;15F = % { C o l u m n N a m e / } ] . � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " S t d d e v " . [ !B>;15F = % { C o l u m n N a m e / } ] . � 040==K9 0;3>@8B< =5 <>65B >1@010BK20BL AB>;1FK <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " A A>45@68<K< B8?0 " V a r i a n c e " . [ !B>;15F = % { C o l u m n N a m e / } ] . !B>;15F AB@C:BC@K 8AB>G=8:0 " % { s t r u c t u r e C o l / } " 4;O AB>;1F0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l C o l / } " =5 >1=0@C65=. � 5 C40;>AL ?@5>1@07>20BL 7=0G5=85 2E>4=>3> AB>;1F0 " % { i n p u t C o l / } " : B8?C AB>;1F0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l C o l / } " . � ;O :064>3> AB>;1F0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P 4>;6=0 1KBL 2:;NG5=0 85@0@E8O 0B@81CB0. ;O AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e C o l / } " =5 2:;NG5=0 85@0@E8O 0B@81CB0. � B@81CB 8AB>G=8:0 :;0AA8D8F8@>20==>3> AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e C o l / } " =5 O2;O5BAO G0ABLN 5AB5AB25==>9 85@0@E88, :>B>@0O A>2?0405B A 85@0@E859 AB>;1F>2 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � H81:0 ?@8 >1@01>B:5 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " 2A;54AB285 ;81> ?CABKE >1CG0NI8E 40==KE, ;81> >BACBAB28O 7=0G8<KE 0B@81CB>2. � !B>;15F " % { s t r u c t u r e C o l / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " =5 <>65B A>45@60BL 7=0G5=8O N U L L ( AB>;15F ;81> <>45;8@C5<K9 " N O T N U L L " , ;81> :;NG 2;>65==>9 B01;8FK) , >4=0:> 40==K5 8AB>G=8:0 A>45@60B 7=0G5=8O N U L L . � !B@C:BC@0 8;8 <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { n a m e / } " 8<55B @>4AB25==K5 <>45;8 8 =5 <>65B >1@010BK20BLAO >B45;L=> A ?><>ILN A<5I5==KE ?@82O7>:. 5>1E>48<> >1@010BK20BL AB@C:BC@C 8=B5;;5:BC0;L=>3> 0=0;870 40==KE ?>;=>ABLN. � A?>;L7C5<K9 0;3>@8B< B@51C5B ?> <5=LH59 <5@5 >48= 2E>4=>9 0B@81CB. 8 >4=>3> 2E>4=>3> 0B@81CB0 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " =5 >1=0@C65=>. PA� 0?@>A ?@>3=>78@C5<>3> A>548=5=8O =5 O2;O5BAO 4>?CAB8<K<, ?>A:>;L:C ?@54;>65=85 O N A>548=O5B 2E>4=>9 AB>;15F B01;8FK A> A:0;O@=K< AB>;1F>< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l c o l / } " . � 0?@>A ?@>3=>78@C5<>3> A>548=5=8O =5 O2;O5BAO 4>?CAB8<K<, ?>A:>;L:C ?@54;>65=85 O N A>548=O5B A:0;O@=K9 2E>4=>9 AB>;15F A B01;8G=K< AB>;1F>< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l c o l / } " . T ;NG52>9 AB>;15F 2;>65==>9 B01;8FK =5 ?@82O70= 2 70?@>A5 ?@>3=>78@C5<>3> A>548=5=8O. � 5 C405BAO >1@0B8BLAO : 7=0G5=8N =5?@5@K2=>3> :;NG52>3> AB>;1F0 ( B> 5ABL AB>;1F0, B8?>< A>45@68<>3> :>B>@>3> O2;O5BAO " K E Y T I M E " 8;8 " K E Y S E Q U E N C E " ) A ?><>ILN :>;;5:F88 M i n i n g M o d e l C o l u m n . V a l u e s . � -;5<5=B D a t a T y p e ?@82O7:8 4;O AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE, B8?>< A>45@68<>3> :>B>@>3> O2;O5BAO D a t e , 4>;65= B0:65 8<5BL 7=0G5=85 D a t e . � 5 C405BAO 2K?>;=8BL 8<?>@B, ?>A:>;L:C >1J5:B A 8<5=5< " % { o b j e c t n a m e / } " 8;8 845=B8D8:0B>@>< " % { o b j e c t i d / } " C65 ACI5AB2C5B 2 F5;52>9 1075 40==KE. } 5 C405BAO ?@5>1@07>20BL 7=0G5=85 " % { v a l u e / } " : B8?C 40==KE AB>;1F0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { c o l u m n n a m e / } " . � <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " D;03 <>45;8@>20=8O M O D E L _ E X I S T E N C E _ O N L Y =54>?CAB8< 2 :;NG52>< AB>;1F5 " % { c o l n a m e / } " . d H81:0 ?@8 ?@>25@:5 4>AB>25@=>AB8 0B@81CB>2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . � 040=> =54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 M I N I M U M _ D E P E N D E N C Y _ P R O B A B I L I T Y <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . 0@0<5B@ M I N I M U M _ D E P E N D E N C Y _ P R O B A B I L I T Y 4>;65= 8<5BL 7=0G5=85 1>;LH5 0 , 0 8 <5=LH5 1 , 0 . � 7<5@5=85 " % { d i m e n s i o n i d / } " , =0 :>B>@>5 A>45@68BAO AAK;:0 2 ?@82O7:5 4;O AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " , =5 ACI5AB2C5B. � @C??0 <5@ " % { m g i d / } " , =0 :>B>@CN A>45@68BAO AAK;:0 2 ?@82O7:5 4;O AB>;1F0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " , =5 ACI5AB2C5B. � @82O7:0 O L A P 2;>65==>9 B01;8FK " % { c o l u m n / } " 4>;6=0 AAK;0BLAO =0 B>B 65 :C1, GB> 8 ?@82O7:0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t / } " . � 5@0 " % { m i d / } " , =0 :>B>@CN A>45@68BAO AAK;:0 2 ?@82O7:5 4;O AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " A 8<5=5< " % { c o l u m n / } " , =5 ACI5AB2C5B. � 54>?CAB8<K9 ?0@0<5B@ M I S S I N G _ V A L U E _ S U B S T I T U T I O N 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . >445@6820NBAO 7=0G5=8O N O N E , P R E V I O U S 8;8 G8A;>2>5 7=0G5=85. r ">;L:> =5>B@8F0B5;L=0O F5;>G8A;5==0O :>=AB0=B0 @07@5H5=0 4;O 2K@065=8O T O P 2 AB@>:5 % d { L i n e / } AB>;1F0 % d { C o l u m n / } . i >?CAB8<> B>;L:> >4=> 2K@065=85 C?>@O4>G820=8O 4;O 2K@065=8O T O P 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � 1CG0NI89 =01>@ A;8H:>< <0; 4;O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . '8A;> >1CG0NI8E 20@80=B>2 4>;6=> 1KBL 1>;LH5 7=0G5=8O M I N I M I U M _ C L U S T E R _ C A S E S . � H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . "@51C5<K9 0B@81CB " % { a t t r / } " =5 >1=0@C65= 4;O B530 " % { t a g / } " � H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . >G5@=89 B53 " % { c h i l d / } " >1O70B5;5=, => =5 >1=0@C65= 2 @>48B5;LA:>< B535 " % { p a r e n t / } " ;81> =5 O2;O5BAO 4>?CAB8<K<. � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . B@81CB " % { a t t r / } " >1J5:B0 " % { o b j N a m e / } " 1K; @0=55 7040= A 4@C38< 7=0G5=85<. � H81:0 2 AB@C:BC@5 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . -;5<5=B " % { t a g S e c o n d / } " ?>445@68205BAO B>;L:> ?>A;5 M;5<5=B0 " % { t a g F i r s t / } " . � H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . 5?@54CA<>B@5==>5 7=0G5=85 0B@81CB0 " % { a t t r / } " B530 " % { t a g / } " } H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . 5?@54CA<>B@5==K9 8;8 =5?>445@68205<K9 B53 " % { t a g / } " . A >45;L 2 4>:C<5=B5 P M M L 2 . 1 8A?>;L7C5B =5?>445@68205<K9 0;3>@8B<. � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . 1J5:B " % { t a g / } " A B5< 65 8<5=5< ( " % { n a m e / } " ) C65 >1JO2;5=. � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . !AK;:0 =0 =5>1JO2;5==K9 >1J5:B B8?0 " % { t a g / } " , 845=B8D8F8@>20==K9 :0: " % { n a m e / } " . l H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . 1=0@C65= =54>?CAB8<K9 A60BK9 <0AA82. � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . =B5@20; ( I n t e r v a l ) ?>445@68205BAO B>;L:> 4;O ?>;59 =5?@5@K2=KE 40==KE 8 4>;65= 8<5BL ?> <5=LH59 <5@5 >4=> ?>;5. � H81:0 ?@8 0=0;875 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . 1=0@C65=> =5?>445@68205<>5 A>45@68<>5 2 M;5<5=B5 " % { t a g / } " . � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . -;5<5=B " % { t a g / } " ?>445@68205BAO B>;L:> 2 B>< A;CG05, 5A;8 >= A>45@68B @>2=> 2 <0AA820 ( A>AB>O=89 8 AG5BG8:>2) A >48=0:>2K< G8A;>< M;5<5=B>2. -;5<5=BK 4>;6=K 1KBL 1>;LH5 0 . � H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . !2>9AB2> N u m e r i c I n f o ?>445@68205BAO B>;L:> 4;O ?>;59 =5?@5@K2=KE 40==KE. PA� H81:0 A>3;0A>20==>AB8 P M M L 2 . 1 ( AB@>:0 " % { L i n e / } " , AB>;15F " % { C o l u m n / } " ) . !2>9AB2> D i s c r S t a t s ?>445@68205BAO B>;L:> 4;O ?>;59 48A:@5B=KE 8;8 48A:@5B878@>20==KE 40==KE. � 54>?CAB8<K9 703>;>2>: :;0AB5@0 ?>A;54>20B5;L=>AB59 ?5@540= 2 DC=:F8N C l u s t e r M e m b e r s h i p ( G;5=AB20 :;0AB5@>2) , ?@8<5=5==CN : <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . � 54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 M I S S I N G _ V A L U E _ S U B S T I T U T I O N 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . >445@6820NBAO 7=0G5=8O N O N E , P R E V I O U S 8;8 G8A;>2>5 7=0G5=85. � DC=:F8N G e t L a g ( ) , :>B>@0O 8A?>;L7C5BAO 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " , ?5@540= =54>?CAB8<K9 20@80=B. >45;L 2@5<5==KE @O4>2 B@51C5B =0;8G8O 2@5<5==>9 <5B:8 2 :064>< 20@80=B5. � 1=0@C65= =54>?CAB8<K9 C=8:0;L=K9 845=B8D8:0B>@ C7;0 2@5<5==KE @O4>2 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . #1548B5AL, GB> C=8:0;L=K5 845=B8D8:0B>@K C7;0 A>3;0A>20=K A 845=B8D8:0B>@0<8, ?>;CG5==K<8 ?@8 >1=0@C65=88 A>45@68<>3>. 0 !;8H:>< <=>3> 0B@81CB>2 4;O ?>4AG5B0 :>@@5;OF89. � @5<O >6840=8O ?@>3=>78@CNI53> 70?@>A0 A;8H:>< <0;> 4;O MB>3> 70?@>A0 =0 ?@>3=>78@>20=85 2@5<5==KE @O4>2, >A=>20==>3> =0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . D 040= =54>?CAB8<K9 8;8 =5?>445@68205<K9 845=B8D8:0B>@ A2>9AB20 C7;0. � @8 >1@01>B:5 40==KE 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " >1=0@C65= =5?@028;L=K9 2E>4=>9 20@80=B A =5A:>;L:8<8 A;54CNI8<8 4@C3 70 4@C3>< 2E>645=8O<8 C7;>2 ?>A;54>20B5;L=>AB59. � 1=0@C65= =5?@028;L=K9 2E>4=>9 20@80=B. 0==K5 C7;>2 ?>A;54>20B5;L=>AB59 =5 >1=0@C65=K B0<, 345 >6840;8AL 2> 2E>4=>< 20@80=B5, ?@8 >1@01>B:5 40==KE 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . W H81:0 ?@8 2KG8A;5=88 ?>;L7>20B5;LA:>9 DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � 5 7040=> =8 >4=>3> =5:;NG52>3> AB>;1F0 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2@5<5==KE @O4>2 " % { m o d e l n a m e / } " . 0: A;54AB285, =5 C405BAO 872;5GL 40==K5 4;O 0=0;870. � @8 8A?>;L7>20=88 8=AB@C:F88 I N S E R T I N T O 4;O >1CG5=8O AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " AB>;15F 2;>65==>9 B01;8FK " % { c o l u m n / } " 1K; ?@82O70= : A:0;O@=><C AB>;1FC 2E>4=>3> =01>@0 AB@>:. ) 1@01>BG8: 20@80=B>2 >1=0@C68; ?>2B>@ONI85AO 7=0G5=8O K e y T i m e ( <5B:8 2@5<5=8) , ?@8<5=O5<K5 : >4=><C 8 B><C 65 2@5<5==><C @O4C, ?@8 >1@01>B:5 40==KE 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . 5:><5=4C5BAO ?@5420@8B5;L=0O >1@01>B:0 40==KE 4;O 8A:;NG5=8O ?>2B>@ONI8EAO <5B>: 2@5<5=8. � <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " 70?@>A : 0B@81CBC " % { a t t r i b u t e / } " 4;O ?@545;L=>9 AB0B8AB8:8 7025@H8;AO =5C40G=>, ?>A:>;L:C 0B@81CB =5 O2;O5BAO =8 2E>4=K<, =8 2KE>4=K<. < 0745; G l o b a l S t a t s 4>:C<5=B0 P M M L >BACBAB2C5B 8;8 ?>2@5645=. PAd !>45@68<>5 0;3>@8B<0 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " >BACBAB2C5B 8;8 ?>2@5645=>. � '8A;> ?@82O7>: ?> 2=5H=8< :;NG0< 4;O 2;>65==>9 B01;8FK " % { t a b l e c o l u m n / } " =5 A>2?0405B A G8A;>< ?@82O7>: ?> :;NG0< 4;O :;NG0 20@80=B0 " % { c a s e k e y c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " . � >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " 8<55B 0B@81CBK ( G8A;>< 2 " % d { c A t t r i b u t e s / } " HB. ) . '8A;> 0B@81CB>2 ?@52KH05B ?@545; " % d { c A t t r i b u t e L i m i t / } " , @07@5H5==K9 B5:CI59 25@A859 0;3>@8B<0, A2O70==>3> A <>45;LN 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. j A5 =5:;NG52K5 AB>;1FK 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " 4>;6=K 8<5BL B8? 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D >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " C65 >1CG5=0. (!B>;15F " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " <>65B 8<5BL 2 :0G5AB25 7=0G5=8O C o n t e n t =5 =5?@5@K2=K5 B8?K ( D i s c r e t i z e d , D i s c r e t e 8;8 K e y ) , ?>A:>;L:C >= ?@82O70= : 48A:@5B878@>20==><C 0B@81CBC 8AB>G=8:0 ( " % { a t t r i b u t e / } " 2 87<5@5=88 :C10 " % { c u b e d i m e n s i o n / } " ) . 0@0<5B@K 48A:@5B870F88 ( D i s c r e t i z a t i o n M e t h o d 8 D i s c r e t i z a t i o n B u c k e t C o u n t ) AB>;1F0 " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " 4>;6=K A>2?040BL A ?0@0<5B@0<8 48A:@5B878@>20==>3> 0B@81CB0 8AB>G=8:0 ( " % { a t t r i b u t e / } " 2 87<5@5=88 :C10 " % { c u b e d i m e n s i o n / } " ) . m ;3>@8B< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " =5 @07@5H05B ?@>3=>78@C5<K9 AB>;15F B01;8FK. X >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " =5 8<55B :;NG52>3> AB>;1F0 20@80=B0. � 5:;NG52>9 AB>;15F 2 <>45;8 2@5<5==KE @O4>2 " % { m o d e l n a m e / } " 8<55B B8? 40==KE d a t e / t i m e / t i m e s t a m p . -B> 70?@5I5=>. 5:><5=4C5BAO <>45;8@>20BL AB>;15F :0: G8A;>2>9. l 54>AB0B>G=> 20@80=B>2 4;O >1CG5=8O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2@5<5==KE @O4>2 " % { m o d e l n a m e / } " . � !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { n a m e / } " C65 >1CG5=0 8 =5 ?>445@68205B 4>102>G=K5 >1=>2;5=8O. 5@54 8A?>;L7>20=85< 8=AB@C:F88 I N S E R T I N T O 70409B5 D E L E T E F R O M < o b j e c t > . � "8? 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D !B@C:BC@0 " % { N a m e / } " , =0 :>B>@CN 8<55BAO AAK;:0, =5 1K;0 >1@01>B0=0. p >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " A>45@68B DC=:F88, =5 ?>445@68205<K5 2 A?5F8D8:0F88 P M M L 2 . 1 . � 5 C405BAO ?@82O70BL AB>;15F " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " : @>48B5;LA:><C 0B@81CBC 2 87<5@5=88 B8?0 " @>48B5;8- ?>B><:8" ( " % { a t t r i b u t e / } " 2 87<5@5=88 :C10 " % { c u b e d i m e n s i o n / } " ) . � 5;L7O 8A?>;L7>20BL >?@545;O5<CN ?>;L7>20B5;5< DC=:F8N 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } 2 :0G5AB25 8AB>G=8:0 40==KE 4;O B5:CI59 8=AB@C:F88. w H81:0 ?@8 2K?>;=5=88 >?5@0F88 I M P O R T : :><0=40 I M P O R T >B:;NG5=0 4;O ;>:0;L=KE <>45;59 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � "8? 40==KE, 7040==K9 4;O AB>;1F0 " % { c o l u m n / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " , =5 A>2<5AB8< A 0B@81CB>< 8AB>G=8:0 ( " % { a t t r i b u t e / } " 2 87<5@5=88 :C10 " % { c u b e d i m e n s i o n / } " ) . i 54>?CAB8<K9 ?0@0<5B@ A C Y C L I C _ G R A P H 2 <>45;8 " % { m o d e l n a m e / } " . 0409B5 2 :0G5AB25 7=0G5=8O T r u e 8;8 F a l s e . >2B>@ONI85AO 7=0G5=8O ?>A;54>20B5;L=>AB59 :;NG59 2> 2E>4=>< 20@80=B5 4;O " % { m o d e l n a m e / } " . 5>4=>7=0G=K5 20@80=BK <>3CB ?@825AB8 : =54>AB>25@=K< @57C;LB0B0<. #AB@0=8B5 =5>4=>7=0G=>ABL 40==KE ( @5:><5=4C5BAO) 8;8 C25;8GLB5 7=0G5=85 A5@25@=>3> ?0@0<5B@0 E r r o r L o g K e y E r r o r L i m i t . 1=0@C65=> =5A:>;L:> :;NG52KE AB>;1F>2 2@5<5=8 2 AB@C:BC@5 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 4;O <>45;8 2@5<5==KE @O4>2 " % { m o d e l n a m e / } " . !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE, A>45@60I0O <>45;L 2@5<5==KE @O4>2, <>65B 8<5BL B>;L:> >48= :;NG52>9 AB>;15F 2@5<5=8. � @8 8A?>;L7>20=88 8=AB@C:F88 I N S E R T I N T O 4;O >1CG5=8O AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " A:0;O@=K9 AB>;15F " % { c o l u m n / } " 1K; ?@82O70= : AB>;1FC A53<5=B0 2E>4=>3> =01>@0 AB@>:. ;B@81CB 8AB>G=8:0 =5:;NG52>3> AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P 4>;65= 1KBL A2O70= A 0B@81CB>< 8AB>G=8:0 :;NG52>3> AB>;1F0 ?>A@54AB2>< A t t r i b u t e R e l a t i o n s h i p s . !> AB>;1F>< " % { s t r u c t u r e C o l / } " AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " >BACBAB2C5B ?@O<0O 8;8 :>A25==0O A2O7L. =AB@C:F8O @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE I N S E R T I N T O < >1J5:B_ 8=B5;;5:BC0;L=>3>_ 0=0;870_ 40==KE> . C O L U M N _ V A L U E S =5 ?>445@68205BAO, ?>A:>;L:C AB@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 8<55B >48= 8;8 1>;55 48A:@5B878@>20==KE AB>;1F>2. � 54>?CAB8<K9 ?0@0<5B@ A U T O _ D E T E C T _ P E R I O D I C I T Y 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . =0G5=85 ?0@0<5B@0 A U T O _ D E T E C T _ P E R I O D I C I T Y 4>;6=> 1KBL G8A;>< >B 0 , 0 4> 1 , 0 . � 1CG0NI89 =01>@ A;8H:>< <0; 4;O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " . '8A;> >1CG0NI8E 20@80=B>2 =5 4>;6=> 1KBL <5=LH5, G5< m a x ( C L U S T E R _ C O U N T , M I N I M U M _ S U P P O R T ) . f >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " 8<55B =5A:>;L:> :;NG52KE AB>;1F>2 =0 >4=>< C@>2=5. W 0@0<5B@ " % { o p t i o n / } " =5 <>65B 1KBL ?@8<5=5= : <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. 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S !>AB>O=85 " % { S t a t e / } " =54>?CAB8<> 4;O 0B@81CB0 " % { A t t r i b u t e / } " >1J5:B0 " % { m o d e l / } " . f #:070==0O AB@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 A>45@68B 4>?CAB8<>9 <>45;8 4;O B5:CI59 7040G8. � ;O 2K?>;=5=8O B5:CI59 7040G8 B@51C5BAO ?@>3=>78@C5<K9 0B@81CB. #:070==K9 0B@81CB " % { A t t r i b u t e / } " <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { M o d e l / } " =5 O2;O5BAO ?@>3=>78@C5<K<. � B@81CB " % { A t t r i b u t e / } " <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { M o d e l / } " 8<55B B8? A>45@68<>3> " % { C o n t e n t / } " , =5 ?>445@68205<K9 B5:CI59 7040G59. h 54>?CAB8<>5 =0G0;L=>5 7=0G5=85 ?0@0<5B@0 " % d { h o l d o u t s e e d / } " . =0G5=85 4>;6=> 1KBL ?>;>68B5;L=K< G8A;><. � :0G5AB25 ?0@0<5B@0 DC=:F88 E x i s t s <>65B 2KABC?0BL B>;L:> 2K@065=85, 2>72@0I0NI55 B01;8FC. 1=0@C65=0 >H81:0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . � 54>?CAB8<K9 ?@548:0B D8;LB@0 <>45;8 ( AB@>:0 % d { L i n e / } , AB>;15F % d { C o l u m n / } ) . @548:0B D8;LB@0 >ACI5AB2;O5B A@02=5=85 AB>;1F0 AB@C:BC@K A> A:0;O@=K< 7=0G5=85<. � 0@0<5B@C H o l d o u t M a x C a s e s ?@8A2>5=> 1>;55 >4=>3> 7=0G5=8O. 0409B5 2 :0G5AB25 <0:A8<0;L=>3> :>;8G5AB20 20@80=B>2 >48=>G=>5 7=0G5=85 B8?0 i n t e g e r . � 0@0<5B@C H o l d o u t M a x P e r c e n t ?@8A2>5=> 1>;55 >4=>3> 7=0G5=8O. 0409B5 2 :0G5AB25 <0:A8<0;L=>3> :>;8G5AB20 20@80=B>2 >48=>G=>5 7=0G5=85 B8?0 l o n g . � @>3=>78@>20=85 2@5<5==KE @O4>2 4;O <>45;8 " % { m o d e l n a m e / } " 4>102;O5B =>2K5 40==K5, >4=0:> <><5=B =0G0;0 ?@>3=>78@>20=8O =0E>48BAO @0=55 =0G0;0 =>2KE 40==KE. AB>@8G5A:>5 ?@>3=>78@>20=85 =5 <>65B 2K?>;=OBLAO ?@8<5=8B5;L=> : =>2K< 40==K<. � 0?@>A : <>45;8 " % { N a m e / } " =5 <>65B 1KBL 2K?>;=5=, B0: :0: MB>B 2K?CA: A;C61 A n a l y s i s S e r v i c e s =5 ?>445@68205B ?@>3=>78@>20=85, 4>102;ONI55 =>2K5 40==K5 : <>45;8 2@5<5==KE @O4>2. � 0==K5, A2O70==K5 A> 7=0G5=85< :;NG0 " % { n a m e / } " , =5 8A?>;L7>20;8AL ?@8 >1CG5=88, 8 ?>MB><C 7=0G5=85 =5 O2;O5BAO 4>?CAB8<K< :;NG><. � 0?@>A P R E D I C T I O N J O I N : <>45;8 " % { N a m e / } " =5 ?>445@68205BAO, B0: :0: AAK;05BAO 8 =0 AB0B8AB8G5A:85, 8 =0 =5AB0B8AB8G5A:85 40==K5 2 A?8A:5 2K1>@0 S E L E C T , ?@54;>65=88 W H E R E 8;8 O R D E R B Y . � BACBAB2C5B 7=0G5=85 2 :;NG52>< AB>;1F5 2 70?@>A5 P R E D I C T I O N J O I N : <>45;8 % { N a m e / } . =0G5=85 :;NG52>3> AB>;1F0 >1O70B5;L=>, 5A;8 <>45;L A>45@68B =5A:>;L:> 845=B8D8:0B>@>2 20@80=B>2. � 70?@>A5 P R E D I C T I O N J O I N : <>45;8 " % { N a m e / } " 2A5 2E>4=K5 AB@>:8 4>;6=K A>45@60BL 2 AB>;1F5 K E Y T I M E 7=0G5=8O, >B;8G=K5 >B N u l l . y 70?@>A5 P R E D I C T I O N J O I N : <>45;8 " % { N a m e / } " 2A5 2E>4=K5 AB@>:8 4>;6=K A>45@60BL 2 AB>;1F5 K E Y T I M E C=8:0;L=K5 7=0G5=8O. � $;038 ?@>3=>78@>20=8O R E P L A C E _ M O D E L _ C A S E S 8 E X T E N D _ M O D E L _ C A S E S =5 <>3CB 1KBL C:070=K 2 70?@>A5 : <>45;8 " % { N a m e / } " , B0: :0: MB> =5 70?@>A P R E D I C T I O N J O I N . � 54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 I N S T A B I L I T Y _ C U T O F F _ W E I G H T 2 <>45;8 " % { m o d e l n a m e / } " . -B>B ?0@0<5B@ 4>;65= =0E>48BLAO 2 480?07>=5 >B 0 4> 1 . � 0@0<5B@ F O R E C A S T _ M E T H O D 4;O <>45;8 " % { m o d e l n a m e / } " =54>?CAB8<. 0@0<5B@ F O R E C A S T _ M E T H O D 4>;65= 8<5BL >4=> 87 B@5E 7=0G5=89: A R I M A , A R T X P 8;8 M I X E D . � 54>?CAB8<K9 D8;LB@ 20@80=B>2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 " % { m o d e l / } " . #:070==K9 :@8B5@89 D8;LB@0 ?@82>48B : A>740=8N A;54CNI59 8=AB@C:F88 @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE: ' % { s t a t e m e n t / } ' � 54>?CAB8<K9 D8;LB@ AB@>: 4;O B01;8FK " % { t a b l e / } " 2 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " . #:070==K9 :@8B5@89 D8;LB@0 ?@82>48B : A>740=8N A;54CNI59 8=AB@C:F88 @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE: ' % { s t a t e m e n t / } ' O ?5@0B>@, 22545==K9 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } , =5 ?>445@68205BAO. PAq $8;LB@ A>45@68B >?5@0B>@, =5 ?>445@68205<K9 B8?>< A>45@68<>3> AB>;1F0 ( 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } ) . z !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e n a m e / } " =5 87<5=5=0, B0: :0: 2 ?@>F5AA5 >1@01>B:8 ?@>87>H;0 >H81:0. r K@065=85 " % { e x p r e s s i o n / } " A>45@68B =54>?CAB8<>5 7=0G5=85 8;8 A8=B0:A8A ( 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } ) . � 54>?CAB8<K9 D8;LB@ 20@80=B>2: AAK;>G=K9 AB>;15F " % { C o l u m n N a m e / } " 8<55B B8? A>45@68<>3> K E Y . 52>7<>6=> >ACI5AB2;OBL D8;LB@0F8N ?> :;NG52><C AB>;1FC. � =0G5=85 0B@81CB0 =0E>48BAO 70 ?@545;0<8 480?07>=0 7=0G5=89 [ % { s t a r t / } , % { e n d / } ] . -B> =5 4>?CA:05BAO 0;3>@8B<>< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. f =0G5=85 " % d { f o l d c o u n t / } " =54>?CAB8<> 4;O :>;8G5AB20 A25@B>:. =0G5=85 4>;6=> 1KBL 1>;LH5 8;8 @02=> 2 . � =0G5=85 " % d { f o l d i n d e x / } " =54>?CAB8<> 4;O 8=45:A0 A25@B:8. =0G5=85 4>;6=> 1KBL 1>;LH5 8;8 @02=> 1 8 4>;6=> 1KBL <5=LH5 :>;8G5AB20 A25@B>: 8;8 @02=> 5<C. � =0G5=85 " % d { f o l d m a x c a s e / } " =54>?CAB8<> 4;O <0:A8<0;L=>3> :>;8G5AB20 20@80=B>2. =0G5=85 4>;6=> 1KBL =5>B@8F0B5;L=K< F5;K< G8A;><. � >45;L " % s { m o d e l n a m e / } " =54>?CAB8<0 2 B5:CI5< 2K7>25 ?@>F54C@K, B0: :0: <>45;L =5 ?@8=04;568B : AB@C:BC@5 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % s { s t r u c t u r e / } " . � B@81CB " % s { a t t r i b u t e / } " =54>?CAB8< 2 B5:CI5< 2K7>25 ?@>F54C@K, B0: :0: 0B@81CB =5 O2;O5BAO 0B@81CB>< P R E D I C T 8;8 P R E D I C T _ O N L Y 4;O <>45;8 " % s { m o d e l n a m e / } " . ` !>AB>O=85 0B@81CB0 =5 <>65B 1KBL 7040=> 2 2K7>25 ?@>F54C@K, B0: :0: F5;52>9 0B@81CB =5?@5@K2=K9. q >45;L " % s { m o d e l n a m e / } " =54>?CAB8<0 2 B5:CI5< 2K7>25 ?@>F54C@K, B0: :0: <>45;L =5 O2;O5BAO <>45;LN :;0AB5@870F88. j >45;L " % s { m o d e l n a m e / } " =54>?CAB8<0 2 B5:CI5< 2K7>25 ?@>F54C@K, B0: :0: 2 <>45;8 8A?>;L7C5BAO A25@BK20=85. ? -B0 25@A8O ?@>F54C@K =5 ?>445@68205B ?0@0<5B@ B5AB>2>3> A?8A:0. � 54>?CAB8<>5 7=0G5=85 ?>@>30 A>AB>O=8O. =0G5=85 4>;6=> ;560BL 2 480?07>=5 >B 0 , 0 4> 1 , 0 . 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G 5 C405BAO >B:@KBL @0745; P e r f o r m a n c e 8;8 P e r f o r m a n c e D r i v e r 2 @55AB@5. y 5 C405BAO AG8B0BL 7=0G5=85 70?8A8 @55AB@0 F i r s t C o u n t e r ( 2;>65==>9 2 70?8AL @55AB@0 P e r f o r m a n c e 4;O 40==>3> M:75<?;O@0) . v 5 C405BAO AG8B0BL 7=0G5=85 70?8A8 @55AB@0 F i r s t H e l p ( 2;>65==>9 2 70?8AL @55AB@0 P e r f o r m a n c e 4;O 40==>3> M:75<?;O@0) . x 5 C405BAO AG8B0BL 7=0G5=85 70?8A8 @55AB@0 L a s t C o u n t e r ( 2;>65==>9 2 70?8AL @55AB@0 P e r f o r m a n c e 4;O 40==>3> M:75<?;O@0) . � 80?07>= 4;O AG5BG8:>2 2 @55AB@5 =5 A>2?0405B A >68405<K< 480?07>=>< AG5BG8:>2 4;O 40==>3> M:75<?;O@0. 5@5703@C78B5 D09; 8=8F80;870F88 A8AB5<=>3> <>=8B>@0. H @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 I n i t i a l i z e S e c u r i t y D e s c r i p t o r . E @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 S e t S e c u r i t y D e s c r i p t o r D a c l . < @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 O p e n P r o c e s s T o k e n . ? @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 G e t T o k e n I n f o r m a t i o n . F @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 S e t S e c u r i t y D e s c r i p t o r O w n e r . F @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 S e t S e c u r i t y D e s c r i p t o r G r o u p . = @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 C r e a t e F i l e M a p p i n g . 9 @>87>H;0 >H81:0 ?@8 8=8F80;870F88: A1>9 2 M a p V i e w O f F i l e . � @8<5G0=85. !5@25@ 0=0;870 40==KE A>E@0=O5B ;N1K5 A2545=8O 4;O 70I8BK, C:070==K5 :0: G0ABL AB@>:8 ?>4:;NG5=8O 2 >?@545;5=88 >1J5:B0 D a t s o u r c e . s >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B 4>ABC?0 : 1075 40==KE " % { s t r O b j e c t / } " , ;81> MB>9 107K 40==KE =5 ACI5AB2C5B. z >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 87<5=5=85 >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. y >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 4>ABC? : >1J5:BC " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. z >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 >1@01>B:C >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. y >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 C40;5=85 >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 A>740=85 =>2>3> >1J5:B0 2 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 ?>;CG5=85 <5B040==KE >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. d 81> @07@5H5=85 4;O @>;8 " % { s t r R o l e I D / } " C65 7040=> 4;O 40==>3> >1J5:B0, ;81> >1J5:B0 =5 ACI5AB2C5B. s >;L " % { s t r R o l e I D / } " , =0 :>B>@CN AAK;05BAO @07@5H5=85 " % { s t r P e r m I D / } " , =5 ACI5AB2C5B 2 1075 40==KE " % { s t r D B N a m e / } " . � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 2>AAB0=>2;5=85 107K 40==KE, ;81> 1070 40==KE C65 ACI5AB2C5B 8 ?0@0<5B@ A l l o w O v e r w r i t e =5 C:070=. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 A>740=85 @575@2=>9 :>?88 107K 40==KE " % { s t r O b j e c t / } " , ;81> MB0 1070 40==KE =5 ACI5AB2C5B. u >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 A;8O=85 A5:F88 " % { s t r O b j e c t / } " , ;81> MB>9 A5:F88 =5 ACI5AB2C5B. � >?KB:0 87<5=8BL 845=B8D8:0B>@ @>;8 ( R o l e I D ) @07@5H5=8O " % { s t r P e r m I D / } " A " % { s t r R o l e I D / } " =0 " % { s t r N e w R o l e I D / } " . 5;L7O 87<5=OBL 845=B8D8:0B>@ @>;8 ( R o l e I D ) @07@5H5=8O ?>A;5 A>740=8O @07@5H5=8O. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O 4;O ?>4?8A:8 =0 B@0AA8@>2:C " % { s t r O b j e c t / } " , ;81> MB>9 B@0AA8@>2:8 =5 ACI5AB2C5B. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 >1@0B=CN 70?8AL 2 >1J5:B " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 A8=E@>=870F8N >1J5:B>2 2 M:75<?;O@5 8AB>G=8:0 8;8 =07=0G5=8O, ;81> >1J5:BK =5 ACI5AB2CNB 2 M:75<?;O@5 8AB>G=8:0. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 ?>;CG5=85 <5B040==KE >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. | >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 45B0;870F8N >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. n >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 GB5=85 107K 40==KE, ;81> MB>9 107K 40==KE =5 ACI5AB2C5B. x >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 70?8AL 2 >1J5:B " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. Q >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 2K?>;=5=85 >?5@0F88 >B<5=K. L >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 2K7>2 <5B>40 D i s c o v e r . y >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 ?@>A<>B@ >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. PA' M:75<?;O@5 70?@5I5= 0=>=8<=K9 4>ABC?. w 0?@>H5==K9 C@>25=L 70I8BK =5 A>2?0405B A B@51C5<K< 4;O M:75<?;O@0 C@>2=5< 70I8BK 40==KE 4;O 04<8=8AB@0B82=KE 459AB289. � >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 4>ABC? : 8AB>G=8:C 40==KE AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r S t r u c t u r e / } " , ;81> MB>3> 8AB>G=8:0 40==KE =5 ACI5AB2C5B. g 5 C405BAO A>740BL 8;8 >1@01>B0BL AB@C:BC@C 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A50=A0 " % { s t r S t r u c t u r e / } " . ` 5 C405BAO A>740BL 8;8 >1@01>B0BL <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A50=A0 " % { s t r M o d e l / } " . \ >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A50=A0 A;54C5B A>74020BL 2 ACI5AB2CNI59 1075 40==KE. � 0==K5 I m p e r s o n a t i o n I n f o 4;O 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " A>45@60B ?0@0<5B@ I m p e r s o n a t i o n M o d e , :>B>@K9 <>65B 8A?>;L7>20BLAO B>;L:> 04<8=8AB@0B>@>< A5@25@0. � AB>G=8: 40==KE 2 B5:CI5< <=>65AB25 A<5I5==KE ?@82O7>:, " % { D a t a s o u r c e / } " , A>45@68B @568< >;8F5B2>@5=8O ( I m p e r s o n a t i o n M o d e ) , :>B>@K9 =5;L7O 8A?>;L7>20BL A<5I5==><C 8AB>G=8:C 40==KE. w AB>G=8: 40==KE " % { D a t a s o u r c e / } " A>45@68B 7=0G5=85 I m p e r s o n a t i o n M o d e , :>B>@>5 =5 ?>445@68205BAO 4;O >?5@0F89 >1@01>B:8. } >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 >G8AB:C :MH0 >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. H "5:CI0O >?5@0F8O =5 @07@5H5=0 4;O >3@0=8G5==>3> :;85=BA:>3> ?>4:;NG5=8O. s 52>7<>6=> 7040BL @07@5H5=85 =0 70?8AL ( " 07@5H5=>" ) , 5A;8 4;O @07@5H5=8O =0 GB5=85 =5 7040=> 7=0G5=85 " 07@5H5=>" . { >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 1;>:8@>2:C >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. T ">;L:> 04<8=8AB@0B>@0< A5@25@0 ?@54>AB02;5= 4>ABC? : A5@25@=><C H8D@>20;L=><C :;NGC. � 040==>5 A2>9AB2> E f f e c t i v e U s e r N a m e " % { u s e r / } " =5 O2;O5BAO 4>?CAB8<>9 CG5B=>9 70?8ALN ?>;L7>20B5;O, 3@C??K, ?A524>=8<0 8;8 :><?LNB5@0. o !>740=> =54>?CAB8<>5 2K@065=85 157>?0A=>AB8 87<5@5=8O 4;O 0B@81CB0 " % { a t t r i b u t e / } " 2 87<5@5=88 " % { d i m e n s i o n / } " . PA� 87<5@5=88 " % { d i m e n s i o n / } " B8?0 " @>48B5;8- ?>B><:8" 70I8B0 CAB0=>2;5=0 4;O :;NG52>3> 0B@81CB0, GB> 70?@5I5=>. >6=> 2 :0G5AB25 0;LB5@=0B82K 7040BL M:2820;5=B=CN 70I8BC 87<5@5=8O 2 @>48B5;LA:>< 0B@81CB5. V 0?@>H5==K9 C@>25=L 70I8BK =5 A>2?0405B A B@51C5<K< 4;O A5@25@0 C@>2=5< 70I8BK 40==KE. 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Z > 2@5<O ?@>25@:8 ?>4;8==>AB8 70?@>AK =54>?CAB8<K. >4:;NG5=85 1K;> ?@8=C48B5;L=> 70:@KB>. Y > 2@5<O ?@>25@:8 ?>4;8==>AB8 A50=AK =54>?CAB8<K. >4:;NG5=85 1K;> ?@8=C48B5;L=> 70:@KB>. Q #G5B=K5 40==K5 ?>;L7>20B5;O =5 A>2?040NB. >4:;NG5=85 1K;> ?@8=C48B5;L=> 70:@KB>. � >=B5:AB 157>?0A=>AB8 4;O ?>4:;NG5=8O =5 A>2?0405B A ?@>25@:>9 157>?0A=>AB8 A50=A>2. !>7409B5 =>2>5 ?>4:;NG5=85 8 A=>20 2K?>;=8B5 ?@>25@:C ?>4;8==>AB8. 6 S e t A u t h C o n t e x t =5>1E>48<> 70?CA:0BL >B 8<5=8 s y s a d m i n . + 54>?CAB8<K9 B>:5= ?>;L7>20B5;O S h a r e P o i n t . ; BACBAB2C5B @07@5H5=85 4;O 2K?>;=5=8O 70?@>H5==>9 >?5@0F88. n 5 C40;>AL 2K?>;=8BL :><0=4C, ?>A:>;L:C =5 C40;>AL 2K?>;=8BL >;8F5B2>@5=85 C4>AB>25@5=8O ?>;L7>20B5;O W i n d o w s . w AB>G=8: 40==KE " % { D a t a s o u r c e / } " A>45@68B 7=0G5=85 I m p e r s o n a t i o n M o d e , :>B>@>5 =5 ?>445@68205BAO 4;O >?5@0F89 >1@01>B:8. M 1J5:BK A50=A0 =5 @07@5H05BAO 8A?>;L7>20BL 2 >?5@0F8OE :>=2595@=>9 >1@01>B:8. 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O 5 C40;>AL A>740BL C:070==CN @>;L, ?>A:>;L:C >=0 A>45@68B A;8H:>< <=>3> G;5=>2. � 1J5:B D a t a S o u r c e P e r m i s s i o n =5 ?>445@68205BAO 4;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s . � 1J5:B C u b e D i m e n s i o n P e r m i s s i o n =5 ?>445@68205BAO 4;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s . � 1J5:B A t t r i b u t e P e r m i s s i o n =5 ?>445@68205BAO 4;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s . � 1J5:B C e l l P e r m i s s i o n =5 ?>445@68205BAO 4;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s . � 1J5:BK M i n i n g S t r u c t u r e P e r m i s s i o n 8 M i n i n g M o d e l P e r m i s s i o n =5 ?>445@6820NBAO 4;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s . = 57>?0A=>ABL =0 C@>2=5 AB@>: =5 ?>445@68205BAO 2 @568<5 O L A P . � ;O 107 40==KE A5<0=B8G5A:8E <>45;59 187=5A- 0=0;8B8:8, 2K?>;=ONI8EAO =0 @0725@=CB>< 2 B01;8G=>< @568<5 M:75<?;O@5 A;C61 A n a l y s i s S e r v i c e s , 4>;65= 1KBL @07@5H5= 4>ABC? =0 GB5=85 : 87<5@5=8N. D "01;8G=K5 70?@>AK =5 ?>445@6820NBAO A 157>?0A=>ABLN =0 C@>2=5 AB@>:. V 57>?0A=>ABL =0 C@>2=5 AB@>: =5 ?>445@68205BAO 2 1075 40==KE A> A2>9AB2>< D i r e c t Q u e r y . 07@5H5=8O 4;O 87<5@5=89 =5 ?>445@6820NBAO 2 M:75<?;O@0E A;C61 A n a l y s i s S e r v i c e s , @0725@=CBKE 2 @568<5 8=B53@0F88 A S h a r e P o i n t . { 07@5H5=8O 4;O :C1>2 =5 ?>445@6820NBAO 2 M:75<?;O@0E A;C61 A n a l y s i s S e r v i c e s , @0725@=CBKE 2 @568<5 8=B53@0F88 A S h a r e P o i n t . � 07@5H5=8O 4;O 8AB>G=8:>2 40==KE =5 ?>445@6820NBAO 2 M:75<?;O@0E A;C61 A n a l y s i s S e r v i c e s , @0725@=CBKE 2 @568<5 8=B53@0F88 A S h a r e P o i n t . � 1J5:BK M i n i n g S t r u c t u r e P e r m i s s i o n 8 M i n i n g M o d e l P e r m i s s i o n =5 ?>445@6820NBAO 2 M:75<?;O@0E A;C61 A n a l y s i s S e r v i c e s , @0725@=CBKE 2 @568<5 8=B53@0F88 A S h a r e P o i n t . � ?5@0F8O D I S C O V E R ?>445@68205BAO B>;L:> 4;O B01;8G=>3> H01;>=0 107K 40==KE, 2 :>B>@>9 8<5NBAO 04<8=8AB@0B82=K5 @07@5H5=8O. "5:CI0O 1070 40==KE =5 O2;O5BAO B01;8G=>9, ;81> >BACBAB2CNB 04<8=8AB@0B82=K5 @07@5H5=8O. � >?KB:0 2E>40 >:>=G8;0AL =5C40G59, ?>A:>;L:C :><?>=5=B, 8A?>;L7C5<K9 A MB>9 F5;LN ( m s o i d c l i . d l l ) , =5 =0945= =0 20H5< :><?LNB5@5. @>25@LB5, CAB0=>2;5= ;8 ?><>I=8: ?> 2E>4C 2 M i c r o s o f t O n l i n e S e r v i c e s . N ><>I=8: ?> 2E>4C 2 M i c r o s o f t O n l i n e S e r v i c e s =5 <>65B 2K?>;=8BL 4;O 20A 2E>4. y >?KB:0 2E>40 >:>=G8;0AL =5C40G59, ?>A:>;L:C 2>7=8:;0 2=CB@5==OO >H81:0 2 ?><>I=8:5 ?> 2E>4C 2 M i c r o s o f t O n l i n e S e r v i c e s . [ >?KB:0 2E>40 >:>=G8;0AL =5C40G59, ?>A:>;L:C 845=B8D8:0B>@ ?>;L7>20B5;O 8;8 ?0@>;L =525@5=. t 52>7<>6=> 8A?>;L7>20BL C:070==K9 20<8 ?>AB02I8: C4>AB>25@5=89, 5A;8 2AB@>5==0O 157>?0A=>ABL 7040=0 :0: C l a i m s T o k e n . 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"@51C5BAO 25@A8O ( S P _ P R O T _ T L S 1 _ 2 _ S E R V E R ) , => 1K;0 ?>;CG5=0 25@A8O " % { P r o t o c o l / } " . :;NG8B5 =5>1E>48<CN 25@A8N. >>1I5 3>2>@O, <>6=> C:070BL ?>445@6:C 25@A88 T L S 2 ?0@0<5B@0E 1@0C75@0 8;8 2 @55AB@5 W i n d o w s . � #:070=85 ?0@0<5B@0 " A n o n y m o u s " 8 A5@B8D8:0B0 :;85=B0 2 >4=>9 AB@>:5 ?>4:;NG5=8O =5 ?>445@68205BAO. >6=> ?@>9B8 ?@>25@:C ?>4;8==>AB8 :0: " A n o n y m o u s " 8;8 8A?>;L7>20BL A5@B8D8:0B :;85=B0. 'B>1K ?@>4>;68BL, C40;8B5 >4=> 87 MB8E A2>9AB2 8 ?>2B>@8B5 ?>?KB:C. � ;O >;8F5B2>@5=8O B@51C5BAO 845=B8D8:0B>@ ?>;L7>20B5;O W i n d o w s . "5:CI55 C4>AB>25@5=85 =5 O2;O5BAO 845=B8D8:0B>@>< ?>;L7>20B5;O W i n d o w s . a ><0=40 E x t A u t h 1K;0 8A?>;L7>20=0 =5?@028;L=>. 5 =5>1E>48<> 2K?>;=OBL ?5@2>9 8 B>;L:> >48= @07. H ><0=40 E x t A u t h =5 ?>445@68205B AE5<C ?@>25@:8 ?>4;8==>AB8 " % { s c h e m e / } " . ; ><0=40 E x t A u t h =5 ?>445@68205B ?CAB>9 M;5<5=B E x t A u t h I n f o . Z ><0=4C E x t A u t h <>65B 2K?>;=8BL B>;L:> 04<8=8AB@0B>@ A5@25@0 8;8 CG0AB=8: @>;8 A c t A s U s e r s . ] ;O >BA>548=5=8O 107K 40==KE 2 W i n d o w s A z u r e A n a l y t i c s B@51CNBAO 04<8=8AB@0B82=K5 @07@5H5=8O. Z ;O 0@E820F88 107K 40==KE 2 W i n d o w s A z u r e A n a l y t i c s B@51CNBAO 04<8=8AB@0B82=K5 @07@5H5=8O. _ ;O 2>AAB0=>2;5=8O 107K 40==KE 2 W i n d o w s A z u r e A n a l y t i c s B@51CNBAO 04<8=8AB@0B82=K5 @07@5H5=8O. D !5@B8D8:0B A>45@68B =5?>445@68205<>5 A2>9AB2> 0;3>@8B<0 EMH8@>20=8O. -B> =54>?CAB8<K9 A5@B8D8:0B. @5<O ACI5AB2>20=8O A5@B8D8:0B0 2KE>48B 70 480?07>= F5=B@0 A5@B8D8:0F88, :>B>@K9 2K40; A5@B8D8:0B. a ><0=40 S y n c h r o n i z e 8<55B S y n c h r o n i z e F r o m S t o r a g e = F i l t e r e d S h a r d e d D a t a , => ?CAB>9 A?8A>: A53<5=B>2. _ ><0=40 S y n c h r o n i z e 8<55B S y n c h r o n i z e F r o m S t o r a g e = F i l t e r e d S h a r d e d D a t a , => C:070= ?CAB>9 T a b l e I d . j ><0=40 S y n c h r o n i z e 8<55B S y n c h r o n i z e F r o m S t o r a g e = F i l t e r e d S h a r d e d D a t a , => C:070= ?CAB>9 A?8A>: P a r t i t i o n I d . x !>?>AB02;5=85 A53<5=B>2 <>6=> C:070BL, B>;L:> 5A;8 :><0=40 S y n c h r o n i z e 8<55B S y n c h r o n i z e F r o m S t o r a g e = F i l t e r e d S h a r d e d D a t a . ; ><0=40 E x t A u t h 70@575@28@>20=0 4;O 1C4CI53> 8A?>;L7>20=8O. R $C=:F8O 02B>@870F88 157>?0A=>3> :0=0;0 70@575@28@>20=0 4;O 1C4CI53> 8A?>;L7>20=8O. K ><0=4C D B C C <>3CB 2K?>;=8BL B>;L:> 04<8=8AB@0B>@K 107K 40==KE 8;8 A5@25@0. b @8 ?@>25@:5 ?@8=04;56=>AB8 : 7040==><C ?>4:;NG5=8N >1J5:B " % { s t r O b j e c t N a m e / } " =5 1K; 701;>:8@>20=^ >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 87<5=5=85 107K 40==KE " % { s t r D a t a b a s e / } " . r >;L7>20B5;L " % { p i i _ s t r U s e r / } " 4>;65= 1KBL 04<8=8AB@0B>@><, GB>1K G8B0BL <5B040==K5 107K 40==KE " % { s t r D a t a b a s e / } " . _ >;L7>20B5;L " % { p i i _ s t r U s e r / } " =5 8<55B @07@5H5=8O =0 >1=>2;5=85 107K 40==KE " % { s t r D a t a b a s e / } " . -B0 :><0=40 A P I D B C C ?@54=07=0G5=0 4;O 8A?>;L7>20=8O A 1070<8 40==KE, 2 :>B>@KE =5 ?@8<5=O5BAO ?0@0<5B@ T a b u l a r M e t a d a t a 4;O A2>9AB20 S t o r a g e E n g i n e U s e d . K1@0==0O 1070 40==KE 8A?>;L7C5B 7=0G5=85 S t o r a g e E n g i n e U s e d 4;O T a b u l a r M e t a d a t a . 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O ><0=40 2>AAB0=>2;5=8O <>65B A>45@60BL D a t a b a s e I d B>;L:> 2<5AB5 A D a t a b a s e N a m e . � >AAB0=>2;5=85 =5 C40;>AL. $09; @575@2=>9 :>?88 A>740= =0 A5@25@5 A E n a b l e B i n a r y X M L = % d { B L S e t / } , 2 B> 2@5<O :0: 40==K9 A5@25@ 70?CI5= A E n a b l e B i n a r y X M L = % d { C S S e t / } . � >AAB0=>2;5=85 =5 C40;>AL. $09; @575@2=>9 :>?88 A>740= =0 A5@25@5 A E n a b l e C o m p r e s s i o n = % d { B L S e t / } , 2 B> 2@5<O :0: 40==K9 A5@25@ 70?CI5= A E n a b l e C o m p r e s s i o n = % d { C S S e t / } . � H81:0 A8=E@>=870F88. !8=E@>=870F8O A5@25@0 A E n a b l e B i n a r y X M L = % d { B L S e t / } , B>340 :0: B5:CI89 A5@25@ 70?CI5= A E n a b l e B i n a r y X M L = % d { C S S e t / } . � H81:0 A8=E@>=870F88. !8=E@>=870F8O A5@25@0 A E n a b l e C o m p r e s s i o n = % d { B L S e t / } , B>340 :0: B5:CI89 A5@25@ 70?CI5= A E n a b l e C o m p r e s s i o n = % d { C S S e t / } . � >AAB0=>2;5=85 =5 C40;>AL. $09; @575@2=>9 :>?88 A>740= =0 A5@25@5 A ?0@0<5B@>< C o n n S t r i n g E n c r y p t i o n E n a b l e d = % d { B L S e t / } , 0 B5:CI89 A5@25@ 8A?>;L7C5B ?0@0<5B@ C o n n S t r i n g E n c r y p t i o n E n a b l e d = % d { C S S e t / } . � !8=E@>=870F8O =5 C40;0AL. !8=E@>=870F8O A A5@25@>< 2K?>;=O5BAO A ?0@0<5B@>< C o n n S t r i n g E n c r y p t i o n E n a b l e d = % d { B L S e t / } , 2 B> 2@5<O :0: B5:CI89 A5@25@ 8A?>;L7C5B ?0@0<5B@ C o n n S t r i n g E n c r y p t i o n E n a b l e d = % d { C S S e t / } . � 1J5:B A B0:8< 65 845=B8D8:0B>@>< " % { o b j e c t I d / } " , => A 4@C38< 8<5=5< " % { o b j e c t n a m e / } " C65 ACI5AB2C5B 2 MB>< M:75<?;O@5. ( $;03 A l l o w O v e r w r i t e ?@8<5=8< B>;L:> : 845=B8D8:0B>@C >1J5:B0, 0 =5 : 53> 8<5=8. ) � 8 >4=C 87 :><0=4 - B a c k u p , R e s t o r e 8;8 S y n c h r o n i z e - =5;L7O 2K7K20BL 2 B@0=70:F88, 8=8F80;878@>20==>9 ?>;L7>20B5;5<, 0 B0:65 2 ?0:5B5, :>B>@K9 2K?>;=O5BAO 2 B@0=70:F88. � >AAB0=>2;5=85 A @07=K<8 D a t a b a s e I d 8 D a t a b a s e N a m e =5 <>65B 2K?>;=OBLAO 4;O 107K 40==KE A A5:F8O<8, =0E>4OI8<8AO 2 :>=:@5B=>< <5AB5. � >445@52> L o c a t i o n :><0=4K R e s t o r e , 8A?>;L7C5<>5 4;O 2>AAB0=>2;5=8O C40;5==>9 A5:F88, O2;O5BAO =5?>;=K<: >=> 4>;6=> A>45@60BL =5?CABK5 M;5<5=BK D a t a S o u r c e I d , D a t a s o u r c e T y p e = R e m o t e 8 F i l e r . -;5<5=BK F o l d e r s 8 C o n n e c t i o n S t r i n g O2;ONBAO =5>1O70B5;L=K<8. � >445@52> L o c a t i o n :><0=4K R e s t o r e , 8A?>;L7C5<>5 4;O >1=>2;5=8O AB@>: ?>4:;NG5=8O 8AB>G=8:>2 40==KE, O2;O5BAO =5?>;=K<: >=> 4>;6=> A>45@60BL =5?CABK5 M;5<5=BK D a t a S o u r c e I d , D a t a s o u r c e T y p e = L o c a l 8 C o n n e c t i o n S t r i n g . -;5<5=BK F i l e 8 F o l d e r s =5 @07@5H5=K. � >445@52> L o c a t i o n :><0=4K R e s t o r e , 8A?>;L7C5<>5 4;O A>?>AB02;5=8O <5AB>=0E>645=8O ?0?:8, 4>;6=> A>45@60BL E>BO 1K >48= =5?CAB>9 M;5<5=B F o l d e r . -;5<5=BK F i l e , D a t a s o u r c e T y p e , D a t a S o u r c e I d 8 C o n n e c t i o n S t r i n g =54>?CAB8<K. v ><0=40 R e s t o r e ?>72>;O5B C:070BL B>;L:> >48= M;5<5=B L o c a t i o n 4;O 2A5E A>?>AB02;5=89 <5AB>=0E>645=8O ;>:0;L=KE ?0?>:. >445@52> L o c a t i o n :><0=4K S y n c h r o n i s e , 8A?>;L7C5<>5 4;O 2>AAB0=>2;5=8O C40;5==>9 A5:F88, O2;O5BAO =5?>;=K<: >=> 4>;6=> A>45@60BL =5?CABK5 M;5<5=BK D a t a S o u r c e I d , D a t a s o u r c e T y p e = R e m o t e 8 C o n n e c t i o n S t r i n g . -;5<5=B F o l d e r s O2;O5BAO =5>1O70B5;L=K<. -;5<5=B F i l e r =5 @07@5H5=. � >445@52> L o c a t i o n :><0=4K S y n c h r o n i s e , 8A?>;L7C5<>5 4;O >1=>2;5=8O AB@>: ?>4:;NG5=8O 8AB>G=8:>2 40==KE, O2;O5BAO =5?>;=K<: >=> 4>;6=> A>45@60BL =5?CABK5 M;5<5=BK D a t a S o u r c e I d , D a t a s o u r c e T y p e = L o c a l 8 C o n n e c t i o n S t r i n g . -;5<5=BK F i l e 8 F o l d e r s =5 @07@5H5=K. � >445@52> L o c a t i o n :><0=4K S y n c h r o n i s e , 8A?>;L7C5<>5 4;O A>?>AB02;5=8O <5AB>=0E>645=8O ?0?>:, 4>;6=> A>45@60BL E>BO 1K >48= =5?CAB>9 M;5<5=B F o l d e r . -;5<5=BK F i l e , D a t a s o u r c e T y p e , D a t a S o u r c e I d 8 C o n n e c t i o n S t r i n g =5 @07@5H5=K. =5A:>;L:8E :><0=40E R E S T O R E , S Y N C H , A T T A C H , C R E A T E 8;8 A L T E R C:070=0 1070 40==KE A 8<5=5< " % { o b j e c t N a m e / } " 8;8 845=B8D8:0B>@>< " % { o b j e c t I d / } " . -B0 1070 40==KE =5 ACI5AB2C5B =0 A5@25@5, >4=0:> 40==K5 :><0=4K @01>B0NB ?0@0;;5;L=>. 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Q #:070==>5 A>G5B0=85 P a c k a g e P a t h 8 P a c k a g e P a r t U r i =5 A>45@68B 40==KE 4;O 703@C7:8. 7 $C=:F8O 8A:;NG5=8O =5 ?>445@68205BAO 2 A;C615 P o w e r � B I . ? $C=:F8O 8A:;NG5=8O =5 ?>445@68205BAO 2 B5:CI5< 2K?CA:5 A5@25@0. � 5 C40;>AL ?@>0=0;878@>20BL @0745; :0B0;>30 @575@2=>9 :>?88 107K 40==KE. '8A;> >68405<KE 70?8A59 2 :0B0;>35 = % l d { h e a d e r E n t r i e s / } , G8A;> 45A5@80;87>20==KE 70?8A59 2 :0B0;>35 = % l d { d i r E n t r i e s / } . Q 5 C40;>AL 4>1028BL =0 A5@25@ =>2>3> ?>;L7>20B5;O 87- 70 2=CB@5==59 >H81:8 A;C61K. � 5 C40;>AL ?@>0=0;878@>20BL ?>;L7>20B5;O 8;8 ?@8;>65=85: " % { p i i _ s t r U s e r / } " . 68405<K9 D>@<0B: u p n @ t e n a n t _ d o m a i n 8;8 a p p : { o b j e c t I d _ G U I D } @ { t e n a n t I d _ G U I D } . � 5 =0945= :;NG 0B@81CB0 ?@8 >1@01>B:5: % 1 [ B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] % [ ; B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] . B@81CB " % { A t t r i b u t e / } " . � 0945= 4C1;8@CNI89AO :;NG 0B@81CB0 ?@8 >1@01>B:5: % 1 [ B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] % [ ; B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] . B@81CB " % { A t t r i b u t e / } " . � ;NG 0B@81CB0 A> 7=0G5=85< N U L L 1K; ?@5>1@07>20= 2 =58725AB=K9 M;5<5=B: % 1 [ B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] % [ ; B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] . B@81CB " % { A t t r i b u t e / } " . , 0G0;>AL GB5=85 40==KE A5:F88 " % { s t r N a m e / } " . - 'B5=85 40==KE A5:F88 " % { s t r N a m e / } " 7025@H5=>. . 0G0;>AL GB5=85 40==KE 03@530B0 " % { s t r N a m e / } " . / 'B5=85 40==KE 03@530B0 " % { s t r N a m e / } " 7025@H5=>. < 0G0;>AL GB5=85 40==KE A5:F88 >1@0B=>9 70?8A8 " % { s t r N a m e / } " . = 'B5=85 40==KE A5:F88 >1@0B=>9 70?8A8 " % { s t r N a m e / } " 7025@H5=>. + 0G0;0AL >1@01>B:0 87<5@5=8O " % { s t r N a m e / } " . , 1@01>B:0 87<5@5=8O " % { s t r N a m e / } " 7025@H5=0. . 0G0;>AL GB5=85 40==KE 0B@81CB0 " % { s t r N a m e / } " . / 'B5=85 40==KE 0B@81CB0 " % { s t r N a m e / } " 7025@H5=>. . 0G0;0AL 48A:@5B870F8O 0B@81CB0 " % { s t r N a m e / } " . / 8A:@5B870F8O 0B@81CB0 " % { s t r N a m e / } " 7025@H5=0. , 0G0B> 3@C??8@>20=85 0B@81CB0 " % { s t r N a m e / } " . / @C??8@>20=85 0B@81CB0 " % { s t r N a m e / } " 7025@H5=>. 1 0G0;>AL GB5=85 40==KE 4;O AB>;1F0 " % { s t r N a m e / } " . 2 0?8AL 40==KE 4;O AB>;1F0 " % { s t r N a m e / } " 7025@H5=0. 7 0G0;>AL ?>AB@>5=85 8=45:A>2 4;O AB>;1F0 " % { s t r N a m e / } " . C >AB@>5=85 8=45:A>2 4;O 40==KE 4;O AB>;1F0 " % { s t r N a m e / } " 7025@H5=>. ( 0G0B0 >1@01>B:0 85@0@E88 " % { s t r N a m e / } " . + 1@01>B:0 85@0@E88 " % { s t r N a m e / } " 7025@H5=0. PAH 0G0;>AL ?>AB@>5=85 45H8D@8@>20==KE E@0=8;8I 4;O 85@0@E88 " % { s t r N a m e / } " . I >AB@>5=85 45H8D@8@>20==KE E@0=8;8I 4;O 85@0@E88 " % { s t r N a m e / } " 7025@H5=>. f 0G0;>AL ?>AB@>5=85 ?>8A:>2>3> E@0=8;8I0 4;O 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " . g >AB@>5=85 ?>8A:>2>3> E@0=8;8I0 4;O 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " 7025@H5=>. H 0G0;>AL A>740=85 3@C??K 70?8A59 " % { G r o u p / } " 4;O 0B@81CB0 " % { s t r N a m e / } " . E @C??8@>20=85 70?8A59 % { G r o u p / } 4;O 0B@81CB0 " % { s t r N a m e / } " 7025@H5=>. L 0G0;0AL >1@01>B:0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " . M 1@01>B:0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " 7025@H5=0. $ 0G0B0 >1@01>B:0 :C10 " % { s t r N a m e / } " . ' 1@01>B:0 :C10 " % { s t r N a m e / } " 7025@H5=0. * 0G0B0 >1@01>B:0 3@C??K <5@ " % { s t r N a m e / } " . - 025@H5=0 >1@01>B:0 3@C??K <5@ " % { s t r N a m e / } " . ( 0G0;0AL >1@01>B:0 <>45;8 " % { s t r N a m e / } " . ) 1@01>B:0 <>45;8 " % { s t r N a m e / } " 7025@H5=0. ( 0G0;0AL >1@01>B:0 A5:F88 " % { s t r N a m e / } " . ) 1@01>B:0 A5:F88 " % { s t r N a m e / } " 7025@H5=0. 2 0G0;0AL >1@01>B:0 3@C??>2>9 A5:F88 " % { s t r N a m e / } " . 3 1@01>B:0 3@C??>2>9 A5:F88 " % { s t r N a m e / } " 7025@H5=0. B 0G0;>AL 3@C??8@>20=85 70?8A59 % { G r o u p / } 4;O A5:F88 " % { s t r N a m e / } " . C @C??8@>20=85 70?8A59 % { G r o u p / } 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=>. , 0G0;0AL 70?8AL 40==KE A5:F88 " % { s t r N a m e / } " . 1 0?8AL 40==KE 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=0. @ 0G0B> ?>AB@>5=85 03@530B>2 8 8=45:A>2 4;O A5:F88 " % { s t r N a m e / } " . C >AB@>5=85 03@530B>2 8 8=45:A>2 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=>. ( 0?CI5= 70?@>A 3@C??K <5@ " % { s t r N a m e / } " . ) 025@H5= 70?@>A 3@C??K <5@ " % { s t r N a m e / } " . : 0G0;>AL GB5=85 A2O70==KE 40==KE 3@C??K <5@ " % { s t r N a m e / } " . ; 025@H5=> GB5=85 A2O70==KE 40==KE 3@C??K <5@ " % { s t r N a m e / } " . 4 0G0B> GB5=85 A2O70==KE 40==KE A5:F88 " % { s t r N a m e / } " . 7 'B5=85 A2O70==KE 40==KE A5:F88 " % { s t r N a m e / } " 7025@H5=>. 040=85 CA?5H=> 7025@H5=>. ' K?>;=5=85 7040=8O 7025@H5=> A >H81:>9. K?>;=5=85 >?5@0F88 =0G0B>. ( 1@01>B:0 0B@81CB0 " % { s t r N a m e / } " =0G0B0. + 1@01>B:0 0B@81CB0 " % { s t r N a m e / } " 7025@H5=0. 5 0G0B> 8=45:A8@>20=85 03@530B>2 A5:F88 " % { s t r N a m e / } " . 8 =45:A8@>20=85 03@530B>2 A5:F88 " % { s t r N a m e / } " 7025@H5=>. 6 0G0;>AL ?>AB@>5=85 8=45:A>2 4;O A5:F88 " % { s t r N a m e / } " . B >AB@>5=85 8=45:A>2 4;O 40==KE 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=>. 5 0G0B> ?>AB@>5=85 03@530B>2 4;O A5:F88 " % { s t r N a m e / } " . 8 >AB@>5=85 03@530B>2 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=>. 2 0G0B> A;8O=85 03@530B>2 4;O A5:F88 " % { s t r N a m e / } " . 5 !;8O=85 03@530B>2 4;O A5:F88 " % { s t r N a m e / } " 7025@H5=>. - 0G0;0AL >1@01>B:0 107K 40==KE " % { s t r N a m e / } " . . 1@01>B:0 107K 40==KE " % { s t r N a m e / } " 7025@H5=0. $ 0G0;>AL ?>AB@>5=85 AE5<K >1@01>B:8. % >AB@>5=85 AE5<K >1@01>B:8 7025@H5=>. � > 2@5<O 2KG8A;5=8O 8=AB@C:F89 C A C H E 1K;8 AD>@<8@>20=K >H81:8. 1@01>B:0 70?@>A0 1C45B ?@>4>;65=0 157 2K?>;=5=8O @0AG5B0 8=AB@C:F89 C A C H E . @8G8=0<8 A1>O <>3CB 1KBL =5A:>;L:> >1AB>OB5;LAB2: " % { e r r o r s / } " . � '8A;> :>=B59=5@>2, >1=0@C65==KE ?@8 ?><>I8 <5B>40 48A:@5B870F88, =5 A>2?0405B A G8A;>< :>=B59=5@>2, 70?@0H8205<KE 0B@81CB>< A 845=B8D8:0B>@>< % { P r o p e r t y I d / } 8 8<5=5< % { P r o p e r t y N a m e / } . 5 0G0B0 >1@01>B:0 :MH0 A:@8?B0 4;O :C10 " % { s t r N a m e / } " . 8 025@H5=0 >1@01>B:0 :MH0 A:@8?B0 4;O :C10 " % { s t r N a m e / } " . = 0G0B0 ?@>25@:0 8=45:A>2 A53<5=B>2 4;O @0745;0 " % { s t r N a m e / } " . @ @>25@:0 8=45:A>2 A53<5=B>2 4;O @0745;0 " % { s t r N a m e / } " 7025@H5=0. ) 1@01>B:0 A2O78 A " % { s t r N a m e / } " 70?CI5=0. * 1@01>B:0 A2O78 A " % { s t r N a m e / } " 7025@H5=0. � 5 C40;>AL C?>@O4>G8BL ' % { t a b l e / } ' [ % { c o l u m n / } ] ?> [ % { o r d e r b y c o l u m n / } ] , B0: :0: ?> :@09=59 <5@5 >4=> 7=0G5=85 2 [ % { c o l u m n 2 / } ] 8<55B =5A:>;L:> @07;8G=KE 7=0G5=89 2 [ % { o r d e r b y c o l u m n 2 / } ] . 0?@8<5@, <>6=> >BA>@B8@>20BL AB>;15F [ C i t y ] ?> 7=0G5=8N [ R e g i o n ] , ?>A:>;L:C 4;O :064>3> 3>@>40 ACI5AB2C5B B>;L:> >48= @538>=, => AB>;15F [ R e g i o n ] =5;L7O >BA>@B8@>20BL ?> 7=0G5=8N [ C i t y ] , ?>B><C GB> 2 :064>< @538>=5 5ABL =5A:>;L:> 3>@>4>2. PA � 5 C405BAO =09B8 :;NG 0B@81CB0 ?@8 >1@01>B:5: % 1 [ B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] % [ ; B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] . B@81CB " % { A t t r i b u t e / } " .
;NG 0B@81CB0 1K; ?@5>1@07>20= 2 =58725AB=K9 M;5<5=B, B0: :0: =5>1E>48<K9 :;NG 0B@81CB0 =5 1K; >1=0@C65=. B@81CB % { P r o p e r t y / } 87<5@5=8O % { D i m e n s i o n / } 87 107K 40==KE % { D a t a b a s e / } , % 1 [ :C1: % { C u b e / } , 3@C??0 <5@ % { D e t a i l / } , A5:F8O % { P a r t i t i o n / } , % ] 70?8AL % l d { R e c o r d / } . � 0?8AL 1K;0 ?@>?CI5=0, B0: :0: :;NG 0B@81CB0 =5 >1=0@C65=. B@81CB: % { P r o p e r t y / } 87<5@5=8O: % { D i m e n s i o n / } 87 107K 40==KE: % { D a t a b a s e / } , % 1 [ :C1: % { C u b e / } , 3@C??0 <5@: % { D e t a i l / } , A5:F8O: % { P a r t i t i o n / } , % ] 70?8AL: % l d { R e c o r d / } . � 0?8AL 1K;0 ?@>?CI5=0, B0: :0: :;NG 0B@81CB0 O2;O5BAO :>?859. B@81CB: % { P r o p e r t y / } 87<5@5=8O: % { D i m e n s i o n / } 87 107K 40==KE: % { D a t a b a s e / } , % 1 [ :C1: % { C u b e / } , 3@C??0 <5@: % { D e t a i l / } , A5:F8O: % { P a r t i t i o n / } , % ] 70?8AL: % l d { R e c o r d / } . � ;NG =5>?@545;5==>3> 0B@81CB0 1K; ?@5>1@07>20= :0: =58725AB=K9 M;5<5=B. B@81CB: % { P r o p e r t y / } 87<5@5=8O: % { D i m e n s i o n / } 87 107K 40==KE: % { D a t a b a s e / } , % 1 [ :C1: % { C u b e / } , 3@C??0 <5@: % { D e t a i l / } , A5:F8O: % { P a r t i t i o n / } , % ] 70?8AL: % l d { R e c o r d / } . � 0?8AL 1K;0 ?@>?CI5=0, B0: :0: >1=0@C65= :;NG =C;52>3> 0B@81CB0. B@81CB: % { P r o p e r t y / } 87<5@5=8O: % { D i m e n s i o n / } 87 107K 40==KE: % { D a t a b a s e / } , % 1 [ :C1: % { C u b e / } , 3@C??0 <5@: % { D e t a i l / } , A5:F8O: % { P a r t i t i o n / } , % ] 70?8AL: % l d { R e c o r d / } . � 1=0@C65=0 >H81:0 ?@8 ?>4AG5B5 8=AB@C:F89 C A C H E , 2:;NG5==KE 2 A:@8?B. 1@01>B:0 70?@>A0 1C45B ?@>4>;65=0 157 2K?>;=5=8O ?>4AG5B0 8=AB@C:F89 C A C H E , A>45@60I8E >H81:8. L 52>7<>6=> >1=>28BL 87<5@5=85 % { d i m e n s i o n / } , B0: :0: >=> =5 1K;> >1@01>B0=>. � A2O78 B8?0 " @>48B5;L- ?>B><>:" <564C 0B@81CB0<8 " % { p r o p e r t y / } " 8 " % { r e l a t e d p r o p e r t y / } " 1K; >1=0@C65= F8:;, 2:;NG0NI89 M;5<5=B A :;NG>< % 1 [ % { k e y / } % ] % [ , % { k e y / } % ] . � 52>7<>6=> 87<5=8BL 65AB:85 A2O78 <564C 0B@81CB0<8 2> 2@5<O 4>102>G=>9 >1@01>B:8 87<5@5=8O. H81:0 ?@8 >1@01>B:5 0B@81CB0 " % { A t t r i b u t e / } " . % 1 [ B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] % [ ; B01;8F0: " % { T a b l e / } " , AB>;15F: " % { C o l u m n / } " , 7=0G5=85: " % { V a l u e / } " % ] . AE>4=K9 0B@81CB: " % { S o u r c e A t t r i b u t e / } " . =0G5=8O :;NG52KE AB>;1F>2 8AE>4=>3> 0B@81CB0: % 1 [ " % { K e y C o l u m n V a l u e / } " % ] % [ , " % { K e y C o l u m n V a l u e / } " % ] . � 52>7<>6=> >1@01>B0BL 87<5@5=85 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { d i m e n s i o n / } " , B0: :0: <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m i n i n g m o d e l / } " , =0 :>B>@>< >A=>20=> 87<5@5=85, 4>;6=0 >1@010BK20BLAO 2 ?5@2CN >G5@54L. � > 2@5<O >1@01>B:8 >1=0@C65=> =5?@542845==>5 7=0G5=85 N U L L <5@K " % { M e a s u r e / } " 3@C??K <5@ % { D e t a i l / } 107K 40==KE " % { D a t a b a s e / } " , :C1 % { C u b e / } 2 B01;8F5 " % { T a b l e / } " , AB>;15F " % { C o l u m n / } " . � @>F5AA >1@01>B:8 7025@H5=, B0: :0: :>;8G5AB2> >H81>:, >1=0@C65==KE 2> 2@5<O >1@01>B:8, 4>AB83;> CAB0=>2;5==>3> ?@545;0 4>?CAB8<KE >H81>: 4;O >?5@0F88. � 7<5=8;0AL 25@A8O A2O70==>3> % { t y p e n a m e / } A 8<5=5< " % { n a m e / } " 2 C40;5==>< M:75<?;O@5. 'B>1K @07@5H8BL MBC ?@>1;5<C, ?>2B>@8B5 >?5@0F8N. 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Z 81> =5B @07@5H5=8O 4;O 4>ABC?0 : C:070==><C M;5<5=BC, ;81> B0:>3> M;5<5=B0 =5 ACI5AB2C5B. K 52>7<>6=> =09B8 8AE>4=CN 3@C??C <5@ 4;O A2O70==>9 3@C??K <5@ " % { d e t a i l / } " . � @8 >1@01>B:5 8=45:A>2 4;O A5:F88 " % { P a r t i t i o n / } " 3@C??K <5@ " % { D e t a i l / } " 4;O :C10 " % { C u b e / } " 87 107K 40==KE % { D a t a b a s e / } ?@>87>H;0 >H81:0. � 52>7<>6=> 2K?>;=8BL 70?@>A 4;O 8AB>G=8:0 % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " , B0: :0: >= =5 >1@010BK205BAO. L 525@=K9 ?>@O4>: A>@B8@>2:8, C:070==K9 4;O ?>4AG5B>2 8=48284C0;L=KE 70?8A59. PA3 525@=K9 A@57, C:070==K9 4;O 0B@81CB0 % { P r o p e r t y / } . V 52>7<>6=> A2O70BL 48A:@5B878@>20==K9 0B@81CB " % { P r o p e r t y / } " A <=>65AB25==K<8 :;NG0<8. ] @8 @07@5H5=88 ?@82O7:8 4;O 0B@81CB0 " % { p r o p e r t y / } " 8<O <5@K " % { m e a s u r e n a m e / } " =5 >1=0@C65=>. m >;L7>20B5;LA:89 03@530B " % { a g g / } " 2 A5:F88 " % { p a r t i t i o n / } " =5 8<55B 4>?CAB8<>9 ?@82O7:8 : 8AE>4=><C >1J5:BC. 7 7<5@5=85 " % { d i m / } " =54>?CAB8<> 4;O 03@530B0 " % { a g g / } " . a 7<5@5=85 " % { c u b e d i m i d / } " , A2O70==>5 A :C1>< " % { c u b e n a m e / } " , O2;O5BAO =525@=K< 8;8 =5 ACI5AB2C5B. y B@81CB " % { a t t r i b u t e / } " 2 87<5@5=88 " % { d i m e n s i o n / } " 8<55B ?@82O7:C : C40;5==><C 87<5@5=8N, :>B>@>5 1>;55 =5459AB28B5;L=>. i @82O7:0 3@C??K <5@ " % { m e a s u r e g r o u p i d / } " AAK;05BAO =0 =5ACI5AB2CNICN 3@C??C <5@ A5@25@0 " % { r e m o t e m g i d / } " . k @82O7:0 : 845=B8D8:0B>@C " % { m e a s u r e i d / } " 2 3@C??5 <5@ " % { m e a s u r e g r o u p / } " =5 =0945=0 2 8AE>4=>9 3@C??5 <5@. M #40;5==K9 8AB>G=8: 40==KE 4;O >1J5:B0 " % { o b j e c t / } " O2;O5BAO =5459AB28B5;L=K<. E 7<5@5=85 " % { c u b e d i m i d / } " 2 :C15 8AB>G=8:0 " % { c u b e n a m e / } " =5 =0945=>. J @C??0 <5@ " % { m e a s u r e g r o u p i d / } " 2 8AE>4=>< :C15 " % { c u b e n a m e / } " =5 =0945=0. B@81CB " % { a t t r i b u t e / } " 2 @07<5@=>AB8 " % { d i m e n s i o n / } " 8<55B ?@82O7:C : C40;5==><C 87<5@5=8N, :>B>@>5 O2;O5BAO =5459AB28B5;L=K<. M ;O 8AB>G=8:>2 40==KE :=838 <>3CB 8A?>;L7>20BLAO B>;L:> 107K 40==KE B8?0 B L S . F B@81CBK 2 87<5@5=88 :=838 <>3CB 8<5BL B>;L:> ?@82O7:8 0B@81CB0 :=838. B 525@=K9 B8? 40==KE :;NG0 4;O M;5<5=B0 3@C??8@>20=8O " % { m e m b e r / } " . 4 5 C40;>AL =09B8 M;5<5=B 3@C??8@>20=8O " % { m e m b e r / } " . Z @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " 1070 40==KE " % { d a t a b a s e / } " =5 =0945=0. M @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " :C1 " % { c u b e / } " =5 =0945=. S @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " 87<5@5=85 " % { d i m / } " =5 =0945=>. Q @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " 0B@81CB " % { a t t r / } " =5 =0945=. S @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " 85@0@E8O " % { h i e r / } " =5 =0945=0. R @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " C@>25=L " % { l e v e l / } " =5 =0945=. V B@81CB " % { a t t r / } " 8<55B ?5@52>4>2 1>;LH5, G5< <0:A8<0;L=>5 ?>445@68205<>5 :>;8G5AB2>. . B@81CB " % { a t t r / } " =5 8<55B :;NG52KE AB>;1F>2. ] @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " 3@C??0 <5@ " % { m e a s u r e g r o u p / } " =5 =0945=0. R @8 @07@5H5=88 ?@82O7:8 4;O A2>9AB20 " % { p r o p e r t y / } " <5@0 " % { m e a s u r e / } " =5 =0945=0. n 1=0@C65=> =525@=>5 :>;8G5AB2> 7=0G5=89 D8;LB@>2 ;81> =5A>>B25BAB285 8E 7=0G5=89 ?@8 ?>AB@>5=88 CA;>28O R O L A P . � AE>4=0O 3@C??0 <5@, C:070==0O 4;O A2O70==>9 3@C??K <5@ " % { d e t a i l / } " 8 A0<0 MB0 3@C??0 =5 <>3CB ?@8=04;560BL >4=><C 8 B><C 65 :C1C. e 1=0@C65=0 >H81:0 ?@8 @07@5H5=88 :;NG0 4;O M;5<5=B0 A :;NG>< % [ " % { k e y / } " ] 2 0B@81CB5 " % { p r o p e r t y / } " . Y 1=0@C65=0 >H81:0 ?@8 @07@5H5=88 8<5=8 4;O M;5<5=B0 " % { n a m e / } " 2 0B@81CB5 " % { p r o p e r t y / } " . L @52KH5=> <0:A8<0;L=>5 :>;8G5AB2> AB@>: R O L A P 4;O >1@01>B:8 2 >4=>< 70?@>A5. >AB83=CB ?@545; 2K?>;=5=8O6 0@CH5=85 >3@0=8G5=89, CAB0=>2;5==KE 4;O A@570 A5:F88. L @8 >1@01>B:5 87<5@5=8O " % { d i m / } " B8?0 " @>48B5;8- ?>B><:8" >1=0@C65=0 >H81:0. y #AB0=>2;5==K9 ?> C<>;G0=8N M;5<5=B, C:070==K9 4;O 87<5@5=8O " % { D i m e n s i o n / } " 2 3@C??5 <5@ " % { D e t a i l / } " , O2;O5BAO =525@=K<. Z 7<5@5=85 " % { D i m e n s i o n N a m e / } " A2O70=> C40;5==>, B0:8< >1@07><, >BAK;:0 70?@>A>2 70?@5I5=0. a 52>7<>6=> =09B8 0B@81CB :C10 4;O >1J5:B0 @07@5H5=8O :C10 A 845=B8D8:0B>@>< " % { C u b e A t t r P e r m I D / } " . n 5 C40;>AL @07@5H8BL CAB0=>2;5==K9 ?>;L7>20B5;5< M;5<5=B 3@C??K " % { G r o u p M e m b e r / } " 2 87<5@5=88 " % { D i m e n s i o n / } " . n 52>7<>6=> =09B8 2 0B@81CB0E 87<5@5=8O " % { D i m e n s i o n / } " ?>;L7>20B5;LA:89 0B@81CB 3@C??8@>20=8O " % { G r o u p A t t r / } " . [ >;L7>20B5;LA:85 0B@81CBK 3@C??8@>20=8O ?>445@6820NBAO B>;L:> A 87<5@5=8O<8 >1;0AB8 A50=A0. � #AB0=>2;5==K5 ?>;L7>20B5;5< M;5<5=BK 3@C??8@>20=8O <>3CB 1KBL C:070=K, B>;L:> 5A;8 B8? 3@C??8@>20=8O CAB0=>2;5= :0: ?>;L7>20B5;LA:89. } @82O7:0 0B@81CB>2 4;O A2>9AB20 " % { p r o p e r t y _ n a m e / } " O2;O5BAO =525@=>9, B0: :0: @>48B5;LA:>5 87<5@5=85 8<55B =5- O L A P ?@82O7:C. � @82O7:0 0B@81CB>2 :C10 4;O A2>9AB20 " % { p r o p e r t y _ n a m e / } " O2;O5BAO =525@=>9, B0: :0: @>48B5;LA:>5 87<5@5=85 8<55B :C1 8=>3> 8AB>G=8:0. � @82O7:0 0B@81CB>2 :C10 4;O A2>9AB20 " % { p r o p e r t y _ n a m e / } " O2;O5BAO =525@=>9, B0: :0: @>48B5;LA:>5 87<5@5=85 8<55B 87<5@5=85 :C10 8=>3> 8AB>G=8:0. \ 3@530B " % { a g g / } " 2 A5:F88 " % { p a r t i t i o n / } " =5 8<55B 4>?CAB8<>9 ?@82O7:8 : 8AE>4=><C >1J5:BC. S 54>?CAB8<K9 8AB>G=8: 4;O AB0B8AB8G5A:>9 <5@K " % { a g g _ m e a s u r e / } " 03@530B0 " % { a g g / } " . O 5 C40;>AL =09B8 D09; :MH- ?0<OB8 :=838 " % { w o r k b o o k _ c o n n s t r / } " 2 <5=5465@5 :=83. PAF =830, C:070==0O ?@8 ?><>I8 D a t a b a s e I d = " % { d a t a b a s e _ i d / } " , C65 >B:@KB0. E =830, C:070==0O ?@8 ?><>I8 D a t a b a s e I d = " % { d a t a b a s e _ i d / } " , =5 >B:@KB0. ^ -;5<5=B P a r a l l e l =5 ?>445@68205BAO 2 ?0:5B=KE 7040=8OE, :>B>@K5 =5 O2;ONBAO G0ABLN B@0=70:F88. P ">;L:> C7;K P r o c e s s 4>?CA:0NBAO 2 C7;5 P a r a l l e l ?@8 2K?>;=5=88 ?0:5B=KE :><0=4. � 1J5:B, C:070==K9 2 :;85=BA:>< 70?@>A5, =5 O2;O5BAO 8AB>G=8:>< 40==KE. ;O 2K?>;=5=8O MB>9 :><0=4K @07@5H5=K B>;L:> >1J5:BK 40==KE. � 52>7<>6=> >1@01>B0BL A2O70==K9 B8? % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " , ?>A:>;L:C =5 >1@01>B0= 8AE>4=K9 >1J5:B. 52>7<>6=> >1@01>B0BL A2O70==K9 B8? % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " , B0: :0: >= A>45@68B 87<5@5=85 M G A 845=B8D8:0B>@>< " % { m g d i m _ i d / } " 8 8<5=5< " % { m g d i m _ n a m e / } " , 0B@81CB 3@0=C;O@=>AB8 :>B>@>3> >B;8G05BAO >B 0B@81CB0 3@0=C;O@=>AB8 8AE>4=>3> >1J5:B0. s 5 C405BAO =09B8 845=B8D8:0B>@ 87<5@5=8O " % { d i m I d / } " 4;O A2O70==>3> 2;>65==>3> :C10 A 845=B8D8:0B>@>< " % { c u b e I d / } " . � 5 C405BAO =09B8 845=B8D8:0B>@ 0B@81CB0 " % { a t t r I d / } " 4;O A2O70==>3> 2;>65==>3> :C10 A 845=B8D8:0B>@>< " % { c u b e I d / } " 8 845=B8D8:0B>@>< 87<5@5=8O " % { d i m I d / } " . � 7<5=8;>AL >1I55 G8A;> ?@82O7>: ?> :;NG0< A2O70==>3> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " =0 C40;5==>< A5@25@5. 'B>1K @07@5H8BL MBC ?@>1;5<C, ?>2B>@8B5 >?5@0F8N. � 5 C40;>AL =09B8 M;5<5=B 87<5@5=8O " % { n a m e / } " . -B> <>65B 1KBL 2K720=> B5<, GB> :MH 87<5@5=8O CAB0@5;. -B0 ?@>1;5<0 <>65B 1KBL @07@5H5=0 >G8AB:>9 :MH0 8 ?>2B>@=K< 70?CA:>< 70?@>A0. �0?@>A >1=0@C68; AB@C:BC@C, 2 :>B>@>9 AAK;>G=>5 87<5@5=85 " <=>385 :> <=>38<" 8;8 2K@065=85 <5@K 8<55B F8:;8G5A:CN A2O7L 8 70?@>A : MB8< >1J5:B0< ?@82545B : 15A:>=5G=>9 @5:C@A88. 0?@8<5@, 2>7<>6=>, 3@C??0 <5@ A AAK;05BAO =0 87<5@5=85 " <=>385 :> <=>38<" G5@57 3@C??C <5@ B , 0 3@C??0 <5@ B 8<55B 2K@065=85 <5@K, :>B>@>5 AAK;05BAO =0 <5@C 2 3@C??5 <5@ A . #G0AB2CNI85 >1J5:BK: % { o b j e c t I d s / } . b 5 C40;>AL 70?;0=8@>20BL ?0@0;;5;L=CN >1@01>B:C A;54CNI8E >1J5:B>2. 45=B8D8:0B>@K: % { o b j e c t I d s / } . � !5:F8O A 845=B8D8:0B>@>< % { p a r t i t i o n I d / } 70459AB2>20=0 2 ?;0=0E 1>;55 >4=>3> @070 A @07;8G=K<8 B8?0<8 >1@01>B:8. 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' !B0B8AB8:0 A53<5=B0 @0745;0 ?>2@5645=0. !53<5=B @0745;0 ?>2@5645=. � @54;>65=85 R E T U R N =52>7<>6=> 8A?>;L7>20BL 2 8=AB@C:F88 D R I L L T H R O U G H , 5A;8 2K@065=85 D e t a i l R o w s C65 >?@545;5=> 4;O <5@K " % { M e a s u r e N a m e / } " . l K@065=85 D e t a i l R o w s 8A?>;L7C5BAO 2 >3@0=8G5==>< @568<5 D i r e c t Q u e r y . -B0 2>7<>6=>ABL ?>:0 =5 ?>445@68205BAO. J E>4=>9 ?0@0<5B@ DC=:F88 D E T A I L R O W S O2;O5BAO =54>?CAB8<>9 AAK;:>9 =0 <5@C. PA : >4C;L C?@02;O5<>3> :>40 A;C61 M i c r o s o f t A n a l y s i s S e r v i c e s $ % s { m e n g i n e _ e v e n t l i s t e n e r _ e x c e p t i o n / } M S C O R E E =5 703@C65=>. A 5 C40;>AL 8=8F88@>20BL ?>B>: 0A8=E@>==>9 703@C7:8 m e n g i n e h e l p e r . ; "01;8G=K9 70?@>A: AB>;15F O R D E R B Y ?@>?CI5= 2 70?@>A5 C O U N T . PA S !B>;15F " % { c o l u m n / } " O2;O5BAO <5@>9 8 =5 <>65B 1KBL 2:;NG5= 2 ?@54;>65=85 G R O U P B Y . r 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C AB>;1F0 <5@K " % { c o l u m n / } " , B0: :0: >BACBAB2C5B ?@54;>65=85 G R O U P B Y . m !B>;15F " % { c o l u m n / } " O2;O5BAO <5@>9 8 4>;65= 1KBL ?>425@3=CB AB0B8AB8G5A:>9 >1@01>B:5 2 ?@54;>65=88 G R O U P B Y . N 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C <5@K " % { m e a s u r e / } " DC=:F859 S u m . N 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C <5@K " % { m e a s u r e / } " DC=:F859 A v g . P 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C <5@K " % { m e a s u r e / } " DC=:F859 C o u n t . N 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C <5@K " % { m e a s u r e / } " DC=:F859 M i n . 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PA> "01;8F0 " % { t a b l e / } " =5A:>;L:> @07 2:;NG5=0 2 ?@54;>65=85 F R O M . � "01;8F0 " % { t a b l e / } " ;81> =5 ACI5AB2C5B 2 AE5<5 ( 8;8 :C15) " % { c u b e / } " , ;81> ?>;L7>20B5;L =5 8<55B =5>1E>48<KE @07@5H5=89 4;O 4>ABC?0 : =59. 6 @54;>65=85 W H E R E A>45@68B =5459AB28B5;L=>5 2K@065=85. A ;O ?@54;>65=8O W H E R E C:070=0 =5?>445@68205<0O 42>8G=0O >?5@0F8O. j 52>7<>6=> 8A?>;L7>20BL ?@54;>65=85 G R O U P B Y 2 AB>;1F5 " % { c o l u m n / } " , B0: :0: AB>;15F >A=>2K205BAO =0 <5@5. t 52>7<>6=> 8A?>;L7>20BL ?@54;>65=85 G R O U P B Y 2 AB>;1F5 " % { c o l u m n / } " , B0: :0: AB>;15F =5 C:070= 2 ?@54;>65=88 S E L E C T . F 52>7<>6=> 8A?>;L7>20BL ?@54;>65=85 O R D E R B Y 157 ?@54;>65=8O G R O U P B Y . ] 52>7<>6=> 8A?>;L7>20BL ?@54;>65=85 O R D E R B Y , 5A;8 ?0@0<5B@ S Q L Q u e r y M o d e CAB0=>2;5= :0: D a t a . 1 =>65AB25==K5 CA;>28O O R D E R B Y =5 ?>445@6820NBAO. r @>87>H;0 >H81:0 2 AB>;1F5 " % { c o l u m n / } " . @54;>65=85 O R D E R B Y ?>445@68205BAO B>;L:> 2 0B@81CB0E U n i q u e N a m e 8 N a m e . 1 0?@>AK S Q L A ?@54;>65=8O<8 O R =5 ?>445@6820NBAO. { 52>7<>6=> 8A?>;L7>20BL ?@54;>65=85 G R O U P B Y 2 B01;8F0E 87<5@5=89 70?@>A>2, 5A;8 ?0@0<5B@ S Q L Q u e r y M o d e CAB0=>2;5= :0: D a t a . , !B>;15F A>45@68B =5459AB28B5;L=>5 2K@065=85. : 0@0<5B@ I n d e x DC=:F88 K e y O2;O5BAO =525@=K< B8?>< 40==KE. C 52>7<>6=> ?@8<5=8BL DC=:F8N " % { f u n c t i o n / } " : AB>;1FC " % { c o l u m n / } " . a <O AE5<K " % { s c h e m a / } " 4;O AB>;1F0 " % { c o l u m n / } " =5 A>2?0405B A> AE5<>9 B01;8F 2 ?@54;>65=88 F R O M . N "01;8F0 " % { t a b l e / } " 4;O AB>;1F0 " % { c o l u m n / } " =5 >1=0@C65=0 2 ?@54;>65=88 F R O M . � !B>;15F " % { c o l u m n / } " =5 :;0AA8D8F8@>20=. A;8 B01;8FK C:070=K 2 ?@54;>65=88 F R O M , =5>1E>48<> =0;8G85 8<5=8 :;0AA8D8F8@>20==>3> AB>;1F0. 7 1=0@C65=> =5?@028;L=>5 8<O AE5<K, B01;8FK 8;8 AB>;1F0. < 52>7<>6=> =09B8 AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . c 1=0@C65= =5?@542845==K9 >?5@0B>@ 2 ?@54;>65=88 W H E R E . >445@68205BAO B>;L:> >?5@0B>@ E q u a l s ( = ) . e 1=0@C65= =5?@542845==K9 >?5@0B>@ 2 ?@54;>65=88 W H E R E . >445@68205BAO B>;L:> >?5@0B>@ E q u a l T o ( = ) . T !B>;15F " % { c o l u m n / } " O2;O5BAO <5@>9 8 =5 <>65B 1KBL 8A?>;L7>20= 2 ?@54;>65=88 W H E R E . 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V 70?@>A0E S Q L ?>445@68205BAO B>;L:> >48= 2K7>2 DC=:F88 M D X F i l t e r 2 ?@54;>65=88 W H E R E . f 70?@>A0E S Q L =5 4>?CA:0NBAO CA;>28O, ?@8 :>B>@KE 2 ?@54;>65=88 W H E R E 8A?>;L7C5BAO DC=:F8O M D X F i l t e r . x -;5<5=B " % { m e m b e r / } " , C:070==K9 2 ?@54;>65=88 W H E R E , =5 ?@8=04;568B >68405<><C C@>2=N 2 @0<:0E 85@0@E88 " % { h i e r a r c h y / } " . � B@81CB " % { a t t r N a m e / } " 87<5@5=8O " % { d i m N a m e / } " =0E>48BAO 2=5 3@0=C;O@=>AB8 3@C??K <5@ " % { m g N a m e / } " 8 =5 <>65B 1KBL 2>72@0I5= 2 2845 AB>;1F0. � !B>;1FK 45B0;870F88 4>;6=K ?@8=04;560BL AB@>3> : >4=>9 3@C??5 <5@. !B>;1FK, 70?@>H5==K5 8=AB@C:F859 45B0;870F88, AAK;0NBAO =0 =5A:>;L:> 3@C?? <5@. ] AB>;1F5 " % { c o l u m n / } " B01;8FK % { t a b l e / } " >BACBAB2C5B :;NG52>9 AB>;15F 2 A<5I5=88 % { o f f s e t / } . f 0@0<5B@ 1 ?@54;>65=8O S Y S T E M R E S T R I C T S C H E M A 4>;65= 704020BL 8<O =01>@0 AB@>: AE5<K D>@<K $ S Y S T E M . n a m e . R <O >3@0=8G5=8O " % { r e s t r i c t i o n / } " 4;O =01>@0 AB@>: AE5<K " % { r o w s e t / } " =54>?CAB8<>. 70?@>A5 >BACBAB2C5B >1O70B5;L=>5 >3@0=8G5=85 " % { s t r N a m e / } " . 5:><5=4C5BAO 7040BL >3@0=8G5=8O A ?><>ILN S Y S T E M R E S T R I C T S C H E M A . � A;8 A;C61K A n a l y s i s S e r v i c e s 8A?>;L7CNBAO 2 B01;8G=>< @568<5, A2>9AB2> S Q L Q u e r y M o d e <>6=> CAB0=>28BL B>;L:> 2 7=0G5=85 D a t a K e y s . > ?@54;>65=88 W H E R E C:070=0 =5?>445@68205<0O C=0@=0O >?5@0F8O. � ?@54;>65=88 W H E R E C:070= =54>?CAB8<K9 >?5@0B>@ N O T . ?5@0B>@ N O T <>65B 8A?>;L7>20BLAO B>;L:> ?5@54 A;54CNI8< ?@54;>65=85<: [ C o l N a m e ] I S N U L L . G "01;8G=K5 70?@>AK =5 ?>445@6820NB 2K@065=8O, A>45@60I85 2K7>2K DC=:F89. 6 "01;8G=K5 70?@>AK =5 ?>445@6820NB 2KG8A;5=8O AB>;1F>2. P #?>@O4>G820BL <>6=> B>;L:> ?> >4=><C 0B@81CBC, 0 B0:65 ?> AB>;1FC =><5@>2 AB@>:. : "01;8G=K5 70?@>AK =5 ?>445@6820NB 8=AB@C:F88 D r i l l T h r o u g h . , 5?@542845==K9 >?5@0B>@ 2 ?@54;>65=88 W H E R E . j "01;8G=K5 70?@>AK ?>445@6820NB B>;L:> 2K7>2 DC=:F89 M A T C H E S R U L E 8 K E Y W O R D S M A T C H P R E F I X 2 ?@54;>65=88 W H E R E . � "01;8G=K5 70?@>AK <>3CB 8<5BL 2 :0G5AB25 >?5@0=4>2 ?@54;>65=8O W H E R E B>;L:> AB@>:>2K5 7=0G5=8O, G8A;>2K5 7=0G5=8O 8;8 7=0G5=8O N U L L . PA5 "01;8G=K5 70?@>AK <>3CB 8<5BL B>;L:> <5@C B8?0 C O U N T . l "01;8G=K9 70?@>A: =5 C40;>AL =09B8 3;02=CN B01;8FC 2 B01;8F0E A 5AB5AB25==K< A>548=5=85< 2 ?@54;>65=88 F R O M . � !>@B8@>2:0 2 AB>;1F5 " % { c o l u m n / } " B01;8FK " % { t a b l e / } " =5 ?>445@68205BAO, ?>A:>;L:C A MB8< AB>;1F>< =5 A2O70=0 =8:0:0O 85@0@E8O ;81> A2O70==0O 85@0@E8O =5 >1@01>B0=0. 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Z @3C<5=B ?>8A:>2>9 AB@>:8, ?5@540==K9 DC=:F88 M a t c h e s R u l e , 8<55B =5?@028;L=K9 A8=B0:A8A. \ @8 2K7>25 DC=:F88 K E Y W O R D S M A T C H P R E F I X 2 ?@54;>65=88 W H E R E <>65B 1KBL B>;L:> >48= ?@548:0B. � #:068B5 B>;L:> >48= AB>;15F 2 S E L E C T A U T O S U G G E S T E D T O K E N ( b a s e t a b l e _ c o l u m n n a m e ) . = O2;O5BAO >1O70B5;L=K<, 5A;8 DC=:F8O K E Y W O R D S M A T C H P R E F I X 2K7K205BAO 4;O 2>72@0B0 ?@54;>65==KE B>:5=>2. i !B>;15F 107>2>9 B01;8FK, ?5@540==K9 A U T O S U G G E S T E D T O K E N , 8 K E Y W O R D S M A T C H P R E F I X >B;8G0NBAO 4@C3 >B 4@C30. 2 "01;8G=K5 70?@>AK : B01;8F5 <5@ =5 ?>445@6820NBAO. PA T $C=:F8O S c a l a r P r e d i c t 2>72@0I05B =081>;55 25@>OB=>5 7=0G5=85 4;O C:070==>3> AB>;1F0. Y $C=:F8O T a b l e P r e d i c t 2>72@0I05B =081>;55 25@>OB=K9 =01>@ 7=0G5=89 4;O C:070==>3> AB>;1F0. 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[ $C=:F8O P r e d i c t S t d e v 2>72@0I05B 7=0G5=85 A@54=5:204@0B8G=>3> >B:;>=5=8O C:070==>3> AB>;1F0. ~ $C=:F8O P r e d i c t P r o b a b l i l i t y 2>72@0I05B 7=0G5=85 25@>OB=>AB8 ;81> 4;O =081>;55 ?>E>653> 7=0G5=8O, ;81> 4;O C:070==>3> 7=0G5=8O. � $C=:F8O P r e d i c t A d j u s t e d P r o b a b i l i t y 2>72@0I05B ?>4AB@>5==>5 2>7<>6=>5 7=0G5=85 ;81> 4;O =081>;55 25@>OB=>3> 7=0G5=8O, ;81> 4;O C:070==>3> 7=0G5=8O. \ $C=:F8O C l u s t e r 2>72@0I05B 845=B8D8:0B>@ =081>;55 25@>OB=>3> :;0AB5@0 4;O 2E>4=>3> 20@80=B0. q $C=:F8O C l u s t e r D i s t a n c e 2>72@0I05B @0AAB>O=85 2E>4=>3> 20@80=B0 >B C:070==>3> ( 8;8 =081>;55 25@>OB=>3>) :;0AB5@0. � $C=:F8O C l u s t e r P r o b a b i l i t y 2>72@0I05B 25@>OB=>ABL 2E>4=>3> 20@80=B0, ?@8=04;560I53> C:070==><C ( 8;8 =081>;55 25@>OB=><C) :;0AB5@C.
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"01;8F0 A>45@68B A;54CNI85 AB>;1FK: C:070==K9 AB>;15F, $ S u p p o r t , $ P r o b a b i l i t y , $ P r o b a b i l i t y V a r i a n c e , $ P r o b a b i l i t y S t d e v , $ V a r i a n c e , $ S t d e v , $ C l u s t e r 8 $ D i s t a n c e . � $C=:F8O T o p C o u n t 2>72@0I05B AB@>:8 ?5@2KE n - M;5<5=B>2 B01;8G=KE 2K@065=89, @0A?>;>65==K5 2 ?>@O4:5 C1K20=8O @0=68@CNI53> 2K@065=8O. � $C=:F8O B o t t o m C o u n t 2>72@0I05B AB@>:8 ?>A;54=8E n - M;5<5=B>2 B01;8G=KE 2K@065=89, @0A?>;>65==K5 2 ?>@O4:5 2>7@0AB0=8O @0=68@CNI53> 2K@065=8O. � $C=:F8O T o p S u m 2>72@0I05B =08<5=LH55 :>;8G5AB2> AB@>: 2 ?>@O4:5 C1K20=8O B0:8< >1@07><, GB> AC<<0 7=0G5=89 @0=68@CNI53> 2K@065=8O O2;O5BAO <8=8<0;L=>9 C:070==>9 AC<<>9. � $C=:F8O B o t t o m S u m 2>72@0I05B =08<5=LH55 :>;8G5AB2> AB@>: 2 ?>@O4:5 2>7@0AB0=8O, B0:8< >1@07><, GB> AC<<0 7=0G5=89 @0=68@CNI53> 2K@065=8O O2;O5BAO :0: <8=8<C< C:070==>9 AC<<>9. � $C=:F8O T o p P e r c e n t 2>72@0I05B =08<5=LH55 :>;8G5AB2> AB@>: 2 ?>@O4:5 C1K20=8O, B0: GB> AC<<0 7=0G5=89 @0=68@CNI53> 2K@065=8O O2;O5BAO :0: <8=8<C< C:070==K< ?@>F5=B=K< 7=0G5=85< >B >1I59 AC<<K 7=0G5=89 @0=68@CNI53> 2K@065=8O. � $C=:F8O B o t t o m P e r c e n t 2>72@0I05B =08<5=LH55 :>;8G5AB2> AB@>: 2 ?>@O4:5 2>7@0AB0=8O, B0:8< >1@07><, GB> AC<<0 7=0G5=89 @0=68@CNI53> 2K@065=8O O2;O5BAO :0: <8=8<C< C:070==K< ?@>F5=B=K< 7=0G5=85< >B >1I59 AC<<K 7=0G5=89 @0=68@CNI53> 2K@065=8O. x $C=:F8O R a n g e M i d 2>72@0I05B ;81> A@54=NN B>G:C =5?@5@K2=>3> AB>;1F0, ;81> C:070==K9 A53<5=B 48A:@5B878@>20==>3> AB>;1F0. x $C=:F8O R a n g e M i n 2>72@0I05B ;81> =86=89 ?@545; =5?@5@K2=>3> AB>;1F0, ;81> C:070==K9 A53<5=B 48A:@5B878@>20==>3> AB>;1F0. y $C=:F8O R a n g e M a x 2>72@0I05B ;81> 25@E=89 ?@545; =5?@5@K2=>3> AB>;1F0, ;81> C:070==K9 A53<5=B 48A:@5B878@>20==>3> AB>;1F0. e $C=:F8O P r e d i c t N o d e I d 2>72@0I05B 845=B8D8:0B>@ C7;0, 8A?>;L7C5<K9 0;3>@8B<>< 4;O 2K?>;=5=8O ?@>3=>70. a $C=:F8O I s I n N o d e 2>72@0I05B 7=0G5=85 t r u e , 5A;8 2 C:070==>< C7;5 @0AA<0B@8205BAO 2E>4=>9 20@80=B. p $C=:F8O I s D e s c e n d a n t 2>72@0I05B 7=0G5=85 t r u e , 5A;8 2E>4=>9 20@80=B @0AA<0B@8205BAO :0: ?>B><>: C:070==>3> C7;0. H $ C l u s t e r O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 4;O :;0AB5@>2. b $ P r o b a b i l i t y O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . j $ A d j u s t e d P r o b a b i l i t y O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . \ $ S t d e v O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . ^ $ S u p p o r t O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . _ $ V a r i a n c e O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . ] $ N o d e I d O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t H i s t o g r a m 8;8 P r e d i c t ( . . . , I N C L U D E _ S T A T I S T I C S ) . : $ S e q u e n c e O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t S e q u e n c e . 8 $ T i m e O2;O5BAO 2K18@05<K< AB>;1F>< 87 P r e d i c t T i m e S e r i e s . 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PAf $C=:F8O I s T r a i n i n g C a s e 2>72@0I05B 7=0G5=85 t r u e , 5A;8 2E>4=>9 20@80=B ?@8=04;568B : >1CG0NI5<C =01>@C. d $C=:F8O I s T e s t C a s e 2>72@0I05B 7=0G5=85 t r u e , 5A;8 2E>4=>9 20@80=B ?@8=04;568B : ?@>25@>G=><C =01>@C. � $C=:F8O E x i s t s 2>72@0I05B 7=0G5=85 t r u e , 5A;8 8=AB@C:F8O S E L E C T , C:070==0O 2 :0G5AB25 55 0@3C<5=B0, 2>72@0I05B >4=C 8;8 1>;55 AB@>:. � $C=:F8O S t r u c t u r e C o l u m n 2>72@0I05B 7=0G5=85 C:070==>3> A:0;O@=>3> AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 4;O B5:CI53> 20@80=B0 <>45;8. � $C=:F8O S t r u c t u r e C o l u m n 2>72@0I05B 7=0G5=85 C:070==>3> B01;8G=>3> AB>;1F0 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 4;O B5:CI53> 20@80=B0 <>45;8. � $C=:F8O " % { f u n c t i o n / } " =5?@8<5=8<0 2 45B0;870F88 4> AB>;1F0 " % { c o l u m n / } " . ;O B01;8G=>9 107K 40==KE ?>445@6820NBAO B>;L:> DC=:F88 M D X " K e y " , " N a m e " , " C a p t i o n " 8 " M e m b e r V a l u e " . � 5B0;870F8O 2 B01;8G=>< @568<5 ?>445@68205B B>;L:> A@57K A N D . > 2 B5:CI5< 70?@>A5 45B0;870F88 >1=0@C65= ?> :@09=59 <5@5 >48= A@57 O R . I 5B0;870F8O 2 B01;8G=>< @568<5 =5 ?>445@68205B <5@K 8;8 2KG8A;O5<K5 <5@K. = 7<5@5=85 " % { s t r D i m I D / } " =5 A>45@68B 0B@81CB " % { s t r A t t r I D / } " . P B@81CB " % { s t r A t t r I D / } " 1K; C:070= 1>;55 >4=>3> @070 2 >?5@0F88 >1@0B=>9 70?8A8. W ;NG8 % d { c K e y s / } C:070=K 4;O 0B@81CB0 " % { s t r A t t r I D / } " . 5>1E>48<K :;NG8 % d { c K e y C o u n t / } . d 5 C40;>AL =09B8 0B@81CBK 4;O 7=0G5=89 :;NG59, C:070==KE 4;O 845=B8D8:0B>@0 0B@81CB0 % { s t r A t t r I D / } " . w 5 1K;> C:070=> 8<O 4;O 845=B8D8:0B>@0 0B@81CB0 " % { s t r A t t r I D / } " . 5>1E>48<> 2A5340 C:07K20BL 8<5=0 4;O =>2KE 0B@81CB>2. � 52>7<>6=> ?@8A2>8BL 0B@81CB, B0: :0: 87<5@5=85 C65 A>45@68B M;5<5=B A :;NG0<8, 845=B8G=K<8 C:070==K< 4;O 845=B8D8:0B>@0 0B@81CB0 " % { s t r A t t r I D / } " . D B@81CB " % { s t r A t t r I D / } " =5 A2O70= A 0B@81CB>< " % { s t r P a r e n t A t t r I D / } " . � BACBAB2C5B >?@545;5=85 4;O 0B@81CB0 " % { s t r A t t r I D / } " , E>BO 0B@81CB C:070= :0: =>2K9 A2O70==K9 0B@81CB 4;O 0B@81CB0 " % { s t r P a r e n t A t t r I D / } " . #1548B5AL, GB> :;NG C:07K205B =0 ACI5AB2CNI89 0B@81CB, 8;8 4>102LB5 >?@545;5=85 4;O =>2>3> 0B@81CB0. v /7K: " % { s t r L a n g / } " C:070= 1>;55 >4=>3> @070 4;O 0B@81CB0 A 845=B8D8:0B>@>< " % { s t r A t t r I D / } " 8 8<5=5< " % { s t r A t t r N a m e / } " . � 52>7<>6=> =09B8 O7K: " % { s t r L a n g / } " 2 A?8A:5 ?5@52>4>2, C:070==>< 4;O 0B@81CB0 " % { s t r A t t r I D / } " . @>25@LB5 ?@028;L=>ABL =0?8A0=8O =0720=8O O7K:0 8 >?@545;5=8O 0B@81CB0 2 87<5@5=88. 52>7<>6=> 2K?>;=8BL >?5@0F8N @5:C@A82=>3> >1=>2;5=8O 4;O 0B@81CB0 " % { s t r A t t r I D / } " , B0: :0: >= =5 O2;O5BAO G0ABLN A2O78 B8?0 " @>48B5;L- ?>B><>:" . 5:C@A82=K5 >1=>2;5=8O 2>7<>6=K B>;L:> 4;O 0B@81CB>2, :>B>@K5 8<5NB A2O70==K9 0B@81CB A> 7=0G5=85< P a r e n t 4;O A2>9AB20 U s a g e . � #@>25=L " % { l e v e l / } " =5 ?@8=04;568B : B8?C " @>48B5;8- ?>B><:8" . 1@0B=0O 70?8AL 2 87<5@5=85 A 8A?>;L7>20=85< A8=B0:A8A0 ?>445@68205BAO B>;L:> 4;O M;5<5=B>2 B8?0 " @>48B5;8- ?>B><:8" . � =AB@C:F8O >1@0B=>9 70?8A8 2 87<5@5=85 A>45@68B =5459AB28B5;L=K9 A8=B0:A8A. >A;54=89 :><?>=5=B >?@545;5=8O =>2>3> M;5<5=B0 4>;65= A>45@60BL 8<O, 0 =5 :;NG M;5<5=B0 " % { m e m b e r / } " . 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K;> 8A?>;L7>20=> 2K@065=85 C@>2=O. } $C=:F8O % { f u n c / } >68405B 4;O 0@3C<5=B0 % d { a r g / } 2K@065=85 =01>@0 :>@B5659. K;> 8A?>;L7>20=> AB@>G=>5 8;8 G8A;>2>5 2K@065=85. : 5@5?>;=5=85 7=0G5=8O =><5@0 8;8 3;C18=K MB0?0 2KG8A;5=8O. Z ;O A2>9AB20 % { s t r P r o p N a m e / } 2 >?@545;5=88 2KG8A;5=8O 1K;> 7040=> ?>2B>@ONI55AO 2K@065=85. H >?@545;5=88 2KG8A;5=89 1K;> 7040=> ?>2B>@ONI55AO 7=0G5=85 S O L V E _ O R D E R . E DC=:F88 C r o s s j o i n 85@0@E8O % { h i e r / } 8A?>;L7C5BAO 1>;55 >4=>3> @070. � -;5<5=B 2 0B@81CB5 " % { a t t r / } " 8<55B =5?>445@68205<>5 7=0G5=85 C=0@=>3> >?5@0B>@0 " % { u o p / } " . >?CAB8<K B>;L:> A;54CNI85 7=0G5=8O C=0@=>3> >?5@0B>@0: + , - , * , / 8;8 ~ . ! $C=:F8O " % { n a m e / } " =5 ACI5AB2C5B. K H81:0 703@C7:8 A1>@:8 % { n a m e / } : % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . t H81:0 ?5@5G8A;5=8O B8?>2 8;8 DC=:F89 G5@57 >B@065=85 2 C?@02;O5<>< :>45: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . e H81:0 2K?>;=5=8O C?@02;O5<>9 E@0=8<>9 ?@>F54C@K % { s p r o c / } : % 1 [ % { e x c e p t i o n / } % ] % [ % { e x c e p t i o n i n n e r / } % ] . % >ABC? 4;O GB5=8O 87 OG59:8 70?@5I5=. $ >ABC? 4;O 70?8A8 2 OG59:C 70?@5I5=. V -;5<5=BK, :>@B568 8 =01>@K 2 DC=:F88 % { f u n c / } 4>;6=K 8A?>;L7>20BL >48=0:>2K5 85@0@E88. PAt $C=:F8O % { f u n c / } >68405B 4;O 0@3C<5=B0 % d { a r g / } =01>@ M;5<5=B>2. 5@540= =01>@ :>@B5659 A 1>;55 G5< >4=>9 85@0@E859. F 20 :>@B560, 7040==K5 2 DC=:F88 % { f u n c / } , 8<5NB @07;8G=CN @07<5@=>ABL. y 5 C40;>AL =09B8 85@0@E8N C3;C1;5==>9 45B0;870F88 % { s t r H i e r N a m e / } 2 7040==>< =01>@5 :>@B5659 4;O C3;C1;5==>9 45B0;870F88. U 5 C40;>AL =09B8 C:070==CN 85@0@E8N 45B0;870F88 % { s t r H i e r N a m e / } 2 =01>@5 45B0;870F88. � $C=:F8O D r i l l D o w n M e m b e r =5 ?>445@68205B @5:C@A82=CN C3;C1;5==CN 45B0;870F8N, 5A;8 2B>@0O 85@0@E8O =01>@0 >B;8G05BAO >B ?0@0<5B@0 85@0@E88. d <5AB> >68402H59AO 8=AB@C:F88 1K;> C:070=> 2K@065=85 8;8 :>;;5:F8O A2>9AB2 ?>;L7>20B5;LA:>9 A25@B:8. X ;O B@5BL53> 0@3C<5=B0 DC=:F88 I n t e r s e c t >6840;AO ?0@0<5B@ A L L . K;> ?5@540=> 2K@065=85. > @8 7040=88 ?>;=>9 8=AB@C:F88 >6840;>AL <=>3><5@=>5 2K@065=85. Q > C<>;G0=8N >6840;>AL 87<5@5=85 B8?0 " 2@5<O" . "0:>5 87<5@5=85 2 :C15 =5 =0945=>. S -;5<5=B 8 C@>25=L 2 DC=:F88 ?@5>1@07>20=8O 40BK 4>;6=K >B=>A8BLAO : >4=>9 85@0@E88. � 5 C40;>AL ?@8<5=8BL DC=:F8N <=>3><5@=KE 2K@065=89, ?>A:>;L:C ?@8 2KG8A;5=88 2K@065=8O 0@3C<5=B0 ?>;CG5= =5>?@545;5==K9 M;5<5=B. F > C<>;G0=8N >6840;AO C@>25=L " <5AOF" . "0:>9 C@>25=L 2 :C15 =5 =0945=. H > C<>;G0=8N >6840;AO C@>25=L " :20@B0;" . "0:>9 C@>25=L 2 :C15 =5 =0945=. G > C<>;G0=8N >6840;AO C@>25=L " =545;O" . "0:>9 C@>25=L 2 :C15 =5 =0945=. D > C<>;G0=8N >6840;AO C@>25=L " 3>4" . "0:>9 C@>25=L 2 :C15 =5 =0945=. PAN B>@>9 0@3C<5=B, ?5@540==K9 2 DC=:F8N H i e r a r c h i z e , 4>;65= 8<5BL 7=0G5=85 P O S T . a =0G5=85< B@5BL53> 0@3C<5=B0, ?5@540==>3> 2 DC=:F8N O r d e r , 4>;6=> 1KBL A S C , B A S C , D E S C 8;8 B D E S C . < CAB0O B5:AB>20O AB@>:0 =5 <>65B 1KBL >1@01>B0=0 :0: 70?@>A. m $C=:F88 A V G , S U M , M I N 8 M A X =5 @01>B0NB, 5A;8 @57C;LB0B>< ?5@540==>3> :0: 0@3C<5=B 2K@065=8O O2;O5BAO AB@>:0. # ;O >A8 =5 C:070= ?>@O4:>2K9 =><5@. ^ ;O E@0=8<>9 ?@>F54C@K =5 1K;0 =0945=0 A>>B25BAB2CNI0O DC=:F8O ?5@53@C7:8. 525@=K5 ?0@0<5B@K. Z $C=:F8O D i m e n s i o n >68405B :0: 0@3C<5=B 2K@065=85 87<5@5=8O, 85@0@E88, C@>2=O 8;8 M;5<5=B0. O $C=:F8O H i e r a r c h y >68405B :0: 0@3C<5=B 2K@065=85 85@0@E88, C@>2=O 8;8 M;5<5=B0. 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B @3C<5=B % d { a r g / } DC=:F88 % { f u n c / } A>45@68B =5?>445@68205<K9 D;03. H 0@CH5=K >3@0=8G5=8O, CAB0=>2;5==K5 D;03>< C O N S T R A I N E D DC=:F88 % { f u n c / } . d H81:0 DC=:F88 <=>3><5@=KE 2K@065=89 % { f u n c / } 87- 70 =0;8G8O =01>@0 2 :>>@48=0B5 0B@81CB0 " % { a t t r / } " . B <5=5< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 4>;6=0 1KBL AB@>:0. 7 <O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 C:070=>. @ #:070==0O <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 ACI5AB2C5B. E #:070==0O <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 1K;0 >1@01>B0=0. PAu #:070==0O <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 O2;O5BAO G0ABLN AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P . y C1 :>=B5:AB0 =5 O2;O5BAO 8AB>G=8:>< AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P , A>45@60I59 7040==CN <>45;L 0=0;870. X 0@0<5B@>< 2K@065=8O 4>;6=0 1KBL AB@>:0, @57C;LB0B>< :>B>@>9 O2;O5BAO G8A;>2>5 7=0G5=85. '8A;>2>5 2K@065=85 =5 C:070=>. 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% { s t r V a l u e / } . / #:070= =54>?CAB8<K9 O7K: 8;8 O7K:>2>9 AB0=40@B. i K; 7040=, => =5 8A?>;L7C5BAO 2=5H=89 >1J5:B " % { O O L O b j / } " , AAK;0NI89AO =0 845=B8D8:0B>@K " % { O O L O b j I D s / } " . >AB83=CB :>=5F 2E>4=KE 40==KE. 9 525@=K9 A8=B0:A8A " % { s t r T o k e n / } " ( % { p i i _ s t r Q u e r y T e x t / } ) . q 525@=K9 A8=B0:A8A :><0=4K " P r o c e s s " . ;NG52>5 A;>2> " B i n d i n g s " =5 <>65B A;54>20BL 70 :><0=4>9 " P r o c e s s " , 5A;8 40==0O :><0=40 " P r o c e s s " 2E>48B 2 :><0=4C " B a t c h " 8 ?@8 MB>< =5A:>;L:> :><0=4 " P r o c e s s " 2E>4OB 2 :><0=4C " B a t c h " ;81> :><0=40 " B a t c h " A>45@68B :0:85- ;81> A2O70==K5 40==K5. MB>< A;CG05 :;NG52>5 A;>2> " B i n d i n g s " <>65B 1KBL C:070=> B>;L:> 4;O :><0=4K " B a t c h " . 6 0?@>A A>45@68B =5>1JO2;5==K9 ?0@0<5B@ " % { s t r P a r a m / } " . I @8 @071>@5 AB@>:8 >1=0@C65=0 A;54CNI0O A8=B0:A8G5A:0O >H81:0: % { s t r V P / } . h !8=B0:A8A 4;O A>740=8O 8 2AB02:8 2 ;>:0;L=K5 8;8 ACI5AB2CNI85 2 <0AHB010E A50=A0 :C1K =5 ?>445@68205BAO. � 525@=K9 A8=B0:A8A :><0=4K " P r o c e s s " . ;NG52>5 A;>2> " E r r o r C o n f i g u r a t i o n " =5 <>65B A;54>20BL 70 :><0=4>9 " P r o c e s s " , 5A;8 :><0=40 " P r o c e s s " 2E>48B 2 :><0=4C " B a t c h " 8 ?@8 MB>< =5A:>;L:> :><0=4 " P r o c e s s " 2E>4OB 2 :><0=4C " B a t c h " ;81> A0<0 :><0=40 " B a t c h " A>45@68B :;NG52>5 A;>2> " E r r o r C o n f i g u r a t i o n " . MB>< A;CG05 :;NG52>5 A;>2> " E r r o r C o n f i g u r a t i o n " <>65B 1KBL C:070=> B>;L:> 4;O :><0=4K " B a t c h " . p 0@0<5B@ " % { s t r P a r a m / } " @07@5H8BL =52>7<>6=>, ?>A:>;L:C AAK;:0 =0 =53> A>45@68BAO 2> 2=CB@5==59 G0AB8 2K@065=8O. J >=5F ?0@0<5B@0 40==KE 4;O :>=2595@=>3> 70?@>A0 8<55B =525@=K9 B8? 40==KE. M >=2595@=K5 8 =5:>=2595@=K5 =01>@K AB@>: =5 <>3CB A>G5B0BLAO 2 >4=>< 70?@>A5. + @>87>H;0 >H81:0 ?@8 :>=2595@=>9 >1@01>B:5. I >A;5 7025@H5=8O >?5@0F88 :>=2595@=>9 >1@01>B:8 1K; ?>;CG5= =>2K9 70?@>A. H !2>9AB2> " % { s t r P r o p e r t y / } " =5;L7O C:07K20BL 2 70?@>A5 1>;55 >4=>3> @070. ( A:@8?B A>45@68B =54>?CAB8<CN 8=AB@C:F8N. 6 % { s t r T y p e / } =5 @0A?>7=0=> :0: 4>?CAB8<K9 B8? 459AB28O. B 80;5:B 8=AB@C:F88 =5 C40;>AL @07@5H8BL 87- 70 53> 42CA<KA;5==>AB8. � 525@=K9 A8=B0:A8A 4;O >1J5:B0 I m p e r s o n a t i o n I n f o . A;8 7=0G5=85 I m p e r s o n a t e A c c o u n t 8A?>;L7C5BAO 2<5AB> I m p e r s o n a t i o n I n f o , A2>9AB2> A c c o u n t =5 <>65B 1KBL ?CABK<. � 525@=K9 A8=B0:A8A >1J5:B0 I m p e r s o n a t i o n I n f o . =0G5=85 % { s t r I m p M o d e / } A2>9AB20 I m p e r s o n a t i o n M o d e 4;O 8AB>G=8:>2 40==KE =5 ?>445@68205BAO. - <O 2;>65==>3> :C10 >B;8G05BAO >B 8<5=8 :C10. PAm !2>9AB2> D i a l e c t 70?@>A0 8<55B =54>?CAB8<>5 7=0G5=85. >?CAB8<K B>;L:> A;54CNI85 7=0G5=8O: M D X , D M X , D M , S Q L . = 0@0<5B@K ( F L A T T E N E D , T O P ) =54>?CAB8<K 2 ?>470?@>A0E 2K1>@:8. / 5:C@A82=>5 >?@545;5=85 8<5=8 :C10 =54>?CAB8<>. ! 6840;0AL B>;L:> >4=0 8=AB@C:F8O. 5 0==0O 8=AB@C:F8O =5 ?>445@68205BAO MB8< 8=B5@D59A><. > =AB@C:F8O 2 =0AB>OI55 2@5<O =5 ?>445@68205BAO 8=B5@D59A>< O M . p 525@=K9 A8=B0:A8A :><0=4K " P r o c e s s " . ;NG52>5 A;>2> " D a t a s o u r c e " =5 <>65B 1KBL 8A?>;L7>20=> A :><0=4>9 " P r o c e s s " , 5A;8 :><0=40 " P r o c e s s " O2;O5BAO G0ABLN :><0=4K " B a t c h " 8 ACI5AB2C5B 1>;55 >4=>9 :><0=4K " P r o c e s s " 2 " B a t c h " 8;8 :><0=40 " B a t c h " A>45@68B ;N1K5 2=5H=85 A2O70==K5 40==K5. MB>< A;CG05 :;NG52>5 A;>2> " D a t a s o u r c e " 4>;6=> 1KBL B>;L:> G0ABLN :><0=4K " B a t c h " . x 525@=K9 A8=B0:A8A :><0=4K " P r o c e s s " . ;NG52>5 A;>2> " D a t a s o u r c e V i e w " =5 <>65B 1KBL 8A?>;L7>20=> A :><0=4>9 " P r o c e s s " , 5A;8 :><0=40 " P r o c e s s " O2;O5BAO G0ABLN :><0=4K " B a t c h " 8 ACI5AB2C5B 1>;55 >4=>9 :><0=4K " P r o c e s s " 2 " B a t c h " 8;8 :><0=40 " B a t c h " A>45@68B ;N1K5 2=5H=85 A2O70==K5 40==K5. MB>< A;CG05 :;NG52>5 A;>2> " D a t a s o u r c e V i e w " 4>;6=> 1KBL B>;L:> G0ABLN :><0=4K " B a t c h " . Y #:070==K9 AB>;15F =54>?CAB8< 2 40==>< :>=B5:AB5 2 AB>;1F5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . i >?CAB8<> B>;L:> >4=> 2K@065=85 C?>@O4>G820=8O 4;O 2K@065=8O T O P 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . S 54>?CAB8<0O AAK;:0 =0 AB>;15F 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . C 54>?CAB8<K9 2K7>2 DC=:F88 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . P #:070==K9 AB>;15F =5 =0945= 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . S K@065=85 A B>G:>9 =54>?CAB8<> 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . W $C=:F8O =5 <>65B 1KBL 8A?>;L7>20=0 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . PAr ">;L:> =5>B@8F0B5;L=0O F5;>G8A;5==0O :>=AB0=B0 @07@5H5=0 4;O 2K@065=8O T O P 2 AB@>:5 % d { L i n e / } AB>;1F0 % d { C o l u m n / } . W G R O U P B Y =5 4>?CA:05BAO 2 B8?5 >?5@0B>@0 S E L E C T 2 AB@>:5 % d { L i n e / } AB>;1F0 % d { C o l u m n / } . s X M L - :>45 P C X A D I S C O V E R 2 AB>;1F0E @0745;>2 A>45@60BAO =54>?CAB8<K5 AB@>:8: AB@>:0 % d { L i n e / } , AB>;15F % d { C o l u m n / } . q X M L - :>45 P C X A D I S C O V E R 2 MB>< :>=B5:AB5 4>;6=> 1KBL =5A:>;L:> 7=0G5=89 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . g @57C;LB8@CNI5< X M L - :>45 P C X A D I S C O V E R 2 AB>;1F0E A5:F89 =01>@>2 AB@>: A>45@60BAO =54>?CAB8<K5 AB@>:8. Z 5 C40;>AL =09B8 AG5BG8: ?@>872>48B5;L=>AB8 " % { s t r N a m e / } " . !8AB5<=0O >H81:0 % { E r r o r C o d e / } . � ;O 2K@065=8O S K I P 2 AB@>:5 % d { L i n e / } ( AB>;15F % d { C o l u m n / } ) 4>?CA:05BAO B>;L:> =5>B@8F0B5;L=0O F5;0O :>=AB0=B0 2 480?07>=5 [ 0 , 2 0 0 0 0 0 0 0 0 0 ] . c S K I P =5 4>?CA:05BAO 2 B8?5 8=AB@C:F88 S E L E C T , >1=0@C65==>9 2 AB@>:5 % d { L i n e / } , AB>;15F % d { C o l u m n / } . � 54>?CAB8<0O 8=AB@C:F8O 70?@>A0 :>=2595@0. 0?@>A :>=2595@=>9 >1@01>B:8 <>65B @0A?>;030BLAO B>;L:> A@07C ?>A;5 8=AB@C:F88 2K?>;=5=8O :><0=4K. � ;O 2K@065=8O T O P 2 AB@>:5 % d { L i n e / } ( AB>;15F % d { C o l u m n / } ) 4>?CA:05BAO B>;L:> =5>B@8F0B5;L=0O F5;0O :>=AB0=B0 2 480?07>=5 [ 0 , 2 0 0 0 0 0 0 0 0 0 ] . � @8 A8=B0:A8G5A:>< 0=0;875 =01>@0 AB@>: ?@>87>H;0 >H81:0. -;5<5=B " % { c o l n a m e / } " =5 A>>B25BAB2C5B AB>;1F0< 8;8 @0745;0<, >?@545;5==K< 2 AE5<5 =01>@0 AB@>:. � > 2@5<O A8=B0:A8G5A:>3> 0=0;870 ?@>87>H;0 A;54CNI0O >H81:0: =54>?CAB8<K9 B>:5=, AB@>:0 % d { L i n e / } , A<5I5=85 % d { C o l u m n / } , % s { T o k e n / } . \ > 2@5<O A8=B0:A8G5A:>3> 0=0;870 ?@>87>H;0 A;54CNI0O >H81:0: =54>?CAB8<K5 40==K5 B I N A R Y C E L L . V >;L7>20B5;LA:CN A25@B:C 4;O M;5<5=B0 =5;L7O >1=>28BL A ?><>ILN 8=AB@C:F88 A L T E R C U B E . G 5 C:070= M;5<5=B C e l l O r d i n a l 4;O >4=>9 87 OG55: 2 :><0=45 U p d a t e C e l l s . { ;O 70?@>A0 D I S C O V E R A >3@0=8G5=85< " M O D I F I E D A F T E R " B@51C5BAO 7=0G5=85 D A T A B A S E I D 8 >= <>65B =5 AAK;0BLAO =0 4@C385 >1J5:BKPA � M;5<5=B5 % { s t r Q N a m e / } , =0E>4OI5<AO 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= % { s t r N S U R I / } ) ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] , 1K; >1=0@C65= =58725AB=K9 X S D - B8? " % { s t r X S I T y p e / } " . � -;5<5=B " % { s t r Q N a m e / } " 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) =5 <>65B =0E>48BLAO ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] , ?>A:>;L:C @>48B5;LA:89 M;5<5=B C65 A>45@68B 4>G5@=89 M;5<5=B " % { s t r F i r s t C h i l d / } " . � -;5<5=B " % { s t r Q N a m e / } " 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) ?@8ACBAB2C5B ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] 1>;55 >4=>3> @070. � >4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] / % { s t r Q N a m e / } 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) >BACBAB2C5B =5>1E>48<K9 M;5<5=B " % { s t r R e q u i r e d / } " . O 5C40G0 ?@8 @071>@5 X M L 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } : % { s t r M e s s a g e / } . � -;5<5=B " % { s t r Q N a m e / } " 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) =5 <>65B =0E>48BLAO ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] . 4 =0G5=85 % { s t r E n u m / } 4;O MB>3> M;5<5=B0 =54>?CAB8<>. � % { s t r E n u m / } =5 <>65B 1KBL 4>?CAB8<K< ;>38G5A:8< 7=0G5=85<. ;O M;5<5=B0 " % { s t r Q N a m e / } " 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] 4>?CAB8<K B>;L:> 7=0G5=8O " t r u e " , " f a l s e " , 1 8;8 0 . � >4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] / % { s t r Q N a m e / } 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) >BACBAB2C5B =5>1E>48<K9 4>G5@=89 M;5<5=B. 6840;>AL >4=> 87 2K@065=89 : % 1 [ % { s t r C h i l d / } % ] % [ , % { s t r C h i l d / } % ] . � -;5<5=B " % { s t r Q N a m e / } " 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] =5 =0 <5AB5. � B@81CB % { s t r A t t r Q N a m e / } ( ?@>AB@0=AB2> 8<5= % { s t r A t t r N S U R I / } ) M;5<5=B0 % { s t r Q N a m e / } 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= % { s t r N S U R I / } ) =5 <>65B =0E>48BLAO ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] . "5:AB>2K9 C75; % { s t r T e x t / } 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } =5 <>65B =0E>48BLAO 2=CB@8 M;5<5=B0 % { s t r Q N a m e / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] . -B>B M;5<5=B <>65B A>45@60BL B>;L:> B5:AB>2K5 C7;K, A>AB>OI85 87 ?@>15;L=KE ( =5?5G0B05<KE) A8<2>;>2. � !8=B0:A8G5A:><C D O M - 0=0;870B>@C =5 C40;>AL 703@C78BL 8 ?@>0=0;878@>20BL ?>B>:. U R L : " % { s t r U R L / } " . @8G8=0: " % { s t r R e a s o n / } " . AB>G=8:: " % { s t r S o u r c e / } " . >78F8O 2 D09;5: % d { i F i l e P o s / } . !B@>:0: % d { i F i l e L i n e / } . � 5 C40;>AL ?@5>1@07>20BL 7=0G5=85 2 B8? X S D , " % { s t r X S I T y p e / } " , >?@545;5==K9 =0 M;5<5=B5 % { s t r Q N a m e / } 2 AB@>:5 % d { i L i n e / } , AB>;1F5 % d { i C o l / } ( ?@>AB@0=AB2> 8<5= % { s t r N S U R I / } ) ?>4 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] . _ !8=B0:A8G5A:><C D O M - 0=0;870B>@C =5 C40;>AL 703@C78BL 8 ?@>0=0;878@>20BL D09; " % { s t r F i l e N a m e / } " . < !B@>:C " % { s t r i n g / } " =52>7<>6=> ?@5>1@07>20BL 2 B8? % { t y p e / } . & 54>?CAB8<K9 B8? 40==KE S X " % { t y p e / } " . $ C7;5 X M L =5 >6840;>AL A>45@68<>3>. � H81:0 ?@8 A8=B0:A8G5A:>< 0=0;875 M;5<5=B0 " % { s t r Q N a m e / } " , AB@>:0 % d { i L i n e / } , AB>;15F % d { i C o l / } ( ?@>AB@0=AB2> 8<5= " % { s t r N S U R I / } " ) 2 M;5<5=B5 % 1 [ % { s t r N a m e / } % ] % [ / % { s t r N a m e / } % ] . � > 2@5<O A8=B0:A8G5A:>3> 0=0;870 M;5<5=B0 " % { s t r E l e m e n t / } " ?@>87>H;0 >H81:0: =5?@542845==>5 ?@>AB@0=AB2> 8<5= 4;O M;5<5=B0, >?@545;5==>3> 2 4@C3>< ?@>AB@0=AB25 8<5=. z > 2@5<O A8=B0:A8G5A:>3> 0=0;870 M;5<5=B0 " % { s t r E l e m e n t / } " ?@>87>H;0 >H81:0: =5 ?>445@68205BAO ?@>AB@0=AB2> 8<5= M;5<5=B0. g > 2@5<O A8=B0:A8G5A:>3> 0=0;870 M;5<5=B0 " % { s t r E l e m e n t / } " ?@>87>H;0 >H81:0: =5 ?>445@68205BAO M;5<5=B. � > 2@5<O 45A5@80;870F88 >1=0@C65=0 =5?>445@68205<0O 25@A8O @50;870F88 >1J5:B0 40==KE. ;0AA >1J5:B0: " % { o b j C l a s s / } " , 8<O >1J5:B0: " % { o b j N a m e / } " . >7<>6=0O ?@8G8=0: =0 1>;55 AB0@>< A5@25@5 2>AAB0=>2;5=0 1>;55 =>20O 25@A8O. � > 2@5<O A8=B0:A8G5A:>3> 0=0;870 D09;0 <5B040==KE I M B I >1=0@C65= =5?@542845==K9 M;5<5=B " % { s t r E l e m e n t / } " . -B>B M;5<5=B =5 >68405BAO 2 D09;0E <5B040==KE I M B I . >7<>6=>9 ?@8G8=>9 53> ?>O2;5=8O O2;O5BAO ?>2@5645=85 D09;0 <5B040==KE. PA � !5:F8O R O L A P A N a m e = " % { n a m e / } " I d = " % { i d / } " =5 <>65B 8<5BL 03@530B>2, ?>AB@>5==KE =0 A5@25@=KE 87<5@5=8OE 2@5<5=8. 3@530B ?@>?CI5=. q !5:F8O R O L A P A N a m e = " % { n a m e / } " I d = " % { i d / } " =5 <>65B 8<5BL 03@530B>2 =0 C@>2=5 ( a l l , a l l , . . . ) . 3@530B ?@>?CI5=. � !5:F8O M O L A P A N a m e = " % { n a m e / } " I d = " % { i d / } " =5 <>65B 8<5BL 03@530B>2, ?>AB@>5==KE =0 87<5@5=88 R O L A P , :@><5 C@>2=O ( a l l , a l l , . . . ) . 3@530B ?@>?CI5=. PA p 1=0@C65=> =5?@542845==>5 7=0G5=85 N U L L 4;O AB>;1F0 % d { c o l u m n / } , >?@545;5==>3> :0: =5 ?@8=8<0NI89 7=0G5=8O N U L L . q =0G5=85 @07<5@0 40==KE 2 AB>;1F5 " % { I W C o l u m n N a m e / } " B01;8FK " % { I W T a b l e N a m e / } " A;8H:>< 1>;LH>5 4;O MB>3> AB>;1F0. 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U % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . @>87>H;0 >H81:0 ?@8 GB5=88 A60B>3> D09;0. U % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . @>87>H;0 >H81:0 ?@8 70?8A8 2 A60BK9 D09;. PA i 5 C40;>AL ?>4:;NG8BLAO : 8AB>G=8:C 40==KE A D a t a S o u r c e I D " % { d a t a s o u r c e i d / } " 8 N a m e " % { d a t a s o u r c e n a m e / } " . o "01;8FC " % { t a b l e i d / } " , =5>1E>48<CN 4;O A>548=5=8O, =5 C40;>AL =09B8 ?> A2O7O< 2 ?@54AB02;5=88 8AB>G=8:0 40==KE. L ?@54AB02;5=88 8AB>G=8:0 40==KE 2 B01;8F5 " % { t a b l e i d / } " 1K; >1=0@C65= F8:;. S !B>;1FK " % { k e y / } " 8 " % { f k e y / } " 2 A2O78 ?@54AB02;5=8O 8AB>G=8:0 40==KE =5 A>2?040NB. F >?KB:0 70?@>A8BL :;NG 0B@81CB0, =0E>4OI89AO 70 4>?CAB8<K<8 ?@545;0<8. 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PA� 0?:0 107K 40==KE " % { d e t a c h _ l o g _ l o c a t i o n / } " =5 ACI5AB2C5B 8;8 55 8<O A;8H:>< 25;8:>, ;81> A>45@68B =54>?CAB8<K5 8;8 70@575@28@>20==K5 A8<2>;K. / 0?:0 107K 40==KE " % { f i l e n a m e / } " =5 ACI5AB2C5B. � 07C 40==KE A 845=B8D8:0B>@>< " % { d b i d / } " =52>7<>6=> A>740BL A> A2>9AB2>< R e a d W r i t e M o d e @02=K< R e a d O n l y . 07C 40==KE <>6=> A>740BL B>;L:> 2 @568<5 R e a d W r i t e . � 1075 40==KE A 845=B8D8:0B>@>< " % { d b i d / } " 7=0G5=85 R e a d W r i t e =5;L7O A<5=8BL =0 R e a d O n l y 8 =0>1>@>B. !2>9AB2> R e a d W r i t e M o d e =5 <>65B 1KBL 87<5=5=> :><0=4>9 A l t e r . 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PAt 5 C40;>AL >B:;NG8BL 107C 40==KE " % { d a t a b a s e / } " 87- 70 =54>?CAB8<>3> 70?@>A0 ?@8 :>?8@>20=88 B L O B - >1J5:B>2 E@0=8;8I0. { 5 C40;>AL >B:;NG8BL 107C 40==KE " % { d a t a b a s e / } " , B0: :0: B L O B - >1J5:B =5 1K; =0945= ?@8 :>?8@>20=88 B L O B - >1J5:B>2 E@0=8;8I0. q 5 C40;>AL >B:;NG8BL 107C 40==KE " % { d a t a b a s e / } " 87- 70 >H81:8 " 0?@5I5=>" ?@8 :>?8@>20=88 B L O B - >1J5:B>2 E@0=8;8I0. � > 2@5<O ?>4:;NG5=8O A ?0@0<5B@>< A l l o w O v e r w r i t e , 8<5NI8< 7=0G5=85 t r u e , =5 C40;>AL =09B8 =8 >4=C 107C 40==KE A A>2?040NI8<8 8<5=5< 8 845=B8D8:0B>@>< 107K 40==KE, E@0=OI8<8AO 2 6C@=0;5 >B:;NG5=89. � >4:;NG5=85 A ?0@0<5B@>< A l l o w O v e r w r i t e = t r u e ?>25@E ACI5AB2CNI59 107K 40==KE ?>445@68205BAO B>;L:> 4;O 107 40==KE A C:070==K< A2>9AB2>< D B S t o r a g e L o c a t i o n . ;O ACI5AB2CNI59 107K 40==KE " % { n a m e / } " A2>9AB2> D B S t o r a g e L o c a t i o n =5 C:070=>. � >4:;NG5=85 A ?0@0<5B@>< A l l o w O v e r w r i t e = t r u e ?>25@E ACI5AB2CNI59 107K 40==KE ?>445@68205BAO B>;L:> 4;O 107 40==KE A C:070==K< A2>9AB2>< D B S t o r a g e L o c a t i o n . ;O ?>4:;NG05<>9 107K 40==KE " % { n a m e / } " A2>9AB2> D B S t o r a g e L o c a t i o n =5 C:070=>. & >4:;NG5=85 A ?0@0<5B@>< A l l o w O v e r w r i t e = t r u e ?>25@E ACI5AB2CNI59 107K 40==KE ?>445@68205BAO B>;L:> 4;O B01;8G=KE 107 40==KE A C@>2=5< C o m p a t i b i l i t y L e v e l � 1 2 0 0 8 2KH5. !CI5AB2CNI0O 1070 40==KE " % { n a m e / } " ;81> 8<55B 1>;55 =87:89 C@>25=L C o m p a t i b i l i t y L e v e l , ;81> =5 O2;O5BAO B01;8G=>9 107>9 40==KE. & >4:;NG5=85 A ?0@0<5B@>< A l l o w O v e r w r i t e = t r u e ?>25@E ACI5AB2CNI59 107K 40==KE ?>445@68205BAO B>;L:> 4;O B01;8G=KE 107 40==KE A C@>2=5< C o m p a t i b i l i t y L e v e l � 1 2 0 0 8 2KH5. >4:;NG05<0O 1070 40==KE " % { n a m e / } " ;81> 8<55B 1>;55 =87:89 C@>25=L C o m p a t i b i l i t y L e v e l , ;81> =5 O2;O5BAO B01;8G=>9 107>9 40==KE. k 070 40==KE " % { n a m e / } " A >48=0:>2K<8 ?0@0<5B@0<8 D B S t o r a g e L o c a t i o n 8 P e r s i s t L o c a t i o n V e r s i o n C65 ?>4:;NG5=0. PA � @8 2K?>;=5=88 ?@>3@0<<K S h a r e P o i n t u t i l i t y ( M i c r o s o f t . A n a l y s i s S e r v i c e s . S h a r e P o i n t U t i l . d l l ) ?@>87>H;> A;54CNI55 8A:;NG5=85: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . � !2>9AB20 :><0=4K I m a g e L o a d , A2O70==K5 A S h a r e P o i n t ( I m a g e V e r s i o n , I m a g e U r l 8 I m a g e U n i q u e I d ) , 4>;6=K C:07K20BLAO 2<5AB5 8;8 =5 C:07K20BLAO 2>2A5. | A2>9AB25 I m a g e P a t h :><0=4K I m a g e L o a d =5 4>?CA:05BAO ?CBL H T T P . >445@6820NBAO B>;L:> 01A>;NB=K5 U N C - ?CB8 8 ;>:0;L=K5 ?CB8. 9 0@>;L 2 I m a g e L o a d : . . R $09;, A>E@0=5==K9 2 @568<5 " % { F r o m M o d e / } " , =5;L7O 703@C78BL 2 @568<5 " % { T o M o d e / } " . 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B ;O :><0=4K =5;L7O C:070BL B>:5= ?@8 A>E@0=5=88 D09;0 ?> U N C - ?CB8. @ ;O :><0=4K =5;L7O C:070BL B>:5= ?@8 703@C7:5 D09;0 87 U N C - ?CB8. n ><0=40 I m a g e L o a d ?>445@68205B 703@C7:C 40==KE B>;L:> 87 D09;>2 E x c e l . 0AH8@5=85 D09;0 4>;6=> 8<5BL 284 X L S ? . < ;O MB>9 :><0=4K =5>1E>48<K ?@020 04<8=8AB@0B>@0 =0 A5@25@5. F ><0=40 C l o n e D a t a b a s e =5 ?>445@68205BAO 4;O AF5=0@852 ;>:0;L=KE :C1>2. ? ><0=40 C l o n e D a t a b a s e =5 ?>445@68205BAO 2 P o w e r P i v o t 4;O E x c e l . ^ 5;L7O 2<5AB5 8A?>;L7>20BL AAK;:C =0 >1J5:B 8 8<O 107K 40==KE. 5>1E>48<> C:070BL GB>- B> >4=>. PA> 8 D a t a b a s e N a m e , =8 D a t a b a s e I d =5 C:070=K 2 :><0=45 I m a g e S a v e . < ;O MB>9 :><0=4K =5>1E>48<K ?@020 04<8=8AB@0B>@0 =0 A5@25@5. j ><0=40 I m a g e L o a d =5 <>65B >1@010BK20BL C40;5==>5 E@0=8;8I5 ?@8 8A?>;L7>20=88 ?>4:;NG5=8O A >3@0=8G5=8O<8. r ><0=40 I m a g e S a v e =5 <>65B 1KBL 2K?>;=5=0 2 >B=>H5=88 C40;5==>3> E@0=8;8I0, 8A?>;L7CO ?>4:;NG5=85 A >3@0=8G5=8O<8. c ><0=40 I m a g e S a v e =5 <>65B 1KBL 2K?>;=5=0 2 >B=>H5=88 ?>B>:0, 8A?>;L7CO ?>4:;NG5=85 04<8=8AB@0B>@0. � ><0=4K I m a g e L o a d 8 I m a g e S a v e ?>445@6820NB 703@C7:C 8 A>E@0=5=85 40==KE 2 D>@<0B0E E x c e l , P B I � D e s k t o p 8;8 Z I P . $09; <>65B 8<5BL B>;L:> @0AH8@5=85 . X L S ? , . P B I X 8;8 . Z I P . E ?5@0F8O I m a g e L o a d =5 2K?>;=5=0 87- 70 >H81:8 CG5B=>9 70?8A8 E@0=5=8O. L ?5@0F8O I m a g e L o a d =5 2K?>;=5=0, B0: :0: A>>B25BAB2CNI89 A B F - D09; ?>2@5645=. ' 0G0B0 >1@01>B:0 B01;8FK " % { s t r N a m e / } " . * 1@01>B:0 B01;8FK " % { s t r N a m e / } " 7025@H5=0. 7 0G0B> AG8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " . 0 !G8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " . : 025@H5=> AG8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " . P 0G0BK 0=0;87 8 :>48@>20=85 A53<5=B0 % d { s e g m e n t / } 4;O B01;8FK " % { I M B I T a b l e I d / } " . S 025@H5=K 0=0;87 8 :>48@>20=85 A53<5=B0 % d { s e g m e n t / } 4;O B01;8FK " % { I M B I T a b l e I d / } " . ] 0G0B> A60B85 A53<5=B0 % d { s e g m e n t / } AB>;1F0 " % { I M B I C o l u m n I d / } " 4;O B01;8FK " % { I M B I T a b l e I d / } " . _ 025@H5=> A60B85 A53<5=B0 % d { s e g m e n t / } AB>;1F0 " % { I M B I C o l u m n I d / } " 4;O B01;8FK " % { I M B I T a b l e I d / } " C 0G0B> ?>AB@>5=85 8 ?>43>B>2:0 A2O78 4;O B01;8FK " % { I M B I T a b l e I d / } " . F 025@H5=> ?>AB@>5=85 8 ?>43>B>2:0 A2O78 4;O B01;8FK " % { I M B I T a b l e I d / } " . B 0G0B> A60B85 A53<5=B0 % d { s e g m e n t / } 4;O B01;8FK " % { I M B I T a b l e I d / } " . � K?>;=5=> A60B85 A53<5=B0 " % d { s e g m e n t / } " B01;8FK " % { I M B I T a b l e I d / } " 70 " % d { s t e p s / } " H03>2, ?@8 MB>< 2A53> 1K;> 2KG8A;5=> " % d { c l u s t e r s / } " :;0AB5@>2. ;O 2K?>;=5=8O 7040=> >3@0=8G5=85 ?> 2@5<5=8. � K?>;=5=> A60B85 A53<5=B0 " % d { s e g m e n t / } " B01;8FK " % { I M B I T a b l e I d / } " 70 " % d { s t e p s / } " H03>2, ?@8 MB>< 2A53> 1K;> 2KG8A;5=> " % d { c l u s t e r s / } " :;0AB5@>2. ;O 2K?>;=5=8O =5 1K;> 7040=> >3@0=8G5=85 ?> 2@5<5=8. P 0G0B ?@>F5AA @07<5B:8 4;O AB>;1F0 " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " . S 025@H5= ?@>F5AA @07<5B:8 4;O AB>;1F0 " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " . 03@C7:0 =0G0B0. 03@C7:0 7025@H5=0. 03@C7:0 =5 2K?>;=5=0. 03@C7:0 <5B040==KE =0G0B0. 03@C7:0 <5B040==KE 7025@H5=0. ! 03@C7:0 <5B040==KE =5 2K?>;=5=0. 03@C7:0 40==KE =0G0B0. 03@C7:0 40==KE 7025@H5=0. 03@C7:0 40==KE =5 2K?>;=5=0. 0:;NG8B5;L=0O 703@C7:0 =0G0B0. PA" 0:;NG8B5;L=0O 703@C7:0 7025@H5=0. % 0:;NG8B5;L=0O 703@C7:0 =5 2K?>;=5=0. � !B>;15F " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " A>45@68B ?>2B>@ONI55AO 7=0G5=85 " % { v a l u e / } " , 0 MB> =5 4>?CA:05BAO 4;O AB>;1F>2 =0 AB>@>=5 " >48=" A2O78 " <=>385 : >4=><C" 8;8 4;O AB>;1F>2, 8A?>;L7C5<KE 2 :0G5AB25 ?5@28G=>3> :;NG0 B01;8FK. � !B>;15F " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " A>45@68B ?CABK5 7=0G5=8O, 0 MB> =5 4>?CA:05BAO 4;O AB>;1F>2 =0 AB>@>=5 " >48=" A2O78 " <=>385 : >4=><C" 8;8 4;O AB>;1F>2, 8A?>;L7C5<KE 2 :0G5AB25 ?5@28G=>3> :;NG0 B01;8FK. % { q u e r y / } % { q u e r y / } � >2B>@=0O :>48@>2:0 AB>;1F0 " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " : ?5@5:;NG5=85 =0 A;>20@L 7=0G5=89 A >1=>2;5==>9 25;8G8=>9. f >2B>@=0O :>48@>2:0 AB>;1F0 " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " : ?5@5:;NG5=85 =0 EMH- A;>20@L. X 025@H5=> ?5@5:;NG5=85 A;>20@O 4;O AB>;1F0 " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " . PA J 1@01>B:0 A5:F88 " % { I M B I P a r t i t i o n I d / } " B01;8FK " % { I M B I T a b l e I d / } " 70?CI5=0. K 025@H5=0 >1@01>B:0 A5:F88 " % { I M B I P a r t i t i o n I d / } " B01;8FK " % { I M B I T a b l e I d / } " . PA 2>8G=K5 40==K5� AB>G=8: AB>;1F0 B8?0 42>8G=KE 40==KE A>45@68B 7=0G5=85, ?@52KH0NI55 @07<5@, C:070==K9 2 A2>9AB25 D a t a S i z e 2> 2@5<O >?@545;5=8O AB>;1F0. =0G5=85 AB>;1F0 CAB0=>2;5=> ?CABK<. T 0G0B> AG8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . M !G8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . W 025@H5=> AG8BK20=85 40==KE 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . z 0G0B> A60B85 A53<5=B0 % d { s e g m e n t / } AB>;1F0 " % { I M B I C o l u m n I d / } " 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . } 025@H5=> A60B85 A53<5=B0 % d { s e g m e n t / } AB>;1F0 " % { I M B I C o l u m n I d / } " 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . _ 0G0B> A60B85 A53<5=B0 % d { s e g m e n t / } 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . � K?>;=5=> A60B85 A53<5=B0 " % d { s e g m e n t / } " B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " 70 " % d { s t e p s / } " H03>2, ?@8 MB>< 2A53> 1K;> 2KG8A;5=> " % d { c l u s t e r s / } " :;0AB5@>2. ;O 2K?>;=5=8O 7040=> >3@0=8G5=85 ?> 2@5<5=8. � K?>;=5=> A60B85 A53<5=B0 " % d { s e g m e n t / } " B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " 70 " % d { s t e p s / } " H03>2, ?@8 MB>< 2A53> 1K;> 2KG8A;5=> " % d { c l u s t e r s / } " :;0AB5@>2. ;O 2K?>;=5=8O =5 1K;> 7040=> >3@0=8G5=85 ?> 2@5<5=8. k 0G0BK 0=0;87 8;8 :>48@>20=85 A53<5=B0 % d { s e g m e n t / } B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . p 025@H5=K 0=0;87 8 :>48@>20=85 A53<5=B0 % d { s e g m e n t / } 4;O B01;8FK " % { I M B I T a b l e I d / } " A5:F88 " % { I M B I P a r t i t i o n I d / } " . % { q u e r y / } % { q u e r y / } % { q u e r y / } % { q u e r y / } PA % { q u e r y / } % { q u e r y / } Z K?>;=O5BAO ?@>25@:0 A>3;0A>20==>AB8 107K 40==KE " % { d b / } " . -B0?: ?@5420@8B5;L=0O ?@>25@:0. Y K?>;=O5BAO ?@>25@:0 A>3;0A>20==>AB8 B01;8FK " % { t a b l e / } " . -B0?: ?@5420@8B5;L=0O ?@>25@:0. W K?>;=O5BAO ?@>25@:0 A>3;0A>20==>AB8 AB>;1F0 " % { c o l / } " . -B0?: ?@5420@8B5;L=0O ?@>25@:0. K K?>;=O5BAO ?@>25@:0 A>>B25BAB28O 107K 40==KE " % { d b / } " . -B0?: ?>AB?@>25@:0. M K?>;=O5BAO ?@>25@:0 A>3;0A>20==>AB8 B01;8FK " % { t a b l e / } " . -B0?: ?>AB?@>25@:0. K K?>;=O5BAO ?@>25@:0 A>3;0A>20==>AB8 AB>;1F0 " % { c o l / } " . -B0?: ?>AB?@>25@:0. PA S $C=:F8O 4>ABC?=0, B>;L:> 5A;8 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. N $C=:F8O =54>ABC?=0, 5A;8 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. G B5:CI59 AE5<5 =5 =0945=0 B01;8F0 A 845=B8D8:0B>@>< " % { I M B I T a b l e I d / } " . K @C??0 <5@ " % { n a m e / } " =5 8<55B @>2=> >4=> 2K@>645==>5 87<5@5=85 3@C??K <5@. � 52>7<>6=> A>740BL B01;8FC " % { I W T a b l e N a m e / } " , ?>A:>;L:C AB>;15F " % { I W C o l u m n N a m e / } " ?@82O70= : B8?C 40==KE 1>;LH>3> 42>8G=>3> >1J5:B0. s 52>7<>6=> A>740BL 8<O B01;8FK " % { I W T a b l e N a m e / } " , ?>A:>;L:C >=> ?@82O70=> : =5A:>;L:8< B01;8F0< 2 8AB>G=8:5 40==KE. L 5 C40;>AL =09B8 8<O AB>;1F0 " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " . Z ! B01;8F59 " % { I W T a b l e N a m e / } " 8 AB>;1F>< " % { I W C o l u m n N a m e / } " =5 A2O70=0 2=CB@5==OO 85@0@E8O. h 5 >1@01>B0=0 2=CB@5==OO 85@0@E8O, A2O70==0O A B01;8F59 " % { I W T a b l e N a m e / } " 8 AB>;1F>< " % { I W C o l u m n N a m e / } " . P !;C61K A n a l y s i s S e r v i c e s 2 B01;8G=>< @568<5 =5 ?>445@6820NBAO =0 ?;0BD>@<5 I A 6 4 . U @8 703@C7:5 B01;8FK " % { I W T a b l e N a m e / } " , D09; " % { s t r P a r t F i l e N a m e / } " , ?@>87>H;0 >H81:0. � @8 703@C7:5 <5B040==KE B01;8FK, C75; " % { n o d e n a m e / } " , ?@>87>H;0 >H81:0. >7<>6=K5 ?@8G8=K: 2 C7;5 C:070= =5?@028;L=K9 x s i : t y p e , >BACBAB2C5B 8;8 =525@=> C:070= M;5<5=B x m l n s . � @8 703@C7:5 <5B040==KE B01;8FK ?@>87>H;0 >H81:0. >7<>6=K5 ?@8G8=K: >BACBAB2C5B 8;8 =5?@028;L=> C:070=> A2>9AB2> 2 C7;5 X M O b j e c t . � @8 703@C7:5 <5B040==KE B01;8FK ?@>87>H;0 >H81:0. >7<>6=K5 ?@8G8=K: 4;O >1J5:B0 " % { s t r O b j e c t N a m e / } " C:070=> =58725AB=>5 8<O :;0AA0 " % { s t r C l a s s N a m e / } " . � @>87>H;0 >H81:0 ?@8 703@C7:5 <5B040==KE B01;8FK. >7<>6=K5 ?@8G8=K: 4;O >1J5:B0 " % { s t r O b j e c t N a m e / } " C:070=> =58725AB=>5 8<O :;0AA0 " % { s t r C l a s s N a m e / } " . v @8 703@C7:5 40==KE B01;8FK ?@>87>H;0 >H81:0. >7<>6=0O ?@8G8=0: ?>2@5645= D09; 40==KE 4;O >4=>3> 87 AB>;1F>2 B01;8FK. � @8 703@C7:5 40==KE B01;8FK ?@>87>H;0 >H81:0. >7<>6=0O ?@8G8=0: ?>2@5645= D09; 40==KE E@0=8;8I0 AB@>: 4;O >4=>3> 87 AB>;1F>2 B01;8FK. � @8 703@C7:5 40==KE B01;8FK ?@>87>H;0 >H81:0. >7<>6=0O ?@8G8=0: ?>2@5645= D09; 40==KE E@0=8;8I0 B8?0 v a r i a n t 4;O >4=>3> 87 AB>;1F>2 B01;8FK. � "8? >1@01>B:8, C:070==K9 4;O " % { n a m e / } " % { t y p e n a m e / } , O2;O5BAO =54>?CAB8<K<, 5A;8 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 @568<5 V e r t i P a q . q 52>7<>6=> >1@01>B0BL >1J5:B ' % { n a m e / } ' % { t y p e n a m e / } , 5A;8 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. R "8? 40==KE 4;O AB>;1F0 " % { I W C o l u m n N a m e / } " =5 ?>445@68205BAO. D B T Y P E = % d { d b t y p e / } . b ?>4A8AB5<5 =5 C40;>AL A>740BL AE5<C V e r t i P a q " % { s t r S c h e m a N a m e / } " , ?>B><C GB> >=0 C65 ACI5AB2C5B. ] !E5<0 V e r t i P a q " % { s t r S c h e m a N a m e / } " =5 ACI5AB2C5B, 8;8 >BACBAB2CNB @07@5H5=8O =0 4>ABC? : =59. T 0?@>H5==CN >?5@0F8N =5;L7O 2K?>;=8BL 2 A50=A5 V e r t i P a q , ?>A:>;L:C =5 2K1@0=0 AE5<0. E ;O B01;8FK " % { I M B I T a b l e I d / } " >?@545;5= ?>2B>@ONI89AO ?5@28G=K9 :;NG. : ;O B01;8FK " % { I W T a b l e N a m e / } " =5 >?@545;5= ?5@28G=K9 :;NG. F B01;8F5 " % { I W T a b l e N a m e / } " 4>;65= 1KBL >?@545;5= E>BO 1K >48= @0745;. � 52>7<>6=> A>740BL A2O7L 87 B01;8FK " % { m g n a m e / } " 2 B01;8FC " % { d e g d i m n a m e / } " , B0: :0: AB>;15F " % { a t t r i b u t e n a m e / } " 2 B01;8F5 " % { p k d i m n a m e / } " A>45@68B ?>2B>@ONI85AO 7=0G5=8O. > 5 C40;>AL =09B8 A2O7L " % { n a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " . < 070 40==KE V e r t i P a q " % { n a m e / } " <>65B 8<5BL B>;L:> >48= :C1. � !B>;15F V e r t i P a q " % { I W C o l u m n N a m e / } " 4>;65= 1KBL ?@82O70= : B01;8F5 G5@57 ?5@28G=K9 :;NG B01;8FK. !B>;1FK =5 <>3CB A>45@60BL 1>;LH5 >4=>9 :;NG52>9 ?@82O7:8. C !2>9AB2> V e r t i P a q " % { I W C o l u m n N a m e / } " =5 <>65B 8<5BL ?@82O7:C 8<5=8. � B01;8G=>< @568<5 3@C??0 <5@ <>65B 8<5BL B>;L:> 2K@>645==>5 8;8 AAK;>G=>5 87<5@5=85. @C??0 <5@ " % { n a m e / } " 8<55B 87<5@5=85 4@C3>3> B8?0. ` 0 B01;8FC <>65B AAK;0BLAO B>;L:> >4=0 3@C??0 <5@. 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D @C??0 <5@ % { p a r e n t T y p e / } " % { n a m e / } " <>65B 8<5BL B>;L:> >4=C A5:F8N. � A2O78 A> AAK;>G=>9 B01;8F59 " % { r e f d i m n a m e / } " A2>9AB2> M a t e r i a l i z a t i o n 4>;6=> 8<5BL 7=0G5=85 R e g u l a r , ?>A:>;L:C 87<5@5=85 " % { d i m n a m e / } " O2=> AAK;05BAO =0 107>2CN B01;8FC. � @82O7:0 4;O <5@K V e r t i P a q " % { n a m e / } " 2 3@C??5 <5@ " % { m g n a m e / } " =54>?CAB8<0, ?>A:>;L:C >=0 =5 A>2?0405B =8 A >4=>9 ?@82O7:>9 A2>9AB2 2 87<5@5=88 D0:B>2 " % { d i m n a m e / } " . � 3@530B 4;O <5@K I M B I " % { n a m e / } " 2 3@C??5 <5@ " % { m g n a m e / } " =5 ?>445@68205BAO 2 @568<5 V e r t i P a q . >445@6820NBAO 03@530BK S U M , M I N , M A X 8 C O U N T . � 5 C40;>AL 2K?>;=8BL >1@01>B:C 3@C??K <5@ " % { n a m e / } " , ?>A:>;L:C ?@82O7:0 <5@K " % { m e a s u r e n a m e / } " =5 A>>B25BAB2C5B ?@82O7:5 A2>9AB20 " % { p r o p e r t y n a m e / } " 87<5@5=8O. i 87<5@5=88 " % { n a m e / } " 2 3@C??5 <5@ " % { m g n a m e / } " A2>9AB2> S h a r e D i m e n s i o n S t o r a g e =5 8<55B 7=0G5=85 S h a r e d . b !2>9AB2> " % { n a m e / } " =5 ?>445@68205BAO, :>340 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. ] !2>9AB2> " % { n a m e / } " 8<55B 7=0G5=85 " % { v a l u e / } " , :>B>@>5 =5 ?>445@68205BAO 2 B01;8G=>< @568<5. \ % { t y p e n a m e / } " % { o b j e c t n a m e / } " A2>9AB2> " % { n a m e / } " <>65B 8<5BL B>;L:> 7=0G5=85 " % { v a l u e / } " . b ;NG52>9 AB>;15F " % { I W C o l u m n N a m e / } " 4>;65= 1KBL A2O70= A> 2A5<8 >AB0;L=K<8 0B@81CB0<8 2 87<5@5=88. 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C o l u m n B i n d i n g 8;8 R o w N u m b e r B i n d i n g . � !2>9AB2> S t o r a g e E n g i n e M o d e 4;O 107K 40==KE " % { n a m e / } " =54>?CAB8<> 2 B01;8G=>< @568<5. >445@68205BAO B>;L:> 7=0G5=85 " I n M e m o r y " . � 5 C40;>AL A>740BL 8;8 703@C78BL >1J5:B M O L A P % { t y p e n a m e / } A 8<5=5< " % { n a m e / } " , ?>A:>;L:C A2>9AB2> S t o r a g e E n g i n e M o d e 107K 40==KE " % { d b _ n a m e / } " 8<55B 7=0G5=85 I n M e m o r y . | 5 C40;>AL A>740BL 8;8 703@C78BL >1J5:B % { t y p e n a m e / } A 8<5=5< " % { n a m e / } " , ?>A:>;L:C >= =5 ?>445@68205BAO 2 B01;8G=>< @568<5. n "01;8F0 " % { I W T a b l e N a m e / } " 4>;6=0 8<5BL @>2=> >48= 0B@81CB B8?0 R o w N u m b e r , :>B>@K9 ?@82O70= : R o w N u m b e r B i n d i n g . g !B>;15F " % { I W C o l u m n N a m e / } " B01;8FK " % { I W T a b l e N a m e / } " 8<55B B8? R o w N u m b e r , => =5 8<55B R o w N u m b e r B i n d i n g . w !B>;15F " % { I W C o l u m n N a m e / } " B01;8FK " % { I W T a b l e N a m e / } " 8<55B R o w N u m b e r B i n d i n g , >4=0:> B8? 0B@81CB0 =5 O2;O5BAO R o w N u m b e r . � 52>7<>6=> A>740=85 8 >1@01>B:0 >1J5:B>2 P o w e r P i v o t , :>340 A2>9AB2> :>=D83C@0F88 S t o r a g e E n g i n e M o d e 8<55B 7=0G5=85 " T r a d i t i o n a l " 4;O 107K 40==KE " % { n a m e / } " . � 5 C40;>AL CAB0=>28BL A2>9AB2> S t o r a g e E n g i n e M o d e 107K 40==KE " % { n a m e / } " 2 7=0G5=85 " T r a d i t i o n a l " , ?>A:>;L:C A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. � 525@=K9 @07<5@ 40==KE 4;O A53<5=B0 AB>;1F0 2 B01;8F5 " % { I W T a b l e N a m e / } " . >2@5645= D09; @0745;0 " % { s t r P a r t F i l e N a m e / } " 8;8 D09; <5B040==KE B01;8FK. x 0745; " % { s t r P a r t I d x / } " B01;8FK " % { I W T a b l e N a m e / } " =5 <>65B A>45@60BL A53<5=BK AB>;1F>2, 8<5NI8E @07;8G=K5 25@A88 40==KE. � A2O78 A> AAK;>G=>9 B01;8F59 " % { r e f d i m n a m e / } " A2>9AB2> M a t e r i a l i z a t i o n 4>;6=> 8<5BL 7=0G5=85 I n d i r e c t , ?>A:>;L:C " % { d i m n a m e / } " :>A25==> AAK;05BAO =0 107>2CN B01;8FC. w !B>;15F R o w N u m b e r " % { I W C o l u m n N a m e / } " 2 B01;8F5 V e r t i P a q " % { I W T a b l e N a m e / } " ?>445@68205B B>;L:> B8? F5;>G8A;5==KE 40==KE. � !B>;15F R o w N u m b e r " % { I W C o l u m n N a m e / } " 2 B01;8F5 V e r t i P a q " % { I W T a b l e N a m e / } " 4>;65= 8<5BL A2O7L A :;NG52K< 0B@81CB>< 87<5@5=8O, ?@8G5< A2>9AB2> C a r d i n a l i t y 4>;6=> 8<5BL 7=0G5=85 " O n e " . � 52>7<>6=> A>740BL A2O7L " % { s t r N e w R e l a t i o n s h i p / } " , B0: :0: A2O7L " % { s t r E x i s t i n g R e l a t i o n s h i p / } " C65 ACI5AB2C5B <564C B01;8F59 " % { I W T a b l e N a m e / } " , AB>;15F " % { s t r F K C o l u m n N a m e / } " , 8 B01;8F59 " % { s t r P K T a b l e N a m e / } " , AB>;15F " % { s t r P K C o l u m n N a m e / } " . � !B>;15F " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " A>45@68B ?>2B>@ONI55AO 7=0G5=85 " % { v a l u e / } " , 0 MB> =5 4>?CA:05BAO 4;O AB>;1F>2 =0 AB>@>=5 " >48=" A2O78 " <=>385 : >4=><C" 8;8 4;O AB>;1F>2, 8A?>;L7C5<KE 2 :0G5AB25 ?5@28G=>3> :;NG0 B01;8FK. � !B>;15F " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " A>45@68B ?CABK5 7=0G5=8O, 0 MB> =5 4>?CA:05BAO 4;O AB>;1F>2 =0 AB>@>=5 " >48=" A2O78 " <=>385 : >4=><C" 8;8 4;O AB>;1F>2, 8A?>;L7C5<KE 2 :0G5AB25 ?5@28G=>3> :;NG0 B01;8FK. � #:070=> =54>?CAB8<>5 7=0G5=85 A2>9AB20 " % { I M B I C o l u m n I d / } " >1J5:B0 E r r o r C o n f i g u r a t i o n . >445@68205BAO B>;L:> 7=0G5=85 " % { v a l u e / } " . � 87<5@5=88 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " A2>9AB2> S h a r e D i m e n s i o n S t o r a g e 8<55B 7=0G5=85 S h a r e d . -B> ?>445@68205BAO B>;L:> 2 B01;8G=>< @568<5. � 5 C40;>AL A>740BL =>2CN A2O7L 4;O B01;8FK " % { T a b l e / } " , B0: :0: >=0 ?>@>6405B F8:;8G5A:CN A2O7L <564C A;54CNI8<8 B01;8F0<8: " % { C y c l e / } " . � 5 C405BAO 2K?>;=8BL >?5@0F8N A >1J5:B>< " % { n a m e / } " % { t y p e n a m e / } , ?>A:>;L:C >=0 A>7405B =5>4=>7=0G=CN A2O7L <564C AAK;>G=K<8 B01;8F0<8 " % { s t a r t n a m e / } " 8 " % { e n d n a m e / } " , GB> =54>?CAB8<> 2 B01;8G=>< @568<5. ><0=40 D D L " % { c o m m a n d n a m e / } " =5 ?>445@68205BAO 4;O >1J5:B0 " % { n a m e / } " % { t y p e n a m e / } , ?>A:>;L:C >= =0E>48BAO 2 B01;8G=>< @568<5. v !B0B8AB8G5A:0O AE5<0 =5 ?>445@68205BAO 4;O >1J5:B0 " % { n a m e / } " % { t y p e n a m e / } , ?>A:>;L:C >= =0E>48BAO 2 B01;8G=>< @568<5. � B01;8G=>< @568<5 4>;65= ACI5AB2>20BL ?CBL : =5<0B5@80;87>20==><C AAK;>G=><C 87<5@5=8N " % { r e f d i m n a m e / } " <564C " % { s t a r t n a m e / } " 8 " % { e n d n a m e / } " . o "01;8F0 " % { I W T a b l e N a m e / } " 4>;6=0 8<5BL E>BO 1K >48= 0B@81CB A B8?>< ?@82O7:8 " C o l u m n B i n d i n g " 2 @568<5 V e r t i P a q . ^ >1@01>BG8:5 70?@>A>2 ?>4A8AB5<K E@0=8;8I0 >1=0@C65=0 F5;>G8A;5==0O >?5@0F8O 45;5=8O =0 =>;L. o !1>9 ?@5>1@07>20=8O B8?0 40==KE 4;O [ T a b l e : ' % { I W T a b l e N a m e / } ' , C o l u m n : ' % { I W C o l u m n N a m e / } ' , V a l u e : ' % { v a l u e / } ' ] . � 040= =54>?CAB8<K9 845=B8D8:0B>@ O r d e r B y A t t r i b u t e I D " % { o r d e r b y / } " 2 0B@81CB5 " % { I W T a b l e N a m e / } " B01;8FK " % { I W C o l u m n N a m e / } " , C:07K20NI89 =0 0B@81CB B8?0 R o w N u m b e r . � 1J5:B " % { t y p e n a m e / } " " % { o b j e c t n a m e / } " : A2>9AB2> " O r d e r B y " 2 @568<5 V e r t i P a q <>65B 8<5BL B>;L:> 7=0G5=85 " K e y " 8;8 " A t t r i b u t e K e y " . q "01;8F0 " % { I W T a b l e N a m e / } " A>45@68B 2KG8A;O5<K9 AB>;15F " % { I W C o l u m n N a m e / } " , => =5 ?@82O70=0 =8 : >4=>9 3@C??5 <5@. [ !8=B0:A8G5A:0O >H81:0 2 2KG8A;O5<>< AB>;1F5 " % { I W C o l u m n N a m e / } " 2 B01;8F5 " % { I W T a b l e N a m e / } " . Q 54>?CAB8<>5 7=0G5=85 " % { v a l u e / } " A2>9AB20 " % { n a m e / } " >1J5:B0 E r r o r C o n f i g u r a t i o n . PA� B@81CB " % { n a m e / } " 87<5@5=8O " % { d i m n a m e / } " <>65B 8<5BL 2 :0G5AB25 7=0G5=8O " N u l l P r o c e s s i n g " B>;L:> " E r r o r " , ?>A:>;L:C MB>B 0B@81CB ?><5G5= 2 :0G5AB25 :;NG52>3> 8;8 C=8:0;L=>3>. r !1>9 :><0=4K >1=>2;5=8O B01;8FK " % { n a m e / } " , ?>A:>;L:C :><0=40 =5 C:070;0 ?@028;L=>5 :>;8G5AB2> AB>;1F>2 2 B01;8F5. � >;8G5AB2> A53<5=B>2 2 AB>;1F5 " % { C o l I d / } " >B;8G05BAO >B :>;8G5AB20 A53<5=B>2 2 A5:F88. >7<>6=>, MB> 2K720=> ?>2@5645=85< D09;0 <5B040==KE B01;8FK " % { s t r P a r t F i l e N a m e / } " . @>87>H;0 >H81:0 ?@8 A>740=88 M:75<?;O@0 >1J5:B0 " % { I n s t O b j C l a s s / } " A 8<5=5< " % { s t r O b j e c t N a m e / } " : >68405BAO @>48B5;LA:89 :;0AA >1J5:B0 " % { E x p e c t e d P a r e n t O b j C l a s s / } " , => C:070= :;0AA >1J5:B0 " % { P a s s e d P a r e n t O b j C l a s s / } " . >7<>6=>, MB> 2K720=> ?>2@5645=85< D09;0 <5B040==KE B01;8FK. � @8 A>E@0=5=88 2=54@5==KE 40==KE P o w e r P i v o t 4;O 87<5@5=8O " % { d i m n a m e / } " 2K?>;=O5BAO ?5@570?8AL ACI5AB2CNI53> D09;0 " % { f i l e n a m e / } " . [ S a v e M a s k = ' 0 x % { m s k s a v e / } ' ] [ D a t a O b j e c t S t a t e = ' % { d o s t a t e / } ' ] . -B> 2=CB@5==OO >H81:0 A5@25@0. @8 A>E@0=5=88 2=54@5==KE 40==KE P o w e r P i v o t 4;O 87<5@5=8O " % { d i m n a m e / } " >1=0@C65=> =54>?CAB8<>5 A>AB>O=85 B@0=70:F88. [ S e r v e r S t a t e = ' % { s e r v e r s t a t e / } ' ] [ C a l l e r = ' % { c a l l e r / } ' ] [ D i m e n s i o n S t a t e = ' % { d i m s t a t e / } ' ] [ T a b l e S t a t e = ' % { t a b l e s t a t e / } ' ] . -B> 2=CB@5==OO >H81:0 A5@25@0. � @>87>H;0 >H81:0 ?@8 A>740=88 M:75<?;O@0 >1J5:B0 " % { I n s t O b j C l a s s / } " : 8<O >1J5:B0 =5 <>65B 1KBL ?CABK< 4;O A5@80;87C5<KE >1J5:B>2 40==KE. >7<>6=>, MB> 2K720=> ?>2@5645=85< D09;0 <5B040==KE B01;8FK. � E>45 45A5@80;870F88 >1J5:B0 40==KE " % { O b j C l a s s / } " >1=0@C65= =5?@542845==K9 C75;. >7<>6=>, MB> 2K720=> ?>2@5645=85< D09;0 <5B040==KE B01;8FK. � 52>7<>6=> A>740BL 8<O B01;8FK " % { I W T a b l e N a m e / } " 2 B01;8G=>< @568<5, ?>A:>;L:C 2 =5< C:070=> =5A:>;L:> ?0@0<5B@>2 A>@B8@>2:8 8;8 O7K:>2KE AB0=40@B>2 4;O @07;8G=KE AB>;1F>2. � H81:0 2 E>45 45A5@80;870F88 AB>;1F0 " % { s t r C o l u m n N a m e / } " : =5>1E>48<> 2K?>;=8BL 45A5@80;870F8N AE5<K A53<5=B>2 AB>;1F>2 8 A>740BL 55 M:75<?;O@ ?5@54 A>740=85< M:75<?;O@>2 AB>;1F>2 B01;8FK. >7<>6=>, ?>2@5645= D09; <5B040==KE 4;O B01;8FK " % { s t r T a b l e N a m e / } " . * 5A>3;0A>20==>5 8<O 4;O B01;8FK " % { n a m e / } " 7 5A>3;0A>20==>5 8<O 4;O B01;8FK " % { c u b e d i m e n s i o n n a m e / } " f KG8A;O5<K9 AB>;15F " % { d i m e n s i o n / } " [ ' % { c a l c c o l u m n / } ' ] A>45@68B >?@545;5=85 =5?>445@68205<>3> D a t a S i z e . � !B>;1FK 42>8G=>3> B8?0 =52>7<>6=> 8A?>;L7>20BL 2 A2O7OE. !B>;15F " % { I W C o l u m n N a m e / } " >?@545;5= :0: 42>8G=K9 8 =5 <>65B 8A?>;L7>20BLAO 4;O A>740=8O A2O759 4;O CB>G=ONI8E 70?@>A>2 <564C B01;8F59 " % { I M B I T a b l e I d / } " 8 4@C3>9 B01;8F59. � !B>;1FK 42>8G=>3> B8?0 =52>7<>6=> 8A?>;L7>20BL 2 A2O7OE. !B>;15F " % { I W C o l u m n N a m e / } " >?@545;5= :0: 42>8G=K9 2 B01;8F5 " % { I M B I T a b l e I d / } " 8 =5 <>65B 8A?>;L7>20BLAO 4;O A>740=8O A2O78 A 4@C3>9 B01;8F59. � 52>7<>6=> 87<5=8BL 42>8G=K9 AB>;15F =0 4@C3>9 B8? 40==KE 8;8 87<5=8BL =542>8G=K9 AB>;15F =0 42>8G=K9 B8?: AB>;15F " % { I M B I C o l u m n I d / } " 2 B01;8F5 " % { I M B I T a b l e I d / } " . PAQ !2>9AB2> " % { n a m e / } " 8<55B 7=0G5=85, :>B>@>5 =5 ?>445@68205BAO 2 B01;8G=>< @568<5. v 3@C??5 <5@ " % { m g n a m e / } " >BACBAB2C5B AAK;>G=>5 87<5@5=85 4;O ACI5AB2CNI59 :>A25==>9 A2O78 A 87<5@5=85< " % { d i m n a m e / } " . g !2545=8O > B01;8F5, 2>72@0I5==K5 2A?><>30B5;L=K< C7;>< >1@01>B:8, 4>;6=K A>45@60BL E>BO 1K >4=C A5:F8N. � ;02=K9 C75; >1@01>B:8 >68405B 4@C3>5 :>;8G5AB2> A5:F89 2 >B25B5 2B>@8G=>3> C7;0 >1@01>B:8. 6840;>AL: % d { E x p C o u n t / } , 2>72@0I5=>: % d { R e t C o u n t / } . � ;02=K9 C75; >1@01>B:8 =5 >68405B MB8E A2545=89 > A5:F88 ( p a r t i t i o n I d = " % { s t r P a r t I d / } " ) 2 >B25B5 2A?><>30B5;L=>3> C7;0 >1@01>B:8. ;02=K9 C75; >1@01>B:8 4>;65= ?>;CG8BL 2A5 >68405<K5 A2545=8O > A5:F8OE 2 >B25B5 2A?><>30B5;L=>3> C7;0 >1@01>B:8 2 A>>B25BAB288 A ?>@O4:>< A5:F88 2 3;02=>9 B01;8F5. 45=B8D8:0B>@K >A=>2=KE A5:F89 I d s = " % { s t r E x p P a r t I d s / } " , ?>;CG5==K5 845=B8D8:0B>@K A5:F89 I d s = " % { s t r R e c P a r t I d s / } " . � !B>;15F " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " A>45@68B 7=0G5=85 " % { v a l u e / } " , :>B>@>5 =5 ?>445@68205BAO ( =><5@ AB@>:8 " % { l i n e / } " ) . R 5 C405BAO ?@5>1@07>20BL 7=0G5=85 " % { v a l u e / } " B8?0 % { s r c t y p e / } 2 B8? % { d e s t t y p e / } . � 5 C405BAO A>740BL 8;8 87<5=8BL A2O7L <564C 2=5H=8< :;NG52K< AB>;1F>< " % { f k t a b l e / } " [ % { f k c o l / } ] 8 ?5@28G=K< :;NG52K< AB>;1F>< " % { p k t a b l e / } " [ % { p k c o l / } ] , ?>A:>;L:C B8?K 40==KE =5A>2<5AB8<K. 5 $09;K 107K 40==KE =5 ?@>H;8 ?@>25@:C A>3;0A>20==>AB8. N 54>?CAB8<K9 0@3C<5=B. 5?>445@68205<K9 B8? 40==KE 03@530B0 4;O <5@K V e r t i P a q . � B01;8G=>< @568<5 =5 ?>445@6820NBAO 85@0@E88 B8?0 " @>48B5;8- ?>B><:8" , 0 C@>25=L " % { l e v e l / } " 2:;NG05B 2 A51O AAK;:C =0 845=B8D8:0B>@ @>48B5;LA:>3> 0B@81CB0 " % { p a r e n t p r o p e r t y i d / } " . T 85@0@E88 " % { h i e r / } " >BACBAB2C5B C@>25=L " A5" , >1O70B5;L=K9 4;O B01;8G=>3> @568<0. � !B>;15F " % { I M B I C o l u m n I d / } " B01;8FK " % { I M B I T a b l e I d / } " =5 <>65B 1KBL >1@01>B0=, ?>A:>;L:C A>45@68B 1>;55 42CE <8;;80@4>2 C=8:0;L=KE 7=0G5=89. 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A=>2=0O 25@A8O: % d { M a s t e r V e r s i o n / } , 25@A8O B@0=70:F88: % d { T x n V e r s i o n / } . � 25@A8OE B01;8F <564C B01;8F59 V e r t i p a q " % { I M B I T a b l e N a m e / } " 8 E@0=8;8I5< B01;8G=KE <5B040==KE 2>7=8:;8 =5?@542845==K5 =5A>3;0A>20==>AB8 ?>A;5 703@C7:8 <5B040==KE V e r t i p a q . 5@A8O V e r t i p a q : % d { I M B I V e r s i o n / } , 25@A8O B01;8G=KE <5B040==KE: % d { T M V e r s i o n / } . | !E5<0 V e r t i P a q 1K;0 :;>=8@>20=0 2 B@0=70:F88 V e r t i P a q , => B01;8G=0O B>G:0 A>E@0=5=8O =5 1K;0 A>740=0 2 B01;8G=>9 B@0=70:F88. � @>87>H;0 >H81:0 ?@8 ?0@0;;5;L=>< A>E@0=5=88 >1J5:B>2 40==KE V e r t i P a q 4;O AE5<K " % { S c h e m a N a m e / } " , B01;8FK " % { T a b l e N a m e / } " 8 AB>;1F0 " % { C o l u m n N a m e / } " . \ @>87>H;0 >H81:0 ?@8 ?0@0;;5;L=>9 703@C7:5 >1J5:B>2 40==KE V e r t i p a q 4;O =5A:>;L:8E >B=>H5=89{ @>87>H;0 >H81:0 ?@8 ?0@0;;5;L=>< A>E@0=5=88 >1J5:B>2 40==KE V e r t i P a q 4;O AE5<K " % { S c h e m a N a m e / } " , B01;8FK " % { T a b l e N a m e / } " . " b @>87>H;0 >H81:0 ?@8 ?0@0;;5;L=>< A>E@0=5=88 >1J5:B>2 40==KE V e r t i P a q 4;O AE5<K " % { S c h e m a N a m e / } " . " � "8? 40==KE " % { s o u r c e V a l u e T y p e / } " =5 A>>B25BAB2C5B >68405<><C B8?C 40==KE " % { c o l u m n T y p e / } " 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " , <0A:0 AB>;1F0 " % { c o l u m n M a s k / } " . � @>25@:8 A>3;0A>20==>AB8 107K 40==KE ( D B C C ) ?> A>?>AB02;5=8N A53<5=B>2 2> <=>65AB25 A5:F89 =5 ?@>945=K, p a r t I n d e x % l d { P a r t I n d e x / } 2KE>48B 70 ?@545;K 4>?CAB8<>3> 480?07>=0 [ 0 , % l d { S e g C o u n t / } ) . � !;C61K A n a l y s i s � S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5, ?>MB><C A2>9AB2C S t o r a g e M o d e 3@C??K <5@ " % { n a m e / } " <>6=> 7040BL B>;L:> 7=0G5=85 I n M e m o r y . PA� !;C61K A n a l y s i s � S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5, ?>MB><C A2>9AB2C S t o r a g e M o d e 87<5@5=8O " % { n a m e / } " <>6=> 7040BL B>;L:> 7=0G5=85 I n M e m o r y . | "01;8F0 " % { I M B I T a b l e I d / } " =5 >68405BAO :0: >A=>2=0O. "5:CI0O >?5@0F8O B@51C5B, GB>1K 2A5 B01;8FK 8<5;8 A>AB>O=85 =5>A=>2=KE. r =830 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) =5 A>45@68B 2=54@5==KE 40==KE P o w e r P i v o t , 8;8 >1=0@C65=> ?>2@5645=85 40==KE. e 5 =0945=K 2=54@5==K5 40==K5 P o w e r P i v o t 4;O 7040==>3> I t e m I d 2 :=835 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) . Q 81;8>B5:0 D L L W i n d o w s 8 C65 703@C65=0, 8 <5B>4 O f f G e m H r I n i t L i b r a r y ( ) C65 2K720=. ) 5B>4 O f f G e m H r U n I n i t L i b r a r y ( ) C65 2K720=. M > 2@5<O @01>BK A 2=54@5==K<8 40==K<8 P o w e r P i v o t ?@>87>H;0 2=CB@5==OO >H81:0. m :=835 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) =5 =0945=> ?>4:;NG5=85, A>>B25BAB2CNI55 2=54@5==K< 40==K< P o w e r P i v o t . m :=835 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) ?>2@5645=> ?>4:;NG5=85, A>>B25BAB2CNI55 2=54@5==K< 40==K< P o w e r P i v o t . � > 2@5<O 2K?>;=5=8O >?5@0F88 I m a g e L o a d 87 F a b r i c H o s t 2K7>2 DC=:F88 I D a t a b a s e B a c k u p R e a d S t r e a m : : S i z e R e m a i n i n g ( ) 25@=C; =54>?CAB8<K9 @07<5@ ?>B>:0, @02=K9 % l d { s i z e / } . &> 2@5<O 2K?>;=5=8O >?5@0F88 I m a g e L o a d 87 F a b r i c H o s t 2K7>2 DC=:F88 I D a t a b a s e B a c k u p R e a d S t r e a m : : R e a d ( ) =5 25@=C; 70?@>H5==K9 >1J5< 40==KE: 70?@>H5==K9 @07<5@ % l d { r e q S i z e / } , @07<5@ 1CD5@0 GB5=8O % l d { r e a d S i z e / } , >AB02H89AO @07<5@ % l d { r e m S i z e / } , @07<5@ ?5@2>=0G0;L=>3> ?>B>:0 % l d { i n i t S i z e / } . (> 2@5<O 2K?>;=5=8O >?5@0F88 I m a g e L o a d 87 F a b r i c H o s t 2K7>2C DC=:F88 P F M e m e S t r e a m : : W r i t e ( ) =5 C40;>AL 70?8A0BL 70?@>H5==K9 >1J5< 40==KE: 70?@>H5==K9 @07<5@ % l d { r e q S i z e / } , @07<5@ 1CD5@0 70?8A8 % l d { w r i t t e n S i z e / } , >AB02H89AO @07<5@ % l d { r e m S i z e / } , @07<5@ ?5@2>=0G0;L=>3> ?>B>:0 % l d { i n i t S i z e / } . x > 2@5<O 2K?>;=5=8O :><0=4K I m a g e L o a d 87 F a b r i c H o s t G8A;> >AB02H8EAO 109B>2 >B;8G05BAO >B =C;O ?>A;5 GB5=8O 2A5E 109B>2. � > 2@5<O 2K?>;=5=8O :><0=4K I m a g e L o a d 87 F a b r i c H o s t @07<5@K ?>B>:>2 =5 @02=K ?>A;5 GB5=8O 2A5E 109B>2 2 C?@02;O5<>< ?>B>:5 8 8E 70?8A8 2 A>1AB25==K9 ?>B>:: C?@02;O5<K9 ?>B>: 8<55B @07<5@ % l d { s o u r c e S i z e / } , A>1AB25==K9 ?>B>: 8<55B @07<5@ % l d { d e s t S i z e / } � > 2@5<O >?5@0F88 I m a g e L o a d 87 F a b r i c H o s t 2K7>2 DC=:F88 I D a t a b a s e B a c k u p R e a d S t r e a m : : S i z e R e m a i n i n g ( ) / I D a t a b a s e B a c k u p D o w n l o a d e r : : G e t T o t a l S i z e ( ) 2>72@0I05B A;8H:>< 1>;LH>9 @07<5@ ?>B>:0, @02=K9 % l d { s i z e / } . 0 5 C40;>AL >B:@KBL 2=54@5==K5 40==K5 P o w e r P i v o t . 2 5 C40;>AL 703@C78BL 2=54@5==K5 40==K5 P o w e r P i v o t . 2 5 C40;>AL A>E@0=8BL 2=54@5==K5 40==K5 P o w e r P i v o t . 9 H81:0 ?@8 >1=>2;5=88 8<5=8 2=54@5==KE 40==KE P o w e r P i v o t . 2 H81:0 ?@8 4>ABC?5 : 2=54@5==K< 40==K< P o w e r P i v o t . 0 H81:0 ?@8 70?@>A5 2=54@5==KE 40==KE P o w e r P i v o t . L 5 C40;>AL ?>4:;NG8BLAO : 2=54@5==K< 40==K< P o w e r P i v o t 4;O " % { s e r v e r n a m e / } " . # H81:0 ?@8 >B<5=5 B5:CI59 >?5@0F88. - >72@0I05B C:070==CN 40BC 2 D>@<0B5 d a t e t i m e . 5=L- '8A;> >B 1 4> 3 1 , ?@54AB02;ONI55 45=L <5AOF0. 5AOF. '8A;> >B 1 4> 1 2 , ?@54AB02;ONI55 <5AOF 2 3>4C. >4) '5BK@5E7=0G=>5 G8A;>, ?@54AB02;ONI55 3>4. Y >72@0I05B :>;8G5AB2> 548=8F ( 548=8F0 C:070=0 2 7=0G5=88 I n t e r v a l ) <564C 22>4>< 42CE 40B. D a t e 1 4 0B0 2 D>@<0B5 d a t e t i m e , ?@54AB02;ONI0O 40BC =0G0;0. D a t e 2 = 0B0 2 D>@<0B5 40BK 8 2@5<5=8, ?@54AB02;ONI0O 40BC >:>=G0=8O. =B5@20;H 48=8F0, :>B>@0O 1C45B 8A?>;L7>20BLAO 4;O 2KG8A;5=8O <564C 42C<O 40B0<8. ? @5>1@07C5B 40BC 2 B5:AB>2>< D>@<0B5 2 40BC 2 D>@<0B5 d a t e t i m e . D a t e T e x t & "5:AB>20O AB@>:0, ?@54AB02;ONI0O 40BC. 8 >72@0I05B G8A;> >B 1 4> 3 1 , ?@54AB02;ONI55 45=L <5AOF0. 0B0 0B0 2 D>@<0B5 d a t e t i m e . L >72@0I05B 40BC, >BAB>OICN =0 7040==>5 :>;8G5AB2> <5AOF52 >B =0G0;L=>9 40BK. 5AOFK& '8A;> <5AOF52 4> 8;8 ?>A;5 s t a r t _ d a t e . S t a r t D a t e PA4 0B0 2 D>@<0B5 d a t e t i m e , ?@54AB02;ONI0O 40BC =0G0;0. _ >72@0I05B 2 D>@<0B5 d a t e t i m e 40BC ?>A;54=53> 4=O <5AOF0 4> 8;8 ?>A;5 C:070==>3> G8A;0 <5AOF52. 5AOFK& '8A;> <5AOF52 4> 8;8 ?>A;5 s t a r t _ d a t e . S t a r t D a t e 0B0 =0G0;0 2 D>@<0B5 d a t e t i m e . C >72@0I05B G0A 2 2845 G8A;0 >B 0 ( ?>;=>GL) 4> 2 3 ( 1 1 G0A>2 25G5@0) . 0B0/ @5<O ( D a t e T i m e ) P =0G5=85 d a t e t i m e 8;8 B5:AB 2 D>@<0B5 2@5<5=8, =0?@8<5@ 1 6 : 4 8 : 0 0 8;8 4 : 4 8 : 0 0 P M . 3 >72@0I05B G8A;> >B 0 4> 5 9 , ?@54AB02;ONI55 <8=CBK. 0B0/ @5<O ( D a t e T i m e ) P =0G5=85 d a t e t i m e 8;8 B5:AB 2 D>@<0B5 2@5<5=8, =0?@8<5@ 1 6 : 4 8 : 0 0 8;8 4 : 4 8 : 0 0 P M . E >72@0I05B G8A;> >B 1 ( O=20@L) 4> 1 2 ( 45:01@L) , ?@54AB02;ONI55 <5AOF. 0B0 0B0 2 D>@<0B5 d a t e t i m e . 3 >72@0I05B B5:CICN 40BC 8 2@5<O 2 D>@<0B5 d a t e t i m e . PA4 >72@0I05B G8A;> >B 0 4> 5 9 , ?@54AB02;ONI55 A5:C=4K. 0B0/ @5<O ( D a t e T i m e ) W @5<O 2 D>@<0B5 d a t e t i m e 8;8 B5:AB 2 D>@<0B5 2@5<5=8, =0?@8<5@ 1 6 : 4 8 : 2 3 8;8 4 : 4 8 : 4 7 P M . c @5>1@07C5B 7040==K5 G8A;>2K5 7=0G5=8O G0A>2, <8=CB 8 A5:C=4 2 7=0G5=85 2@5<5=8 2 D>@<0B5 d a t e t i m e . G0A& '8A;> >B 0 4> 2 3 , ?@54AB02;ONI55 G0AK. 8=CB0( '8A;> >B 0 4> 5 9 , ?@54AB02;ONI55 <8=CBK. B>@. ) '8A;> >B 0 4> 5 9 , ?@54AB02;ONI55 A5:C=4K. B @5>1@07C5B 2@5<O 2 B5:AB>2>< D>@<0B5 2> 2@5<O 2 D>@<0B5 d a t e t i m e . T i m e T e x t W "5:AB>20O AB@>:0, 7040NI0O 2@5<O. 0==K5 > 40B5, A>45@60I85AO 2 AB@>:5, =5 CG8BK20NBAO. + >72@0I05B B5:CICN 40BC 2 D>@<0B5 d a t e t i m e . : >72@0I05B B5:CI85 40BC 8 2@5<O, 2K@065==K5 2 D>@<0B5 U T C . 2 >72@0I05B B5:CICN 40BC, 2K@065==CN 2 D>@<0B5 U T C . = >72@0I05B G8A;> >B 1 4> 7 , C:07K20NI55 45=L =545;8 4;O 40BK. 0B0 0B0 2 D>@<0B5 d a t e t i m e .
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C o l u m n N a m e + A c o l u m n f r o m a n o t h e r t a b l e i n t h e c o n t e x t . "01;8F0* A n e x p r e s s i o n t h a t d e f i n e s t h e t a b l e d a t a . PA o KG8A;O5<K9 AB>;15F " % { d i m e n s i o n / } [ % { c a l c c o l u m n / } ] " A>45@68B A8=B0:A8G5A:CN >H81:C. #:068B5 4>?CAB8<CN D>@<C;C. 1 1=0@C65=0 F8:;8G5A:0O 7028A8<>ABL: % { s t r C y c l e / } . % 5 C40;>AL =09B8 B01;8FC " % { t a b l e / } " . s !B>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " =5 C405BAO >1=0@C68BL, 8;8 53> =5 C405BAO 8A?>;L7>20BL 2 MB>< 2K@065=88. ] !B>;15F " % { c o l u m n / } " =5 C405BAO >1=0@C68BL, 8;8 53> =5 C405BAO 8A?>;L7>20BL 2 MB>< 2K@065=88. � $C=:F8O " % { f u n c t i o n / } " 8A?>;L7>20;0AL 2 ;>38G5A:>< 2K@065=88 ( T r u e / F a l s e ) , :>B>@>5 8A?>;L7C5BAO :0: 2K@065=85 D8;LB@0 B01;8FK. "0:>5 8A?>;L7>20=85 =54>?CAB8<>. � K@065=85 A>45@68B =5A:>;L:> AB>;1F>2, => B>;L:> >48= <>65B 8A?>;L7>20BLAO 2 ;>38G5A:>< 2K@065=88 ( T r u e / F a l s e ) , 8A?>;L7C5<>< :0: 2K@065=85 D8;LB@0 B01;8FK. � ;>38G5A:>< 2K@065=88 =5 C:070= AB>;15F. 064>5 ;>38G5A:>5 2K@065=85 ( T r u e / F a l s e ) , 8A?>;L7C5<>5 2 :0G5AB25 2K@065=8O D8;LB@0 B01;8FK, 4>;6=> AAK;0BLAO @>2=> =0 >48= AB>;15F. )A5 0@3C<5=BK 2 ?@545;0E DC=:F88 A L L E X C E P T 4>;6=K 1KBL A2O70=K A B01;8F59, 8A?>;L7C5<>9 2 :0G5AB25 ?5@2>3> 0@3C<5=B0, 8;8 A>45@60BLAO 2 MB>9 B01;8F5. A;8 ACI5AB2C5B A2O7L " >48= :> <=>38<" , B> B01;8F0, 8A?>;L7C5<0O 2 :0G5AB25 ?5@2>3> 0@3C<5=B0, 4>;6=0 @0A?>;030BLAO =0 AB>@>=5 " <=>385" MB>9 A2O78. � K@065=85, C:070==>5 2 :0G5AB25 0@3C<5=B0 DC=:F88 A L L E X C E P T , 2:;NG05B 2A5 AB>;1FK B01;8FK, ?>MB><C @57C;LB0BK =5 1C4CB 2>72@0I5=K. #:068B5 <5=LH55 G8A;> AB>;1F>2. � K@065=85 2K7K205B >1J5:B, >?@545;5==K9 A ?><>ILN 2KG8A;O5<>3> M;5<5=B0 M D X 8;8 A:@8?B0. "0:85 >1J5:BK =5 ?>445@6820NBAO 2 2K@065=8OE D A X . h K@065=85 AAK;05BAO =0 =5A:>;L:> AB>;1F>2. 5A:>;L:> AB>;1F>2 =5;L7O ?@5>1@07>20BL 2 A:0;O@=>5 7=0G5=85.
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C MB>< :>=B5:AB5 =5 4>?CA:05BAO ?>;=>5 8<O " % { t a b l e / } [ % { c o l u m n / } ] " . � @3C<5=B 8;8 DC=:F8O " % { n a m e / } " 8<55B =5?@028;L=K9 B8? 40==KE, ;81> @57C;LB0B 8<55B A;8H:>< 1>;LH>9 8;8 A;8H:>< <0;5=L:89 @07<5@. A;8 ?@54?>;0305BAO, GB> 0@3C<5=B O2;O5BAO 40B>9, MB0 40B0 4>;6=0 =0E>48BLAO <564C 1 <0@B0 1 9 0 0 3. 8 3 1 45:01@O 9 9 9 9 3. : 57C;LB0B DC=:F88 " % { n a m e / } " A;8H:>< 25;8: ( ?5@5?>;=5=85) . ; 57C;LB0B DC=:F88 " % { n a m e / } " A;8H:>< <0; ( ?>B5@O B>G=>AB8) . < @8 2KG8A;5=88 DC=:F88 " % { n a m e / } " 2K?>;=5=> 45;5=85 =0 =>;L. 3 5 C:070= >1O70B5;L=K9 0@3C<5=B DC=:F88 " % { n a m e / } " . T @3C<5=B DC=:F88 " % { n a m e / } " 8<55B =5?@028;L=K9 B8? 40==KE 8;8 =54>?CAB8<>5 7=0G5=85. � @3C<5=B 8;8 DC=:F8O " % { n a m e / } " 8<55B =5?@028;L=K9 B8? 40==KE, ;81> @57C;LB0B 8<55B A;8H:>< 1>;LH>9 8;8 A;8H:>< <0;5=L:89 @07<5@. E @8 2KG8A;5=88 DC=:F88 " % { n a m e / } " >1=0@C65=0 AAK;:0 =0 480?07>= N U L L . O @8 2KG8A;5=88 DC=:F88 " % { n a m e / } " 22545=> =54>?CAB8<>5 8<O DC=:F88 8;8 >1J5:B0. PA> @8 2KG8A;5=88 DC=:F88 " % { n a m e / } " C:070=0 =54>?CAB8<0O AAK;:0. 1=0@C65=> 45;5=85 =0 =>;L. F DC=:F88 A L L / A L L N O B L A N K R O W <>65B 1KBL B>;L:> >48= B01;8G=K9 0@3C<5=B. Y A5 0@3C<5=BK- AB>;1FK DC=:F88 A L L / A L L N O B L A N K R O W / A L L S E L E C T E D 4>;6=K 1KBL 87 >4=>9 B01;8FK. @ MB>9 DC=:F88 =5 4>?CA:0NBAO 0@3C<5=BK 4;O 40BK >:>=G0=8O 3>40. Y :0G5AB25 0@3C<5=B0 4;O 40BK >:>=G0=8O 3>40 4>?CA:05BAO B>;L:> ?>AB>O==>5 7=0G5=85 40BK. j $C=:F88 D a t e s B e t w e e n 8 D a t e s I n P e r i o d ?@8=8<0NB 2 :0G5AB25 ?5@2>3> 0@3C<5=B0 B>;L:> AAK;:C =0 AB>;15F 40BK. F $C=:F8O " % { f u n c t i o n / } " @01>B05B B>;L:> A =5?@5@K2=K<8 480?07>=0<8 40B. p KG8A;O5<K9 AB>;15F " % { d i m e n s i o n / } [ % { c a l c c o l u m n / } ] " =5 <>65B 8A?>;L7>20BLAO 2 :0G5AB25 ?5@28G=>3> :;NG0 B01;8FK. r 2K7>25 DC=:F88 " % { f u n c t i o n / } " C:070=> B01;8G=>5 2K@065=85, A>45@60I55 =5A:>;L:> AB>;1F>2. -B> =5 ?>445@68205BAO. W B>@>9 8 B@5B89 0@3C<5=B DC=:F88 I F 8<5NB @07;8G=K5 B8?K 40==KE. -B> =5 ?>445@68205BAO. � 5 C405BAO >?@545;8BL 7=0G5=85 4;O AB>;1F0 " % { c o l u m n / } " . !B>;15F " % { c o l u m n / } " =5 ACI5AB2C5B, ;81> >BACBAB2C5B B5:CI0O AB@>:0 4;O AB>;1F0 A 8<5=5< " % { c o l u m n / } " . Z 5 C40;>AL @07@5H8BL 8<O " % { n a m e / } " . -B> =54>?CAB8<>5 8<O B01;8FK, ?5@5<5==>9 8;8 DC=:F88. s 2K7>25 DC=:F88 " % { f u n c t i o n / } " C:070= AB>;15F 40BK, A>45@60I89 ?>2B>@ONI85AO 7=0G5=8O 40BK. -B> =5 ?>445@68205BAO. R 2K7>25 DC=:F88 " % { f u n c t i o n / } " C:070= B8? 8=B5@20;0 " D A Y " . -B> =5 ?>445@68205BAO. ] !B>;15F, C:070==K9 2 2K7>25 DC=:F88 " % { f u n c t i o n / } " , =5 8<55B B8? D A T E . -B> =5 ?>445@68205BAO. H :0G5AB25 0@3C<5=B0 DC=:F88 R E L A T E D >68405BAO ?>;=0O AAK;:0 =0 AB>;15F. -B> 2K@065=85 D A X =54>?CAB8<>. Q 5 C405BAO A>740BL <5@C " % { n a m e / } " , B0: :0: C65 ACI5AB2C5B AB>;15F A MB8< 8<5=5<. � K@065=85 AAK;05BAO =0 AB>;15F " % { t a b l e / } " [ % { c o l u m n / } ] , :>B>@K9 =5 A>45@68B 40==KE, ?>A:>;L:C 4;O =53> B@51C5BAO ?>2B>@=>5 2KG8A;5=85 8;8 >1=>2;5=85. � 0?@>A AAK;05BAO =0 2KG8A;O5<K9 AB>;15F " % { t a b l e / } " [ % { c o l u m n / } ] , :>B>@K9 =5 A>45@68B 40==KE, ?>A:>;L:C 2 53> 2K@065=88 5ABL >H81:0. � 0?@>A AAK;05BAO =0 2KG8A;O5<K9 AB>;15F " % { t a b l e / } " [ % { c o l u m n / } ] , :>B>@K9 =5 A>45@68B 40==KE, ?>A:>;L:C 2 E>45 2KG8A;5=8O >4=>9 87 53> AB@>: ?@>87>H;0 >H81:0. � 0?@>A AAK;05BAO =0 AB>;15F " % { t a b l e / } " [ % { c o l u m n / } ] , :>B>@K9 7028A8B >B 4@C3>3> AB>;1F0, A2O78 8;8 <5@K, =0E>4OI8EAO 2 =54>?CAB8<>< A>AB>O=88. >?>;=8B5;L=K5 A2545=8O: " % { m e s s a g e / } " . G $C=:F8O % { f u n c t i o n / } =5 <>65B @01>B0BL A> 7=0G5=8O<8 B8?0 % { d a t a t y p e / } . = 1=0@C65=> =54>?CAB8<>5 G8A;>2>5 ?@54AB02;5=85 7=0G5=8O 40BK. S 57C;LB0B ?@5>1@07>20=8O 8;8 0@8D<5B8G5A:>9 >?5@0F88 A;8H:>< 25;8: 8;8 A;8H:>< <0;. K 7040==>< B5:AB5 =5 =0945= 8A:><K9 B5:AB, ?5@540==K9 2 DC=:F8N " % { n a m e / } " . U $C=:F8O " % { n a m e / } " >1=0@C68;0 B5:AB, 4;8=0 :>B>@>3> ?@52KH05B <0:A8<0;L=> 4>?CAB8<CN. ^ >A;54=89 0@3C<5=B 4>;65= 1KBL >4=8< 87 A;54CNI8E :;NG52KE A;>2: D A Y , M O N T H , Q U A R T E R 8;8 Y E A R . � 5@0 " % { d e p t a b l e / } " [ % { d e p c o l u m n / } ] 7028A8B >B 4@C3>9 <5@K A 8<5=5< " % { s r c t a b l e / } " [ % { s r c c o l u m n / } ] , :>B>@0O A>45@68B >H81:C: % { e r r o r / } � 5@0 " % { d e p t a b l e / } " [ % { d e p c o l u m n / } ] 7028A8B >B 4@C3>9 <5@K A 8<5=5< " % { s r c t a b l e / } " [ % { s r c c o l u m n / } ] , :>B>@0O A>45@68B >H81:C 7028A8<>AB8. = H81:0 2KG8A;5=8O 2 AB>;1F5 ' % { d i m e n s i o n / } ' [ % { c a l c c o l u m n / } ] : 3 H81:0 2KG8A;5=8O 2 <5@5 ' % { t a b l e / } ' [ % { m e a s u r e / } ] : U $C=:F8O " % { f u n c / } " =5 <>65B 4>1028BL AB>;15F [ % { c o l u m n / } ] , B0: :0: >= C65 ACI5AB2C5B. f $C=:F8O % { f u n c N a m e / } =5 ?>72>;O5B A>740BL 420 AB>;1F0 A >4=8< 8 B5< 65 8<5=5< ' % { t a b l e / } ' [ % { c o l u m n / } ] . m 54>?CAB8<>5 :>;8G5AB2> 0@3C<5=B>2. $C=:F8O % { f u n c N a m e / } 4>;6=0 8<5BL 7=0G5=85 4;O :064>3> 7040==>3> AB>;1F0. g 54>?CAB8<>5 :>;8G5AB2> ?0@0<5B@>2. $C=:F8O S W I T C H 4>;6=0 8<5BL 7=0G5=85 4;O :064>3> 7040==>3> CA;>28O. Q $C=:F8O % { f u n c N a m e / } >68405B 8<O AB>;1F0 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . W $C=:F8O % { f u n c N a m e / } >68405B AAK;:C =0 AB>;15F 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . i ;O AB>;1F0 " % { c o l N a m e / } " , 4>102;O5<>3> DC=:F859 " % { f u n c N a m e / } " , 4>;6=> 1KBL C:070=> A:0;O@=>5 2K@065=85. 0 0@0<5B@ % { p a r a m N a m e / } =5 C?><8=05BAO 2 70?@>A5. 9 5@5<5==0O [ % { v a r N a m e / } ] =5 8<55B >?@545;5==>3> 7=0G5=8O. . H81:0 2KG8A;5=8O 2 ?5@5<5==>9 [ % { v a r N a m e / } ] : Q 0@0<5B@, :>B>@K9 ?5@5>?@545;O5B ?5@5<5==CN [ % { v a r N a m e / } ] , =5 O2;O5BAO A:0;O@=K<. B 5@5<5==0O % { v a r N a m e E s c a p e d / } 8<55B =58725AB=K9 B8? ' % { v a r T y p e / } ' . \ :>=B5:AB5 D8;LB@0 =5;L7O 8A?>;L7>20BL B01;8G=K5 2K@065=8O, A>45@60I85 ?@><56CB>G=K5 8B>38. Q 52>7<>6=> C:070BL 107>2CN B01;8FC 2 70?@>A5 E V A L U A T E , B0: :0: >=0 =5 >?@545;5=0. m !B>;15F ?>8A:0 " % { n a m e / } " 4;O DC=:F88 L O O K U P V A L U E =5 ACI5AB2C5B 2 B01;8F5, 345 =0E>48BAO AB>;15F @57C;LB0B>2. S $C=:F8O " % { f u n c / } " ?@8=8<05B 2 :0G5AB25 0@3C<5=B0 B>;L:> ?@>ABCN AAK;:C =0 AB>;15F. [ $C=:F8O L O O K U P V A L U E 4>;6=0 8<5BL ?0@K AB>;1F0 D8;LB@>2 8 A>>B25BAB2CNI53> :@8B5@8O D8;LB@0. K K@065=85, 7040==>5 2 70?@>A5, =5 O2;O5BAO 4>?CAB8<K< B01;8G=K< 2K@065=85<. R !B>;15F " % { c o l u m n / } " , 7040==K9 2 DC=:F88 " % { f u n c / } " , =5 =0945= 2> 2E>4=>9 B01;8F5. B !B>;15F " % { c o l u m n / } " 7040= 2 DC=:F88 " % { f u n c / } " 1>;55 >4=>3> @070. y >;8G5AB2> 2K@065=89, C:070==KE 2 ?@54;>65=88 S T A R T A T , =5 <>65B 1KBL 1>;LH5 :>;8G5AB20 2K@065=89 2 ?@54;>65=88 O R D E R B Y . @ 5@2K9 0@3C<5=B DC=:F88 " % { f u n c t i o n / } " 4>;65= C:07K20BL AB>;15F. g $C=:F8O ' % { f u n c / } ' =5 <>65B 4>1028BL AB>;15F % { c o l u m n / } , B0: :0: AB>;15F A B0:8< 8<5=5< C65 ACI5AB2C5B. l $C=:F8O S U M M A R I Z E ?>445@68205B B>;L:> >4=C 3@C??C AB>;1F>2 ?>4KB>3>2, 7040==KE A ?><>ILN ?@54;>65=8O R O L L U P . Y 5?@542845==>5 7=0G5=85 0@3C<5=B0 T I E S 2 DC=:F88 R A N K X . >?CAB8<K5 7=0G5=8O: S K I P , D E N S E . Q $C=:F8O % { f u n c / } ?@8=8<05B 2 :0G5AB25 2B>@>3> 0@3C<5=B0 B>;L:> AAK;:C =0 AB>;15F. d $C=:F8O I s S u b t o t a l <>65B 8A?>;L7>20BLAO B>;L:> 2 2K@065=88 AB>;1F0, 4>102;O5<>3> DC=:F859 S u m m a r i z e . PAB 52>7<>6=> @07@5H8BL =5>4=>7=0G=CN AAK;:C =0 AB>;15F [ % { c o l u m n / } ] . M 52>7<>6=> @07@5H8BL =5>4=>7=0G=CN AAK;:C =0 AB>;15F ' % { t a b l e / } ' [ % { c o l u m n / } ] . : "8? ?0@0<5B@0 % { p a r a m N a m e / } =5 A>>B25BAB2C5B B8?C AB>;1F0. K "01;8G=K5 ?0@0<5B@K =5 ?>445@6820NBAO 2 >F5=>G=KE D A X - 70?@>A0E ( E v a l u a t e ) . � 5?@542845==>5 7=0G5=85 0@3C<5=B0 O R D E R 2 DC=:F88 % { f u n c N a m e / } . A?>;L7C9B5 0 / F A L S E / D E S C 4;O C?>@O4>G5=8O ?> C1K20=8N 8 1 / T R U E / A S C 4;O C?>@O4>G5=8O ?> 2>7@0AB0=8N. \ F5=>G=K5 D A X - 70?@>AK ( E v a l u a t e ) ?@8<5=8<K B>;L:> : 1070< 40==KE, A>45@60I8< @>2=> >48= :C1. � [ % { c o l u m n / } ] =5 O2;O5BAO 4>?CAB8<>9 AAK;:>9 =0 AB>;15F B01;8FK. #:068B5 8<O B01;8FK ?5@54 8<5=5< AB>;1F0 8;8 8A?@02LB5 8<O AB>;1F0. � ;O :064>3> 7=0G5=8O 2 ' % { t a b l e 1 / } ' [ % { c o l u m n 1 / } ] 4>;6=> 1KBL B> 65 A0<>5 7=0G5=85 2 ' % { t a b l e 2 / } ' [ % { c o l u m n 2 / } ] . =0G5=85 ' % { i d v a l u e / } ' 8<55B =5A:>;L:> 7=0G5=89. !B>;1FK, C:070==K5 2 DC=:F88 P A T H , 4>;6=K 1KBL 87 >4=>9 B01;8FK, 8<5BL >48= 8 B>B 65 B8? 40==KE, 8 MB>B B8? 40==KE 4>;65= 1KBL I N T E G E R 8;8 T E X T . 525@=> AAK;0BLAO =0 >48= AB>;15F 42064K. !B>;1FK ' % { t a b l e 1 / } ' [ % { c o l u m n 1 / } ] 8 ' % { t a b l e 2 / } ' [ % { c o l u m n 2 / } ] =5 C4>2;5B2>@ONB MB8< B@51>20=8O<. � =0G5=85 ' % { i d v a l u e / } ' 2 ' % { t a b l e 1 / } ' [ % { c o l u m n 1 / } ] 4>;6=> B0:65 ACI5AB2>20BL 2 ' % { t a b l e 2 / } ' [ % { c o l u m n 2 / } ] . >102LB5 =54>AB0NI85 40==K5 8 ?>?@>1C9B5 5I5 @07. s $C=:F8O P A T H >1=0@C68;0 A;54CNI89 F8:; ' % { l o o p / } ' 2 AB>;1F0E ' % { t a b l e 1 / } ' [ % { c o l u m n 1 / } ] 8 ' % { t a b l e 2 / } ' [ % { c o l u m n 2 / } ] . � $C=:F8O P A T H =5 <>65B @01>B0BL A> 7=0G5=8O<8, A>45@60I8<8 7=0: 25@B8:0;L=>9 G5@BK ( " | " ) ( =0?@8<5@, A ' % { i n c o m p a t v a l u e / } ' ) , ?>B><C GB> MB>B 7=0: 8A?>;L7C5BAO 2 :0G5AB25 @0745;8B5;O 2 2>72@0I05<>< ?CB8. � >A;54=8< 0@3C<5=B>< 4;O DC=:F88 P a t h I t e m 8;8 P a t h I t e m R e v e r s e 4>;65= 1KBL 0 4;O B8?0 " T E X T " 8;8 1 4;O " I N T E G E R " . >6=> B0:65 8A?>;L7>20BL A;>20 ' T E X T ' 8 ' I N T E G E R ' . j 5@2K9 8 2B>@>9 0@3C<5=BK DC=:F88 I F E R R O R 8<5NB @07=K5 B8?K 40==KE. "0:>5 8A?>;L7>20=85 =5 ?>445@68205BAO. s !B>;15F ?>8A:0 ' % { n a m e / } ' 4;O DC=:F88 % { f u n c N a m e / } 8<55B B8? T e x t , 0 A>>B25BAB2CNI55 8A:><>5 7=0G5=85 =5 B8?0 T e x t . 8 H81:0 2KG8A;5=8O 2 2KG8A;O5<>9 B01;8F5 ' % { d i m e n s i o n / } ' : x $C=:F8O % { f u n c N a m e / } >68405B ?>;=CN AAK;:C =0 AB>;15F 2 :0G5AB25 =><5@0 0@3C<5=B0 % { i A r g / } ?@8 8A?>;L7>20=88 2 E V A L U A T E . T $C=:F8O % { f u n c N a m e / } =5 <>65B @0=68@>20BL =5B5:AB>2K5 7=0G5=8O 2 B5:AB>2KE <0AA820E. ? 5 C405BAO >?@545;8BL B01;8FC, A>45@60ICN AB>;15F [ % { c o l u m n / } ] . ^ 5 =0945=0 A2O7L A 845=B8D8:0B>@>< ' % { r e l a t i o n s h i p / } ' 2 B01;8F5 A 845=B8D8:0B>@>< ' % { t a b l e / } ' . m !B>;15F ?>8A:0 ' % { n a m e / } ' 4;O L O O K U P D E C I S I O N T A B L E =5 ACI5AB2C5B 2 B01;8F5, 345 =0E>48BAO AB>;15F @57C;LB0B>2. M A5 @57C;LB0BK 2K@065=89 8 2K@065=8O e l s e 4>;6=K 8<5BL >48=0:>2K9 B8? 40==KE. � $C=:F8O A L L S E L E C T E D 157 ?0@0<5B@>2 =5 <>65B 8A?>;L7>20BLAO :0: B01;8G=>5 2K@065=85. =0 <>65B ?>O28BLAO B>;L:> :0: D8;LB@ 2 C A L C U L A T E . V $C=:F8O % { f u n c N a m e / } ?@8=8<05B 2 :0G5AB25 0@3C<5=B0 % { i A r g / } B>;L:> AAK;:C =0 AB>;15F. 5?@542845==K9 B8? :>=AB0=BK. � 0?@>A AAK;05BAO =0 85@0@E8N " % { t a b l e / } " [ % { h i e r a r c h y / } ] , :>B>@0O =5 A>45@68B 40==KE, ?>A:>;L:C B@51C5B >1@01>B:8 8;8 >1=>2;5=8O. � 0?@>A AAK;05BAO =0 85@0@E8N " % { t a b l e / } " [ % { h i e r a r c h y / } ] , :>B>@0O 7028A8B >B AB>;1F0, A2O78 8;8 <5@K, =0E>4OI8EAO 2 =54>?CAB8<>< A>AB>O=88. u 5 C40;>AL =09B8 ?>;L7>20B5;LA:CN 85@0@E8N A 845=B8D8:0B>@>< " % { h i e r a r c h y / } " 2 B01;8F5 A 845=B8D8:0B>@>< " % { t a b l e / } " . PAn 5 C40;>AL =09B8 85@0@E8N 0B@81CB>2 A 845=B8D8:0B>@>< " % { h i e r a r c h y / } " 2 B01;8F5 A 845=B8D8:0B>@>< " % { t a b l e / } " . ] $C=:F8O R O L L U P <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@0E g r o u p B y _ C o l u m n N a m e DC=:F88 S U M M A R I Z E . A $C=:F8O R O L L U P G R O U P <>65B 8A?>;L7>20BLAO B>;L:> 2 DC=:F88 R O L L U P . H $C=:F8O U S E R E L A T I O N S H I P <>65B 8A?>;L7>20BLAO B>;L:> 2 DC=:F88 C A L C U L A T E . ] $C=:F8O U S E R E L A T I O N S H I P <>65B 8A?>;L7>20BL B>;L:> 425 AAK;:8 =0 AB>;1FK, CG0AB2CNI85 2 A2O78. P @54;>65=85 U S E R E L A T I O N S H I P 8;8 C R O S S F I L T E R =5 <>65B 1KBL 2;>65=> 1>;LH5 1 0 @07. P 564C " % { t a b l e 1 / } " 8 " % { t a b l e 2 / } " : % { p a t h 1 / } 8 % { p a t h 2 / } 5ABL =5>4=>7=0G=K5 ?CB8U H81:0 2KG8A;5=8O 2 A l l o w e d R o w s E x p r e s s i o n 4;O B01;8FK " % { t a b l e / } " A @>;LN " % { r o l e / } " . � $C=:F88 C U S T O M D A T A , U S E R N A M E , U S E R C U L T U R E 8 U S E R P R I N C I P A L N A M E =5 ?>445@6820NBAO 2 2KG8A;O5<KE B01;8F0E 8;8 AB>;1F0E. -B8 DC=:F88 <>6=> 8A?>;L7>20BL B>;L:> 2 M e a s u r e s 8;8 A l l o w e d R o w s E x p r e s s i o n . F $C=:F88 U s e R e l a t i o n s h i p ( ) 8 C r o s s F i l t e r ( ) =54>ABC?=K 2 MB>< :>=B5:AB5. � $C=:F88 U s e R e l a t i o n s h i p ( ) 8 C r o s s F i l t e r ( ) =5 <>3CB 8A?>;L7>20BLAO ?@8 70?@>A5 " % { t a b l e 1 / } " 87- 70 >3@0=8G5=8O A> AB>@>=K 157>?0A=>AB8 C@>2=O AB@>:, >?@545;5==>3> 2 B01;8F5 " % { t a b l e 2 / } " 8;8 2 A2O70==KE B01;8F0E. f K@065=85 157>?0A=>AB8 =0 C@>2=5 AB@>:, >?@545;5==>5 4;O B01;8FK " % { t a b l e / } " , =5 8<55B B8? T r u e / F a l s e . � @>87>H;0 >H81:0 ?@8 2KG8A;5=88 2K@065=8O 157>?0A=>AB8 =0 C@>2=5 AB@>:, >?@545;5==>3> 2 B01;8F5 " % { t a b l e / } " . !>>1I5=85 >1 >H81:5: % { e r r o r / } � $C=:F8N K E E P F I L T E R S <>6=> 8A?>;L7>20BL B>;L:> 2 :0G5AB25 0@3C<5=B0 D8;LB@0 2KAH53> C@>2=O C A L C U L A T E 8 C A L C U L A T E T A B L E , ;81> A B01;8G=K< 0@3C<5=B>< DC=:F88, 2K?>;=ONI59 ?@>A<>B@ B01;8FK. V $C=:F8N S A M P L E <>6=> 8A?>;L7>20BL B>;L:> A =5>B@8F0B5;L=K< 0@3C<5=B>< @07<5@0 2K1>@:8. : 5 <>65B O2=> AAK;0BLAO =0 R o w N u m b e r 2 @568<5 D i r e c t Q u e r y . U !?5F80;L=K9 D;03 =54>?CAB8< 2 :0G5AB25 0@3C<5=B0 =><5@0 % l d { a r g / } DC=:F88 " % { f u n c / } " . k $C=:F8O " % { f u n c / } " =5 <>65B 1KBL 8A?>;L7>20=0 A> AB>;1F0<8 4>102;5==K<8 DC=:F8O<8 A D D C O L U M N S 8;8 S U M M A R I Z E . � K@065=85 AAK;05BAO =0 A2O7L <564C " % { F K T a b l e / } " [ % { F K C o l u m n / } ] 8 " % { P K T a b l e / } " [ % { P K C o l u m n / } ] , 345 =5B 40==KE, ?>A:>;L:C B@51C5BAO ?>2B>@=>5 2KG8A;5=85. � 0?@>A AAK;05BAO =0 A2O7L <564C " % { F K T a b l e / } " [ % { F K C o l u m n / } ] 8 " % { P K T a b l e / } " [ % { P K C o l u m n / } ] , :>B>@0O 7028A8B >B AB>;1F0, =0E>4OI53>AO 2 =54>?CAB8<>< A>AB>O=88. Z &8:;8G5A:0O A2O7L, >E20BK20NI0O B01;8FK " % { t a b l e s / } " , 1K;0 >1=0@C65=0 2 B5:CI5< :>=B5:AB5. I ;O >1=0@C65=8O A2545=89 > 7028A8<>ABOE ?>445@68205BAO B>;L:> 70?@>A D A X . m ;LB5@=0B82=K9 @57C;LB0B, 2>72@0I05<K9 2 A;CG0OE 45;5=8O =0 =C;L, 4>;65= 1KBL :>=AB0=B=K< G8A;>2K< 7=0G5=85<. � =>3><5@=0O <>45;L A>45@68B >1J5:BK, :>B>@K5 =5 <>3CB 1KBL 2K@065=K 2 B01;8G=>< ?@54AB02;5=88. 5 C405BAO A>740BL B01;8FC " % { t a b l e n a m e / } " , ?>A:>;L:C >=0 C65 ?@8ACBAB2C5B 2 <>45;8. ! =>3><5@=0O <>45;L A>45@68B >1J5:BK, :>B>@K5 =5 <>3CB 1KBL 2K@065=K 2 B01;8G=>< ?@54AB02;5=88. 5@0 " % { m e a s u r e / } " C65 CB25@645=0 2 :0G5AB25 7=0G5=8O :;NG52>3> ?>:070B5;O MDD5:B82=>AB8 " % { K P I 1 / } " ; 2 :;NG52>< ?>:070B5;5 MDD5:B82=>AB8 " % { K P I 2 / } " MB0 <5@0 =5 <>65B 8A?>;L7>20BLAO :0: 7=0G5=85. B 5 C405BAO A>740BL <5@C D A X " [ % { m e a s u r e / } ] " 2 <=>3><5@=KE <>45;OE. � !B>;15F [ % { n a m e / } ] O2;O5BAO G0ABLN A>AB02=>3> :;NG0, => =5 2A5 AB>;1FK A>AB02=>3> :;NG0 2:;NG5=K 2 2K@065=85 8;8 2 53> 7028A8<>5 2K@065=85. D $C=:F8O P A T H A8AB5<K D A X =5 <>65B ?@8<5=OBLAO : <=>3><5@=K< <>45;O<. � 5@K D A X ?>445@6820NBAO, B>;L:> 5A;8 A;C61K A n a l y s i s S e r v i c e s =0E>4OBAO 2 B01;8G=>< @568<5 8;8 5A;8 <5@K >?@545;5=K 2 8=AB@C:F88 E v a l u a t e D A X ?@8 2K?>;=5=88 70?@>A0 : <=>3><5@=K< <>45;O<. = =AB@C:F8O E v a l u a t e =5 <>65B 2>72@0I0BL B01;8FK 157 AB>;1F>2. PA� "01;8G=K5 <5B040==K5 8 70?@>AK D A X =5 ?>445@6820NBAO, 5A;8 2 A50=A5 8<55BAO =570D8:A8@>20==0O B@0=70:F8O. ;O ?>;CG5=8O 4>?>;=8B5;L=KE A2545=89 >1@0B8B5AL : 04<8=8AB@0B>@C. � "01;8G=K5 <5B040==K5 8 70?@>AK D A X =5 ?>445@6820NBAO, 5A;8 4;O A50=A0 >?@545;5=0 157>?0A=>ABL OG59:8. ;O ?>;CG5=8O 4>?>;=8B5;L=KE A2545=89 >1@0B8B5AL : 04<8=8AB@0B>@C. � "01;8G=K5 <5B040==K5 8 70?@>AK D A X =5 ?>445@6820NBAO, 5A;8 4;O MB>3> A50=A0 8;8 >1;0AB8 70?@>A0 >?@545;5=K 2KG8A;5=8O 87<5@5=89. ;O ?>;CG5=8O 4>?>;=8B5;L=KE A2545=89 >1@0B8B5AL : 04<8=8AB@0B>@C. � ;O <=>3><5@=KE <>45;59 =5 ?>445@6820NBAO 2KG8A;5=8O D A X 2 A50=A5 8 3;>10;L=K5 >1;0AB8. ;O ?>;CG5=8O 4>?>;=8B5;L=KE A2545=89 >1@0B8B5AL : 04<8=8AB@0B>@C. � @3C<5=B 8;8 DC=:F8O 8<55B =5?@028;L=K9 B8? 40==KE, ;81> @57C;LB0B 8<55B A;8H:>< 1>;LH>9 8;8 A;8H:>< <0;5=L:89 @07<5@. A;8 ?@54?>;0305BAO, GB> 0@3C<5=B O2;O5BAO 40B>9, MB0 40B0 4>;6=0 =0E>48BLAO <564C 1 <0@B0 1 9 0 0 3. 8 3 1 45:01@O 9 9 9 9 3. � ?5@0F88 A@02=5=8O D A X =5 ?>445@6820NB A@02=5=85 7=0G5=89 B8?0 % { t y p e 1 / } A> 7=0G5=8O<8 B8?0 % { t y p e 2 / } . 0AA<>B@8B5 2>7<>6=>ABL 8A?>;L7>20=8O DC=:F88 V A L U E 8;8 F O R M A T 4;O ?@5>1@07>20=8O >4=>3> 87 7=0G5=89. � $C=:F8O " % { f u n c N a m e / } " =5 ?>445@68205B A@02=5=85 7=0G5=89 B8?0 % { t y p e 1 / } A> 7=0G5=8O<8 B8?0 % { t y p e 2 / } . 0AA<>B@8B5 2>7<>6=>ABL 8A?>;L7>20=8O DC=:F88 V A L U E 8;8 F O R M A T 4;O ?@5>1@07>20=8O >4=>3> 87 7=0G5=89. p K@065=8O, :>B>@K5 2>72@0I0NB 40==K5 B8?0 v a r i a n t , =5 <>3CB 8A?>;L7>20BLAO 4;O >?@545;5=8O 2KG8A;O5<KE AB>;1F>2. R A5 B01;8G=K5 0@3C<5=BK DC=:F88 " % { f u n c / } " 4>;6=K 8<5BL >48=0:>2>5 G8A;> AB>;1F>2. I !B>;1FK 87 DC=:F88 S E L E C T C O L U M N S =5;L7O 8A?>;L7>20BL 2 :>=B5:AB5 D8;LB@0. q ;O DC=:F88 S U B S E L E C T 2 :0G5AB25 25@E=53> 0@3C<5=B0 8 0@3C<5=B0 ?@>?CA:0 4>?CA:0NBAO B>;L:> :>=AB0=B=K5 7=0G5=8O. m $C=:F8N " % { f u n c t i o n / } " 2 ?@54;>65=88 R E T U R N 8=AB@C:F88 D r i l l T h r o u g h =5;L7O 8A?>;L7>20BL 4;O B01;8G=>9 <>45;8. A !B>;1FK 87 DC=:F88 U N I O N =5;L7O 8A?>;L7>20BL 2 :>=B5:AB5 D8;LB@0. ; M i n 8 M a x 4;O ;>38G5A:8E 7=0G5=89 A59G0A =5 ?>445@6820NBAO. � CB8 A>548=5=8O 4>;6=K D>@<8@>20BL 45@52>, 0 B01;8F0 " % { t a b l e 1 / } " 8<55B 420 ?CB8 A>548=5=8O A B01;8F59 " % { t a b l e 2 / } " : % { p a t h 1 / } 8 % { p a t h 2 / } . f 52>7<>6=> A>740BL ?5@5<5==CN " % { n a m e / } " , B0: :0: B01;8F0 8;8 ?5@5<5==0O A MB8< 8<5=5< C65 ACI5AB2C5B. PAm "01;8G=CN ?5@5<5==CN " % { n a m e / } " =5;L7O 8A?>;L7>20BL 2 B5:CI5< :>=B5:AB5, ?>A:>;L:C >68405BAO 107>20O B01;8F0. \ 5 =0945=0 A5:F8O A 845=B8D8:0B>@>< " % { p a r t i t i o n / } " 2 B01;8F5 A 845=B8D8:0B>@>< " % { t a b l e / } " . B $C=:F8N C R O S S F I L T E R <>6=> 8A?>;L7>20BL B>;L:> 2 DC=:F88 C A L C U L A T E . Y $C=:F8O C R O S S F I L T E R <>65B 8A?>;L7>20BL B>;L:> 425 AAK;:8 =0 AB>;1FK, CG0AB2CNI85 2 A2O78. � "@5B89 0@3C<5=B DC=:F88 C R O S S F I L T E R 4>;65= 8<5BL 7=0G5=85 0 ( N o n e ) , 1 ( O n e W a y ) 8;8 2 ( B o t h ) . >6=> B0:65 8A?>;L7>20BL A;>20 N o n e , O n e W a y , B o t h . � 0?@02;5=85 ?5@5:@5AB=>9 D8;LB@0F88 A2O78 =5;L7O C:070BL ( A ?><>ILN DC=:F88 C R O S S F I L T E R ) =5A:>;L:> @07 2 >4=>9 DC=:F88 C A L C U L A T E . i 5A>2<5AB8<K5 ?0@0<5B@K 1K;8 C:070=K 2 DC=:F88 C A L C U L A T E A ?><>ILN DC=:F89 U S E R E L A T I O N S H I P 8 C R O S S F I L T E R . Q $C=:F8N R O L L U P A D D I S S U B T O T A L <>6=> 8A?>;L7>20BL B>;L:> 2 DC=:F88 S U M M A R I Z E C O L U M N S . � $C=:F8O % { f u n c N a m e / } ?@8=8<05B B>;L:> AB>;1FK g r o u p b y 87 =5A2O70==KE B01;8F. "01;8FK " % { t a b l e 1 / } " 8 " % { t a b l e 2 / } " A2O70=K. >?@>1C9B5 C40;8BL AB>;15F g r o u b y 8;8 2AB028BL >4=C 87 B01;8F 2 :0G5AB20 B01;8FK D8;LB@0 7=0G5=89. Y $C=:F8O % { f u n c N a m e / } ?@8=8<05B B>;L:> ?>;=CN AAK;:C =0 AB>;15F 2 2845 3@C??K ?> AB>;1F0<. | $C=:F8O % { f u n c N a m e / } ?@8=8<05B 2 :0G5AB25 =><5@0 0@3C<5=B0 % { i A r g / } B>;L:> ?>;=K5 AAK;:8 =0 AB>;1FK 8;8 DC=:F8N R O L L U P G R O U P . ^ $C=:F8O C r o s s F i l t e r 4;O A2O759 " >48= : >4=><C" =5 4>;6=0 A>45@60BL >4=>AB>@>==53> =0?@02;5=8O. V E>4=0O B01;8F0 2 2K7>25 DC=:F88 " % { f u n c t i o n / } " A>45@68B =525@=>5 :>;8G5AB2> AB>;1F>2. 5@2K9 AB>;15F B01;8FK, C:070==>9 2 2K7>25 DC=:F88 " % { f u n c t i o n / } " , =5 ?@8=04;568B : B8?C D A T E 8 N U M E R I C . -B> =5 ?>445@68205BAO. � >A;54=89 AB>;15F B01;8FK, C:070==>9 2 2K7>25 DC=:F88 " % { f u n c t i o n / } " , =5 ?@8=04;568B : B8?C N U M E R I C , =0?@8<5@ I N T E G E R , D O U B L E 8;8 C U R R E N C Y . -B> =5 ?>445@68205BAO. I !B>;1FK 87 DC=:F88 F U L L O U T E R J O I N =5;L7O 8A?>;L7>20BL 2 :>=B5:AB5 D8;LB@0. � B01;8F0E, ?5@540==KE DC=:F88 F U L L O U T E R J O I N , 4>;65= 1KBL AB>;15F A ?>E>68< 8<5=5< 4;O 8A?>;L7>20=8O 2 :0G5AB25 8=48:0B>@0 A>548=5=8O. E $C=:F8O F U L L O U T E R J O I N 4>;6=0 ?@8<5=OBLAO :0: <8=8<C< : 42C< B01;8F0<. 5 ?5@0B>@ " % { o p e r a t o r / } " >68405B 420 F5;52KE 7=0G5=8O. 6 ?5@0B>@ " % { o p e r a t o r / } " >68405B >4=> F5;52>5 7=0G5=85. ; <55BAO =5A:>;L:> 8=AB@C:F89 E V A L U A T E 2 @568<5 D i r e c t Q u e r y . F $C=:F8O I G N O R E <>65B 8A?>;L7>20BLAO B>;L:> 2 DC=:F88 S U M M A R I Z E C O L U M N S . [ " % { n a m e / } " O2;O5BAO 8<5=5< B01;8FK 8 =5 <>65B 1KBL 8A?>;L7>20=> 4;O >?@545;5=8O ?5@5<5==>9. 4 #:070==K9 >?5@0B>@ " % { o p e r a t o r / } " =5 ?>445@68205BAO. � 8=AB@C:F88 >?@545;5=8O <>45;8 ?@>3=>78@>20=8O 4>;6=> 8A?>;L7>20BLAO 2K@065=85 <>45;8. 0?@8<5@, 8A?>;L7C9B5 DC=:F8N D E F I N E F O R E C A S T M O D E L . 1 81;8>B5:0 0;3>@8B<0 ?@>3=>78@>20=8O =5 703@C65=05 5@52> @5H5=89 0;3>@8B<0 ?@>3=>78@>20=8O =5 703@C65=>PA? ;3>@8B< P r e d i c t i v e A n a l y t i c s 2>72@0B8; >H81:C: " % { a l g o E r r o r / } " i $C=:F8O D e c i s i o n T r e e T a r g e t ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@5 T a r g e t DC=:F88 C r e a t e D e c i s i o n T r e e ( ) . g $C=:F8O D e c i s i o n T r e e I n p u t ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@5 I n p u t DC=:F88 C r e a t e D e c i s i o n T r e e ( ) . � 5?@542845==>5 7=0G5=85 0@3C<5=B0 C O L U M N T Y P E 2 DC=:F88 D e c i s i o n T r e e I n p u t ( ) . >?CAB8<K5 7=0G5=8O: 0 ( U n k n o w n ) , 1 ( C a t e g o r y ) 8 2 ( C o n t i n u o u s ) . Z $C=:F8O % { f u n c N a m e / } >68405B D e c i s i o n T r e e T a r g e t ( ) 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . Y $C=:F8O % { f u n c N a m e / } >68405B D e c i s i o n T r e e I n p u t ( ) 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . c !B>;15F " % { n a m e / } " 4;O C r e a t e D e c i s i o n T r e e ( ) =5 ACI5AB2C5B 2 B01;8F5, 345 =0E>48BAO F5;52>9 AB>;15F. � ">;L:> ?>;>68B5;L=K5 :>=AB0=B=K5 F5;>G8A;5==K5 7=0G5=8O 4>?CA:0NBAO 2 :0G5AB25 7=0G5=89 ?5@8>48G=>AB8 <>45;8 ?@>3=>78@>20=8O. 'B>1K =5 704020BL ?5@8>48G=>ABL, C:068B5 0 ;81> 1 4;O 02B>>?@545;5=8O. 2 81;8>B5:0 ?@>3@0<<K ?@>3=>78@>20=8O =5 703@C65=0. m =0G5=85< B@5BL53> 0@3C<5=B0 C r e a t e D e c i s i o n T r e e ( ) <>65B 1KBL F5;>5 G8A;>, :>B>@>5 1>;LH5 =C;O 8;8 @02=> =C;N. v $C=:F8O I s O n O r A f t e r ( ) A>45@68B A:0;O@=>5 2K@065=85 4;O A@02=5=8O 157 7=0G5=8O, A :>B>@K< 4>;6=> 2K?>;=OBLAO A@02=5=85. X $C=:F8O % { f u n c N a m e / } >68405B D e c i s i o n T r e e N o d e ( ) 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . U $C=:F8O % { f u n c N a m e / } >68405B S p l i t B y V a l u e s ( ) 2 :0G5AB25 0@3C<5=B0 A =><5@>< % { i A r g / } . g $C=:F8O D e c i s i o n T r e e N o d e ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@5 T a r g e t DC=:F88 C r e a t e D e c i s i o n T r e e ( ) . b $C=:F8O S p l i t B y V a l u e s ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@5 T a r g e t DC=:F88 D e c i s i o n T r e e N o d e ( ) . > #:070==K9 >?5@0B>@ @07185=8O " % { o p e r a t o r / } " =5 ?>445@68205BAO. T #:070==>5 7=0G5=85 " % { v a l u e / } " 2 " % { f u n c N a m e / } " =5 ACI5AB2C5B 2 AB>;1F5 " % { c o l u m n / } " b $C=:F8O S p l i t B y C o l u m n ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 ?0@0<5B@5 T a r g e t DC=:F88 D e c i s i o n T r e e N o d e ( ) . t $C=:F8O S p l i t B y C o l u m n ( ) <>65B 8A?>;L7>20BLAO B>;L:> 2 :0G5AB25 >4=>9 8=AB@C:F88 @07185=8O 2=CB@8 D e c i s i o n T r e e N o d e ( ) . � 1=0@C65= =5A>2<5AB8<K9 AB>;15F A>548=5=8O ( " % { t a b l e / } " [ % { c o l u m n / } ] ) . $C=:F8O " % { f u n c t i o n / } " =5 ?>445@68205B A>548=5=8O, 2 :>B>@KE 8A?>;L7CNBAO AB>;1FK A @07=K<8 B8?0<8 40==KE 8;8 6C@=0;>< ?@5>1@07>20=8O. � 5 >1=0@C65=> =8 >4=>3> >1I53> AB>;1F0 A>548=5=8O. $C=:F88 A>548=5=8O " % { f u n c t i o n / } " B@51C5BAO ?> :@09=59 <5@5 >48= >1I89 AB>;15F A>548=5=8O. 1=0@C65=> =5A:>;L:> AB>;1F>2 A >4=>9 AB>@>=K, A>548=ONI8EAO A >4=8< AB>;1F>< ( " % { t a b l e / } " [ % { c o l u m n / } ] ) A 4@C3>9 AB>@>=K. =0AB>OI55 2@5<O DC=:F8O " % { f u n c t i o n / } " =5 ?>445@68205B A>548=5=8O, 2 :>B>@KE =5A:>;L:> AB>;1F>2 A >4=>9 AB>@>=K A>548=ONBAO A >4=8< AB>;1F>< A 4@C3>9 AB>@>=K. � !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] " =5 ACI5AB2C5B 8;8 =5 CG0AB2C5B 2 A2O78 A B01;8F59 " % { m a i n t a b l e / } " , :>B>@0O 8A?>;L7C5BAO 2 :>=B5:AB5 45@520 ?@8=OB8O @5H5=89. � ">;L:> ?>;>68B5;L=K5 :>=AB0=B=K5 F5;>G8A;5==K5 7=0G5=8O 4>?CA:0NBAO 2 :0G5AB25 7=0G5=8O h i n d c a s t <>45;8 ?@>3=>78@>20=8O. 'B>1K =5 704020BL h i n d c a s t , C:068B5 0 . Z =0G5=85 h i n d c a s t =5 ?>445@68205BAO 4;O <>45;59 ?@>3=>78@>20=8O A =5A:>;L:8<8 :0B53>@8O<8. � 5?@028;L=>5 :>;8G5AB2> 0@3C<5=B>2. $C=:F8O % { f u n c t i o n / } >68405B B01;8FC 2 :0G5AB25 ?5@2>3> 0@3C<5=B0 8 @O4 B>G5: ?5@5>?@545;5=8O, :0640O 87 :>B>@KE ?@54AB02;5=0 7=0G5=85< 4;O :064>3> AB>;1F0. | $C=:F8O % { f u n c t i o n / } >68405B 7=0G5=85 B8?0 % { t y p e 1 / } 2 :0G5AB25 0@3C<5=B0 % { a r g / } , => 1K;> ?>;CG5=> 7=0G5=85 B8?0 % { t y p e 2 / } . U $C=:F8O % { f u n c / } <>65B 8A?>;L7>20BLAO B>;L:> 2 :0G5AB25 ?0@0<5B@0 DC=:F88 % { p a r e n t / } . PA � !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] " =5;L7O >?@545;OBL :0: =5?@5@K2=K9 AB>;15F, ?>A:>;L:C >= =5 ?@8=04;568B : G8A;>2><C B8?C 8;8 B8?C 40==KE. ^ @3C<5=B A =><5@>< % { a r g / } C:07K205B 4>?>;=8B5;L=K9 D0:B>@ 8 4>;65= 1KBL B01;8G=K< 2K@065=85<. . #:070=> A;8H:>< <=>3> 4>?>;=8B5;L=KE D0:B>@>2. 3 $C=:F88 % { f u n c / } ?5@540=> A;8H:>< <=>3> 0@3C<5=B>2. c 52>7<>6=> A>740BL B01;8FC " % { n a m e / } " , B0: :0: B01;8F0 8;8 ?5@5<5==0O A MB8< 8<5=5< C65 ACI5AB2C5B. e $C=:F8O T i m e S e r i e s D a t a ( ) >68405B 7=0G5=8O T a b l e I n d e x 8 C o l u m n P r o p e r t y 4;O :064>3> C:070==>3> AB>;1F0. g 0@0<5B@ T a b l e I n d e x , ?5@540==K9 DC=:F88 % { f u n c N a m e / } 2 0@3C<5=B5 =><5@ % { i A r g / } , O2;O5BAO =54>?CAB8<K<. k 0@0<5B@ C o l u m n P r o p e r t y , ?5@540==K9 DC=:F88 % { f u n c N a m e / } 2 0@3C<5=B5 =><5@ % { i A r g / } , O2;O5BAO =54>?CAB8<K<. L $C=:F8O % { f u n c N a m e / } >68405B :>=AB0=BC 2 :0G5AB25 =><5@0 0@3C<5=B0 % { i A r g / } . � :0G5AB25 ?@>3=>78@C5<KE 7=0G5=89 <>45;8 ?@>3=>78@>20=8O <>6=> 8A?>;L7>20BL B>;L:> ?>;>68B5;L=K5 :>=AB0=B=K5 F5;>G8A;5==K5 7=0G5=8O. $C=:F8O G e t I m a g e ( ) ?>445@68205B B>;L:> U R L - 04@5A0 AE5<K H T T P 8 ?CB8 : D09;0<. H T T P S 8 U R L - 04@5A0 AE5< D09;>2 =5 ?>445@6820NBAO. 8 H T T P 2>72@0B8; :>4 A>AB>O=8O " % { s t a t u s / } " 4;O " % { U R L / } " . PAz $C=:F8O G e t I m a g e ( ) ?@8=8<05B B>;L:> B8? A>45@68<>3> >1@070, 0 ?>;CG5= 1K; B8? A>45@68<>3> " % { c o n t e n t t y p e / } " 4;O " % { U R L / } " . } $C=:F8O S u b s t i t u t e W i t h I n d e x ( ) =5 <>65B >1=0@C6820BL >1I85 AB>;1FK A@548 A2>8E >?5@0=4>2, :>B>@K5 8A?>;L7CNBAO 4;O A>548=5=8O. � $C=:F8O S u b s t i t u t e W i t h I n d e x ( ) >1=0@C68;0 2 B01;8F5 8=45:A>2 1>;LH5 >4=>9 AB@>:8, A>3;0ACNI59AO A B5:CI59 AB@>:>9 8AE>4=>9 B01;8FK. 0AA<>B@8B5 2>7<>6=>ABL 87<5=5=8O 2E>4=KE B01;8G=KE 2K@065=89 4;O A<5=K AB>;1F>2 A>548=5=8O. E =0G5=85 ?@>F5=B8;O 4>;6=> =0E>48BLAO 2 480?07>=5 0 . . 1 , 2:;NG8B5;L=>. t =0G5=85 ?@>F5=B8;O 4>;6=> =0E>48BLAO 2 480?07>=5 1 / ( N + 1 ) . . N / ( N + 1 ) 2:;NG8B5;L=>, 345 N :>;8G5AB2> 7=0G5=89 40==KE. P % { f u n c N a m e / } =5 ?>445@68205B AB@>:>2K5, ;>38G5A:85 2K@065=8O 8;8 2K@065=8O 40BK. ? $C=:F8O % { f u n c / } 4>;6=0 8A?>;L7>20BLAO B>;L:> 2 @0745;5 D E F I N E . J 0B0 =0G0;0 8;8 40B0 >:>=G0=8O 2 :0;5=40@5 =5 <>65B 8<5BL ?CAB>5 7=0G5=85. @ 0B0 =0G0;0 2 :0;5=40@5 =5 <>65B 1KBL ?>765, G5< 40B0 >:>=G0=8O. a % { f u n c / } =5 ?>445@68205B AB@>:>2K5, ;>38G5A:85 2K@065=8O 8;8 2K@065=8O 40BK 4;O 0@3C<5=B0 V a l u e s . 2 @3C<5=B G u e s s DC=:F88 X I R R 4>;65= 1KBL 1>;LH5 - 1 . & $C=:F88 X I R R =5 C40;>AL =09B8 @5H5=85. @ # DC=:F88 X I R R 4;O 7040==KE 7=0G5=89 =5B 4>?CAB8<>3> @57C;LB0B0. M 5 C40;>AL >?@545;8BL @57C;LB0B X I R R , B0: :0: 0@3C<5=BK V a l u e s 8 D a t e s ?CABK. Q > <5=LH59 <5@5 >4=> 87 7=0G5=89 0@3C<5=B0 D a t e s , ?5@540==KE 2 " % { f u n c / } " , ?CAB>. x =B5@20; B@5BL53> 0@3C<5=B0 <>65B 1KBL B>;L:> >4=8< 87 A;54CNI8E: Y E A R , Q U A R T E R , M O N T H , W E E K , D A Y , H O U R , M I N U T E , S E C O N D . B 5@2K9 8=B5@20; 0@3C<5=B0 DC=:F88 D A T E D I F F 4>;65= 1KBL :>=AB0=B>9. 1 @3C<5=B R a t e DC=:F88 X N P V 4>;65= 1KBL 1>;LH5 - 1 . ^ >?>;=8B5;L=K9 0@3C<5=B DC=:F88 C A L E N D A R A U T O 4>;65= 1KBL F5;K< G8A;>< >B 1 4> 1 2 2:;NG8B5;L=>. Q $C=:F8O C A L E N D A R A U T O =5 <>65B =09B8 107>2K9 AB>;15F B8?0 40BK 8 2@5<5=8 2 <>45;8. d $C=:F8O C A L E N D A R A U T O =5 <>65B =09B8 4>?CAB8<CN 40BC 2 107>2KE AB>;1F0E B8?0 40BK 8 2@5<5=8 2 <>45;8. S 5>1O70B5;L=K9 0@3C<5=B DC=:F88 C A L E N D A R A U T O 4>;65= 2KG8A;OBL :>=AB0=B=>5 7=0G5=85. P S u m m a r i z e C o l u m n s ( ) 8 A d d M i s s i n g I t e m s ( ) =52>7<>6=> 8A?>;L7>20BL 2 MB>< :>=B5:AB5. =0G5=85 C U R R E N T G R O U P ( ) 4>;6=> 1KBL C:070=> :0: B01;8G=K9 0@3C<5=B DC=:F88 03@530B0 B01;8FK, :>340 >=> C:07K205BAO :0: 0@3C<5=B 2K@065=8O DC=:F88 G R O U P B Y ( ) . 0?@8<5@, G R O U P B Y ( @>4068, 5>3@0D8O[ !B@0=0] , " 1I85 ?@>4068" , S U M X ( C U R R E N T G R O U P ( ) , @>4068[ &5=0] * @>4068[ >;8G5AB2>] ) ) e !:0=8@>20=8O B01;8F 4> DC=:F89 C u r r e n t G r o u p ( ) , :@><5 ?@54AB02;5==KE DC=:F859 G r o u p B y ( ) , =5 @07@5H5=K. \ $C=:F8O % { f u n c t i o n / } =5 <>65B 1KBL 8A?>;L7>20=0 2 0@3C<5=B5 2K@065=8O 4;O DC=:F88 G R O U P B Y ( ) . p B>@>9 ?0@0<5B@, ?5@540==K9 DC=:F88 % { f u n c N a m e / } , =54>?CAB8<. #:068B5 0 4;O 548=8FK H030 8;8 1 4;O @07<5@0 H030. � 0?@>A AAK;05BAO =0 2KG8A;O5<CN B01;8FC " % { t a b l e / } " , :>B>@0O =5 C45@68205B =8:0:8E 40==KE, B0: :0: B@51C5BAO ?>2B>@=>5 2KG8A;5=85 8;8 >1=>2;5=85. s 0?@>A AAK;05BAO =0 2KG8A;O5<CN B01;8FC " % { t a b l e / } " , :>B>@0O =5 C45@68205B =8:0:8E 40==KE 87- 70 >H81:8 2 2K@065=88. � 0?@>A AAK;05BAO =0 2KG8A;O5<CN B01;8FC " % { t a b l e / } " , :>B>@0O =5 C45@68205B =8:0:8E 40==KE, B0: :0: 2KG8A;5=85 >4=>9 87 AB@>: 2K720;> >H81:C. � 0?@>A AAK;05BAO =0 2KG8A;O5<CN B01;8FC " % { t a b l e / } " , 7028AOICN >B 4@C3>3> AB>;1F0, B01;8FK, A2O78 8;8 <5@K, :>B>@0O =0E>48BAO 2 =54>?CAB8<>< A>AB>O=88. l $C=:F8N R O L L U P I S S U B T O T A L <>6=> 8A?>;L7>20BL B>;L:> A ?0@0<5B@0<8 g r o u p B y _ C o l u m n N a m e DC=:F88 A D D M I S S I N G I T E M S . \ $C=:F8O R O L L U P I S S U B T O T A L >68405B, GB> " % { c o l u m n / } " 1C45B AB>;1F>< A B8?>< 40==KE T R U E / F A L S E . D $C=:F8O A D D M I S S I N G I T E M S >68405B B01;8FC 2 =><5@5 0@3C<5=B0 % { i A r g / } . W !B>;15F S h o w A l l DC=:F88 A D D M I S S I N G I T E M S 4>;65= 1KBL ?>;=K< 2 =><5@5 0@3C<5=B0 % { i A r g / } . l 5 C40;>AL =09B8 AB>;15F S h o w A l l DC=:F88 A D D M I S S I N G I T E M S 2 2845 AB>;1F0 G r o u p B y 2 =><5@5 0@3C<5=B0 % { i A r g / } . D K7>2 D i s c o v e r A m b i g u i t y <>65B A>45@60BL B>;L:> >48= >?5@0B>@ >F5=:8. e $C=:F88 " % { f u n c / } " B@51C5BAO 2K@065=85 AAK;:8 =0 AB>;15F 8;8 B01;8FC 2 :0G5AB25 0@3C<5=B0 " % d { a r g / } " . q $C=:F88 " % { f u n c / } " B@51C5BAO 2K@065=85 AAK;:8 =0 AB>;15F 8;8 B01;8G=>5 2K@065=85 2 :0G5AB25 0@3C<5=B0 " % d { a r g / } " . PA ^ > <5=LH59 <5@5 >48= 87 D8;LB@>2 >:070;AO A;8H:>< 1>;LH8< 4;O 2K?>;=5=8O 2 @568<5 D i r e c t Q u e r y . y 01>@ @57C;LB0B>2 70?@>A0 : 2=5H=5<C 8AB>G=8:C 40==KE ?@52KH05B <0:A8<0;L=> 4>?CAB8<>5 :>;8G5AB2> AB@>:: " % { t h r e s h o l d / } " . x $C=:F8O " % { f u n c N a m e / } " =5 ?>445@68205B ?@8A>548=5=85 AB>;1F0, 8<5NI53> B8? % { t y p e 1 / } , : AB>;1FC, 8<5NI5<C B8? % { t y p e 2 / } . u K@065=85 =52>7<>6=> 2K?>;=8BL =0 C40;5==>< 8AB>G=8:5 40==KE, B0: :0: DC=:F8O " % { f u n c N a m e / } " =5 <>65B 1KBL C40;5==>9. p $C=:F8N " % { f u n c N a m e / } " 70?@5I5=> 8A?>;L7>20BL 2 @0<:0E 2KG8A;O5<>3> AB>;1F0 2K@065=89 D A X 2 <>45;OE D i r e c t Q u e r y . � @3C<5=B DC=:F88 " % { n a m e / } " 8<55B =5?@028;L=K9 B8?, ;81> @57C;LB0B A;8H:>< 25;8: 8;8 <0;. A;8 >68405BAO 0@3C<5=B- 40B0, B> 53> 7=0G5=85 4>;6=> =0E>48BLAO 2 480?07>=5 >B 1 O=20@O 1 0 0 3. 4> 3 1 45:01@O 9 9 9 9 3. > $C=:F8O " % { f u n c N a m e / } " =5 ?>445@68205BAO 2 @568<5 D i r e c t Q u e r y . O $C=:F8O " % { f u n c N a m e / } " =5 ?>445@68205BAO 2 MB>< :>=B5:AB5 2 @568<5 D i r e c t Q u e r y . g $C=:F8O " % { f u n c N a m e / } " 70?@5I5=0 2 @0<:0E 2K@065=8O 157>?0A=>AB8 =0 C@>2=5 AB@>: 2 <>45;OE D i r e c t Q u e r y . P >=AB0=B=>5 7=0G5=85 " % { v a l u e / } " =5 ?>445@68205BAO 2 C40;5==>< 8AB>G=8:5 40==KE. � !:0;O@=K5 2K@065=8O DC=:F88 " % { f u n c N a m e / } " 4>;6=K 1KBL AB0B8AB8G5A:8<8 DC=:F8O<8 2 C u r r e n t G r o u p ( ) . K@065=85 :064>9 AB0B8AB8G5A:>9 DC=:F88 4>;6=> 1KBL :>=AB0=B>9 8;8 ?@O<>9 AAK;:>9 =0 AB>;1FK 2 C u r r e n t G r o u p ( ) . U $C=:F8O " % { f u n c N a m e / } " =5 ?>445@68205B D i s t i n c t C o u n t 2 :0G5AB25 A:0;O@=>3> 2K@065=8O. c T O P N S K I P =5 ?>445@68205BAO 2 C:070==>9 :><18=0F88 ?0@0<5B@>2. 7=0:><LB5AL A 4>:C<5=B0F859 ?> M S D N . / T O P N S K I P =5 ?>445@68205BAO 2 @568<5 D i r e c t Q u e r y � !AK;:C =0 AB>;15F 4;O " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " =52>7<>6=> 8A?>;L7>20BL A 20@80=B>< " % { v a r i a t i o n C o l u m n / } " , B0: :0: C =55 =5B 20@80=B>2. [ 5 =0945= AB>;15F 20@80=B>2 " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . 5 52>7<>6=> >?@545;8BL >48=>G=>5 7=0G5=85 20@80=B0 " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . -B> <>65B A;CG8BLAO, 5A;8 D>@<C;0 <5@K AAK;05BAO =0 AB>;15F, :>B>@K9 A>45@68B =5A:>;L:> 7=0G5=89 157 C:070=8O 03@538@>20=8O 4;O ?>;CG5=8O >48=>G=>3> @57C;LB0B0, =0?@8<5@ , !, !'" 8;8 !# . f 52>7<>6=> 8A?>;L7>20BL =>B0F8N 20@80=B0 " % { v a r i a t i o n / } " 4;O <5@K " % { m e a s u r e / } " 2 B01;8F5 " % { t a b l e / } " . t 5 C405BAO =09B8 20@80=B " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { c o l u m n / } " , 8;8 53> =52>7<>6=> 8A?>;L7>20BL 2 MB>< 2K@065=88. N >;=>5 8<O " % { t a b l e / } [ % { c o l u m n / } ] . [ % { v a r i a t i o n / } ] " 70?@5I5=> 2 MB>< :>=B5:AB5. { !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] . [ % { v a r i a t i o n / } ] " =5 ACI5AB2C5B 8;8 =5 8<55B A2O78 A B01;8F59, 4>ABC?=>9 2 B5:CI5< :>=B5:AB5. : $C=:F8O " % { f u n c N a m e / } " =54>ABC?=0 4;O <=>3><5@=KE <>45;59. � 0?@>AK D A X 70?@5I5=K 2 MB>9 <=>3><5@=>9 <>45;8, B0: :0: M;5<5=B ?> C<>;G0=8N 4;O " % { C u b e D i m / } " . " % { A t t r / } " MB> 2KG8A;O5<K9 M;5<5=B " % { M e m N a m e / } " . !2O68B5AL A 04<8=8AB@0B>@>< 8;8 @07@01>BG8:><, 5A;8 =5>1E>48<>, GB>1K <>45;L ?>445@6820;0 70?@>AK D A X . o 0@80=B " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { c o l u m n / } " , C:070==K9 2 DC=:F88 " % { f u n c / } " , =5 =0945= 2> 2E>4=>9 B01;8F5. � 0?@>A AB>;:=C;AO A D8;LB@0<8 157>?0A=>AB8 2 A2O78 <564C B01;8F0<8, :>B>@K5 =52>7<>6=> 2K25@8BL 4;O B5:CI53> ?>;L7>20B5;O. !2O68B5AL A 04<8=8AB@0B>@>< 8;8 @07@01>BG8:><, GB>1K ?@>25@8BL G;5=AB20 2 @>;8 8 >?@545;5=8O 157>?0A=>AB8. � >;L7>20B5;L ?@8=04;568B =5A:>;L:8< @>;O< " % 1 [ % { s t r R o l e / } % ] % [ , % { s t r R o l e / } % ] " A D8;LB@0<8 157>?0A=>AB8, :>B>@K5 =5 ?>445@6820NBAO, 5A;8 2 >4=>9 87 @>;59 5ABL D8;LB@K, 2;8ONI85 =0 B01;8FC " % { t a b l e n a m e / } " A> A2O7O<8 S e c u r i t y F i l t e r i n g B e h a v i o r = B o t h . t 54>?CAB8<>5 G8A;> 0@3C<5=B>2. $C=:F8O % { f u n c t i o n / } 4>;6=0 8<5BL 7=0G5=85 4;O :064>3> AB>;1F0 2 B01;8G=>< 2K@065=88. >@B56 =5 <>65B 1KBL ?CABK<. K 064K9 :>@B56 2 :>=AB@C:B>@5 B01;8F 4>;65= 8<5BL >48=0:>2>5 G8A;> AB>;1F>2. : >=AB@C:B>@ B01;8F =5 <>65B 8<5BL =5>1O70B5;L=K9 0@3C<5=B. @ <O AB>;1F0 [ % { c o l u m n / } ] C65 8A?>;L7C5BAO 2 B01;8F5 " % { t a b l e / } " . � 5 C40;>AL =09B8 4>?CAB8<CN ?5@53@C7:C 4;O ( " % { f u n c N a m e / } " ) , :>B>@0O ?@8=8<05B C:070==K9 A?8A>: ?0@0<5B@>2. @>25@LB5, :0: >=0 8A?>;L7C5BAO, 8 ?>2B>@8B5 ?>?KB:C. t % 1 [ ' % { e x c e p t i o n / } ' % ] % [ ; ' % { e x c e p t i o n i n n e r / } % ' ] . >7=8:;> =5?@542845==>5 8A:;NG5=85 2 :;0AA5 E x t e n s i o n D i s c o v e r y H e l p e r . V $C=:F8O " % { f u n c N a m e / } " >68405B, GB> 55 0@3C<5=B ?>4 =><5@>< % { i A r g / } 1C45B :>=AB0=B>9. % { e r r o r / } j $C=:F8O 181;8>B5:8 @0AH8@5=8O ( % { f u n c N a m e / } ) 2>72@0B8;0 40==K5, :>B>@K5 =5 1K;8 =0945=K 2 107>2>< AB>;1F5. � DC=:F88 % { f u n c N a m e / } G8A;> 2KE>4=KE AB>;1F>2 ( % { o u t p u t C o l s / } ) =5 A>2?0405B A G8A;>< AB>;1F>2 2> 2E>4=>9 B01;8F5 ( % { i n p u t C o l s / } ) . [ $C=:F8O % { f u n c N a m e / } >68405B ?>;=CN AAK;:C =0 AB>;15F 2 :0G5AB25 =><5@0 0@3C<5=B0 % { i A r g / } . : $C=:F8O " % { n a m e / } " =5 2>72@0I05B =54>?CAB8<K5 A8<2>;K X M L . 3 >4>20O B>G:0 =5 A>>B25BAB2C5B 4>?CAB8<><C A8<2>;C. C #:070==K5 2E>4=K5 40==K5 =5 ?>445@6820NBAO DC=:F859 " % { f u n c t i o n / } " . q $C=:F8O " % { f u n c t i o n / } " >68405B A2O70==>5 2K45;5=85, 5A;8 AB>;15F 40BK =5 C=8:0;5=, A>45@68B ?@><56CB:8 8;8 2@5<O. � $C=:F8O " % { f u n c t i o n / } " >68405B A2O70==>5 2K45;5=85, 5A;8 AB>;15F 40BK ?>;CG5= 87 B01;8FK A >4=>AB>@>==59 42C=0?@02;5==>9 A2O7LN.
% { e r r o r t e x t / } K 5 C405BAO =09B8 8AB>G=8: 40==KE " % { d a t a s o u r c e / } " 2 DC=:F88 " % { f u n c N a m e / } " . V "01;8FC " % { t a b l e / } " =52>7<>6=> 8A?>;L7>20BL 2 2KG8A;5=8OE, B0: :0: 2 =59 =5B AB>;1F>2. _ "01;8F0 " % { t a b l e / } " =5 <>65B A>45@60BL 28@BC0;L=K5 AB>;1FK, B0: :0: 2 =59 =5B >1KG=KE AB>;1F>2. h $C=:F88 S a m p l e A x i s W i t h L o c a l M i n M a x B@51C5BAO C:070=85 ?0@0<5B@0 M i n i m u m - R e s o l u t i o n 2 0@3C<5=B5 !% { i A r g / } . � $C=:F88 S a m p l e A x i s W i t h L o c a l M i n M a x B@51C5BAO, GB>1K ?0@0<5B@ A x i s ( 2 0@3C<5=B5 !% { i A r g / } ) 1K; AAK;:>9 =0 G8A;>2>9 AB>;15F 87 C:070==>9 B01;8FK. � $C=:F88 S a m p l e A x i s W i t h L o c a l M i n M a x B@51C5BAO, GB>1K ?0@0<5B@ M e a s u r e ( 2 0@3C<5=B5 !% { i A r g / } ) 1K; AAK;:>9 =0 G8A;>2>9 AB>;15F 87 C:070==>9 B01;8FK. � $C=:F88 S a m p l e A x i s W i t h L o c a l M i n M a x B@51C5BAO, GB>1K ?0@0<5B@ D y n a m i c - S e r i e s ( 2 0@3C<5=B5 !% { i A r g / } ) 1K; AAK;:>9 =0 AB>;15F 87 C:070==>9 B01;8FK. � $C=:F88 S a m p l e A x i s W i t h L o c a l M i n M a x B@51C5BAO C:070=85 4>?CAB8<>3> 7=0G5=8O ?5@5G8A;5=8O :@8B5@852 2K1>@0 48=0<8G5A:8E @O4>2 2 0@3C<5=B5 !% { i A r g / } . o $C=:F8O S a m p l e A x i s W i t h L o c a l M i n M a x >68405B C:070=8O ?>;>68B5;L=>3> G8A;>2>3> ?0@0<5B@0 4;O 0@3C<5=B0 % { s t r A r g / } . � $C=:F8O S a m p l e A x i s W i t h L o c a l M i n M a x >68405B, GB> 7=0G5=85 <0:A8<0;L=>3> @07@5H5=8O 1C45B =5 =865 7=0G5=8O <8=8<0;L=>3> @07@5H5=8O. ] #40;5==K9 8AB>G=8: 40==KE =5 ?>445@68205B ?@>25@:C B01;8FK " % { t a b l e / } " 157 3@C?? ?> AB>;1F0<. I =0G5=85 I n c r e m e n t V a l u e 2 DC=:F88 G e n e r a t e S e r i e s 4>;6=> 1KBL 1>;LH5 =C;O. 9 @3C<5=BK 2 DC=:F88 G e n e r a t e S e r i e s =5 <>3CB 1KBL ?CABK<8. PAT @3C<5=BK 2 DC=:F88 G e n e r a t e S e r i e s 4>;6=K 8<5BL G8A;>2>9 B8? 8;8 B8? " 40B0 8 2@5<O" . _ =0G5=85 I n c r e m e n t V a l u e A ?;020NI59 70?OB>9 2 DC=:F88 G e n e r a t e S e r i e s =5 <>65B 1KBL <5=LH5 1 E - 6 . U $C=:F8O G e n e r a t e S e r i e s 4;O B0:>3> <0;5=L:>3> 7=0G5=8O I n c r e m e n t V a l u e =5 1C45B B>G=>9. f =0G5=85 I n c r e m e n t V a l u e 4;O 40BK 8 2@5<5=8 2 DC=:F88 G e n e r a t e S e r i e s =5 <>65B 1KBL <5=LH5 <8;;8A5:C=4K. g > <5=LH59 <5@5 >48= 0@3C<5=B DC=:F88 G e n e r a t e S e r i e s =5 O2;O5BAO 4>?CAB8<K< G8A;>< A ?;020NI59 70?OB>9. � :0G5AB25 0@3C<5=B0 % { i A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL :>>@48=0BC 2 2845 G8A;>2>3> A:0;O@=>3> 2K@065=8O. � :0G5AB25 0@3C<5=B0 % { i A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL @048CA 2 2845 G8A;>2>3> A:0;O@=>3> 2K@065=8O. l :0G5AB25 0@3C<5=B0 % { s t r A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL ?>;>68B5;L=>5 G8A;>. � :0G5AB25 0@3C<5=B0 % { i A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL M a x M i n R a t i o , B0: :0: C:070= AB>;15F @048CA0. � :0G5AB25 0@3C<5=B0 % { i A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL M a x B l a n k R a t i o , B0: :0: C:070= AB>;15F @048CA0. o @>1;5<0 A 0;3>@8B<>< 2K1>@:8: =5 C40;>AL >?@545;8BL E>@>HCN 2K1>@:C =0 >A=>25 4>AB0B>G=>3> :>;8G5AB20 ?>?KB>:. m :0G5AB25 0@3C<5=B0 % { s t r A r g / } DC=:F88 S a m p l e C a r t e s i a n P o i n t s B y C o v e r =5>1E>48<> C:070BL G8A;>, ?@52KH0NI55 1 . b > 2E>4=>9 B01;8F5 S a m p l e C a r t e s i a n P o i n t s B y C o v e r A;8H:>< <=>3> AB@>:. >445@68205BAO 4> % { s t r A r g / } . L =CB@5==OO >H81:0: ?>8A: =54>?CAB8<KE 40==KE 2 >G5@548 A 2KA>:>9 ?;>B=>ABLN. \ =0G5=85 @0745;8B5;O 2 DC=:F88 C O M B I N E V A L U E S <>65B 1KBL B>;L:> :>=AB0=B=>9 =5?CAB>9 AB@>:>9. J H81:0 2KG8A;5=8O 2 M;5<5=B5 2KG8A;5=8O " % { t a b l e / } " [ % { c a l c u l a t i o n i t e m / } ] : PA[ B5:CI5< :>=B5:AB5 =5B AAK;:8 =0 <5@C, :>B>@CN <>6=> ?@8<5=8BL 2 :0G5AB25 S E L E C T E D M E A S U R E . > =CB@5==OO >H81:0: >1J5:B 70?@>A0 A>45@68B >H81:C 7028A8<>AB8. W B5:CI5< :>=B5:AB5 =5B AAK;:8 =0 <5@C, :>B>@CN <>65B 8A?>;L7>20BL S E L E C T E D M E A S U R E N A M E . U B5:CI5< :>=B5:AB5 =5B AAK;:8 =0 <5@C, :>B>@CN <>65B 8A?>;L7>20BL I S S E L E C T E D M E A S U R E . 5 54>?CAB8<K5 2E>4=K5 0@3C<5=BK 4;O I S S E L E C T E D M E A S U R E . � 54>?CAB8<K5 2E>4=K5 0@3C<5=BK 4;O DC=:F88 I S S E L E C T E D M E A S U R E . -B0 DC=:F8O @01>B05B B>;L:> A <5@0<8 <>45;8. 5@0 [ % { m e a s u r e / } ] =5 7040=0 2 B01;8G=>9 <>45;8. @ B>@>9 0@3C<5=B DC=:F88 " % { f u n c t i o n / } " 4>;65= C:07K20BL AB>;15F. Q $C=:F8N N O N V I S U A L <>6=> 8A?>;L7>20BL B>;L:> :0: D8;LB@ 7=0G5=89 S U M M A R I Z E C O L U M N S . B $C=:F8N N O N V I S U A L =52>7<>6=> ?@8<5=8BL : AB>;1F0< 157 3@C??8@>2:8. < 0@0<5B@ =01>@0 AB@>: =5 ?>445@68205BAO 2 2K@065=88 70?@>A0. K $C=:F8O A P P R O X I M A T E D I S T I N C T C O U N T =5 ?>445@68205BAO A B5:CI59 :>=D83C@0F859. T D E F I N E T A B L E ?>445@68205BAO 2 B01;8G=KE <>45;OE A C@>2=5< A>2<5AB8<>AB8 1 2 0 0 8 2KH5. R $C=:F8O A L L C R O S S F I L T E R E D 4>;6=0 8<5BL >4=C AAK;:C =0 B01;8FC 2 :0G5AB25 ?0@0<5B@0. u $C=:F8O A L L C R O S S F I L T E R E D =5 <>65B 8A?>;L7>20BLAO :0: B01;8G=>5 2K@065=85. =0 <>65B 1KBL B>;L:> D8;LB@>< 2 C A L C U L A T E . w $C=:F8O A L L 157 ?0@0<5B@>2 =5 <>65B 8A?>;L7>20BLAO :0: B01;8G=>5 2K@065=85. =0 <>65B 1KBL B>;L:> D8;LB@>< 2 C A L C U L A T E . v KG8A;O5<K9 AB>;15F 8;8 R L S - 2K@065=85 2 B01;8F5 D i r e c t Q u e r y =5 <>65B AAK;0BLAO =0 B01;8FK 87 4@C3>3> 8AB>G=8:0 40==KE. PAu 5@5>?@545;5=85 ?5@5<5==KE :C10 1>;LH5 =5 4>?CAB8<>. 0409B5 2 B01;8G=>9 <>45;8 A2>9AB2> D a t a S o u r c e V a r i a b l e s O v e r r i d e . q 1=0@C65=> =5CAB@0=8<>5 8A:;NG5=85 ?@8 A5@80;870F88 <5B@8: 70?@>A0 2 J S O N . !>>1I5=85 >1 >H81:5: % { e x c e p t i o n W h a t / } h $C=:F8O A L L S E L E C T E D =5 4>?CA:05B <=>65AB2> 0@3C<5=B>2, 5A;8 ?5@2K9 0@3C<5=B O2;O5BAO AAK;:>9 =0 B01;8FC. c 525@=>5 8A?>;L7>20=85 S E L E C T E D M E A S U R E F O R M A T S T R I N G . BACBAB2C5B AAK;:0 =0 <5@C 2 B5:CI5< :>=B5:AB5. e @8 2K?>;=5=88 DC=:F88 D A X A <=>3><5@=>9 <>45;LN 2E>4=>9 0@3C<5=B " % { c o l u m n r o l e / } " =5 ?>445@68205BAO. 52>7<>6=> A>740BL AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " , B0: :0: 2KG8A;O5<K9 AB>;15F 2 >1;0AB8 70?@>A0 =5 ?>445@68205BAO. � 0?@>A AAK;05BAO =0 B01;8FC 3@C??K @0AG5B0 " % { t a b l e / } " , 2 :>B>@>9 =5B 40==KE, B0: :0: B@51C5BAO ?>2B>@=>5 2KG8A;5=85 8;8 >1=>2;5=85. } A5 AB>;1FK A>AB02=>3> :;NG0 4>;6=K ?@8ACBAB2>20BL 2 70?@>A5 T r e a t A s , >BACBAB2C5B AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . J H81:0 2KG8A;5=8O 2 M;5<5=B5 2KG8A;5=8O " % { t a b l e / } " [ % { c a l c u l a t i o n i t e m / } ] : g 52>7<>6=> A>740BL <5@C " % { m e a s u r e / } " 87- 70 :>=D;8:B0 8<5= A 4@C3>9 70@575@28@>20==>9 2=CB@5==59 <5@>9. g !@57 2 AB>;1F5 3@C??K @0AG5B0 " % { t a b l e / } " [ % { c o l u m n / } ] AAK;05BAO =0 =5ACI5AB2CNICN =><5=:;0BC@C @0AG5B0. f !@57 2 AB>;1F5 3@C??K @0AG5B0 " % { t a b l e / } " [ % { c o l u m n / } ] B@51C5B 2K1>@0 @>2=> >4=>9 =><5=:;0BC@K @0AG5B0. � 54>?CAB8<>5 >?@545;5=85 AB@>:8 D>@<0B0 4;O M;5<5=B0 2KG8A;5=8O " % { c a l c u l a t i o n I t e m / } " 2 B01;8F5 " % { t a b l e / } " . ?@545;5=85 AB@>:8 D>@<0B0 4>;6=> A>45@60BL 2K@065=85 D A X A B8?>< S t r i n g . r $C=:F8O R E M O V E F I L T E R S =5 <>65B 8A?>;L7>20BLAO :0: B01;8G=>5 2K@065=85. =0 <>65B 1KBL B>;L:> D8;LB@>< 2 C A L C U L A T E . O 0?@>AK D A X A E V A L U A T E @01>B0NB B>;L:> 4;O 107 40==KE A E>BO 1K >4=>9 B01;8F59. u B:070=> 2 4>ABC?5 : M;5<5=BC 2KG8A;5=8O ' % { t a b l e / } ' [ % { c a l c u l a t i o n I t e m / } ] , B0: :0: >= AAK;05BAO =0 70I8I5==K9 >1J5:B. 6 !B>;15F " % { c o l u m n / } " >BACBAB2C5B 2 >B25B5 D i r e c t Q u e r y . !1>9 8=8F80;870F88 X E v e n t . !1>9 ?@8 A>740=88 A50=A0 X E v e n t . !1>9 ?@8 70:@KB88 A50=A0 X E v e n t . H $09; B@0AA8@>2:8 X E v e n t ?>445@68205B B>;L:> @0AH8@5=8O D09;>2 x e m 8 x e l . A B=>A8B5;L=K5 ?CB8 : D09;0< B@0AA8@>2:8 X E v e n t =5 ?>445@6820NBAO. D 5 C40;>AL 2K?>;=8BL :><0=4C. @8;>65=85 X E v e n t =5 8=8F80;878@>20=>. % { x e v e n t e r r o r / } � A5 B01;8FK, 8A?>;L7C5<K5 ?@8 >ACI5AB2;5=88 70?@>A>2 2 @568<5 D i r e c t Q u e r y , 4>;6=K =0E>48BLAO 2 >4=>< @5;OF8>==>< 8AB>G=8:5 40==KE. 52>7<>6=> >ACI5AB28BL 70?@>A : B01;8F5 " % { t a b l e / } " 2 @568<5 D i r e c t Q u e r y , B0: :0: >=0 >A=>20=0 =0 =5A:>;L:8E ?@54AB02;5=8OE 8AB>G=8:>2 40==KE. "01;8FK, ?>;CG0NI85 40==K5 87 =5A:>;L:8E ?@54AB02;5=89 8AB>G=8:>2 40==KE, =5 ?>445@6820NBAO 2 @568<5 D i r e c t Q u e r y . _ 070 40==KE =0E>48BAO 2 @568<5 D i r e c t Q u e r y 8 ?>MB><C =5 ?>445@68205B 70?@>AK 2 @568<5 I n M e m o r y . ` 070 40==KE =0E>48BAO 2 @568<5 I n M e m o r y 8 ?>MB><C =5 ?>445@68205B 70?@>AK 2 @568<5 D i r e c t y Q u e r y . � #AB0=>2:0 4;O ?0@0<5B@0 D i r e c t Q u e r y M o d e ;N1>3> 7=0G5=8O, :@><5 " D e f a u l t " , =5 ?>445@68205BAO, :>340 A;C61K A n a l y s i s S e r v i c e s @01>B0NB =5 2 B01;8G=>< @568<5. � D i r e c t Q u e r y =5;L7O 8A?>;L7>20BL A MB8< 8AB>G=8:>< 40==KE. 5:><5=4C5BAO ?5@5<5AB8BL ?>445@68205<K9 8AB>G=8: 40==KE 8;8 >1=>28BL 8AB>G=8: 40==KE S Q L S e r v e r 4> =>259H59 4>ABC?=>9 25@A88. "01;8F0 " % { t a b l e / } " =5 A>45@68B A5:F8N, C :>B>@>9 A2>9AB2> D i r e c t Q u e r y U s a g e 8<5;> 1K 7=0G5=85 " D i r e c t Q u e r y O n l y " 8;8 " I n M e m o r y W i t h D i r e c t Q u e r y " . 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PA� $C=:F8N " % { f u n c N a m e / } " =52>7<>6=> 8A?>;L7>20BL 2 <>45;OE A 2:;NG5==K< @568<>< D i r e c t Q u e r y . 5:><5=4C5BAO 87<5=8BL 2K@065=85 2 D>@<C;5 8;8 >B:;NG8BL @568< D i r e c t Q u e r y . b "5:CI89 8AB>G=8: 40==KE =5 ?>445@68205B DC=:F8N " % { c a p N a m e / } " , =5>1E>48<CN 4;O 2K?>;=5=8O 70?@>A0. { "01;8F0 " % { T a b l e N a m e / } " >A=>20=0 =0 2AB02;5==KE 40==KE 8 =5 <>65B 8A?>;L7>20BLAO 2 <>45;8 A 2:;NG5==K< @568<>< D i r e c t Q u e r y . � " % { C o l u m n N a m e / } " 2 B01;8F5 " % { T a b l e N a m e / } " - MB> 2KG8A;O5<K9 AB>;15F, :>B>@K9 =5 <>65B 8A?>;L7>20BLAO 2 <>45;8 A 2:;NG5==K< @568<>< D i r e c t Q u e r y . X ?5@0F8N " % { o p N a m e / } " =52>7<>6=> 8A?>;L7>20BL 2 <>45;8 A 2:;NG5==K< @568<>< D i r e c t Q u e r y . < ?5@0F88 M D X 8;8 S Q L =5 ?>445@6820NBAO 2 @568<5 D i r e c t Q u e r y . � KG8A;O5<K5 AB>;1FK =5 <>3CB 8A?>;L7>20BLAO 2 <>45;OE A 2:;NG5==K< @568<>< D i r e c t Q u e r y . 0AA<>B@8B5 2>7<>6=>ABL C40;5=8O 2KG8A;O5<>3> AB>;1F0 8;8 >B:;NG5=8O @568<0 D i r e c t Q u e r y . m 568< D i r e c t Q u e r y =5 ?>445@68205B ?@82545=85 G8A;>2KE B8?>2 40==KE ( B0:8E :0: I 8 , R 8 8 C u r r e n c y ) : AB@>:>2K<. ] @568<5 D i r e c t Q u e r y ?5@2K9 0@3C<5=B DC=:F88 S E A R C H 4>;65= 1KBL =5?CABK< AB@>:>2K< ;8B5@0;><. P @568<5 D i r e c t Q u e r y 2B>@>9 0@3C<5=B DC=:F88 " % { f u n c N a m e / } " 4>;65= 1KBL @025= 1 . h @568<5 D i r e c t Q u e r y DC=:F8O S U B S T I T U T E ?>445@68205B B>;L:> 3 0@3C<5=B0, 4 - 9 0@3C<5=B =5 ?>445@68205BAO. i @568<5 D i r e c t Q u e r y 2B>@>9 0@3C<5=B DC=:F88 W E E K D A Y 4>;65= 8<5BL >4=> 87 A;54CNI8E 7=0G5=89: 1 , 2 8;8 3 . I @568<5 D i r e c t Q u e r y 2K@065=85 =5 <>65B 2>72@0I0BL 7=0G5=8O @07=KE B8?>2. � 1=0@C65=K ?>2B>@ONI85AO 7=0G5=8O " % { S o r t B y A t t r i b u t e / } " . 564C M;5<5=B0<8 " % { S o r t A t t r i b u t e / } " 8 0B@81CB0<8 " % { S o r t B y A t t r i b u t e / } " ?>445@68205BAO B>;L:> >B=>H5=85 " >48= : >4=><C" . I >;CG5=K ?>2B>@ONI85AO M;5<5=BK 4;O " % { S o r t A t t r i b u t e / } " , GB> =54>?CAB8<>. c !2>9AB2> D a t a V i e w ?>445@68205BAO, B>;L:> 5A;8 A;C61K A n a l y s i s S e r v i c e s 70?CI5=K 2 B01;8G=>< @568<5. � 0==K5, ?>;CG5==K5 2 @07=K5 <><5=BK 2@5<5=8 ?@8 2K?>;=5=88 70?@>A0, =5 A>3;0A>20=K 4@C3 A 4@C3><. >7<>6=>, MB> ?@>87>H;> 87- 70 B>3>, GB> 2=5H=85 B@0=70:F88 >1=>2;O;8 MB8 65 40==K5 ?@8 2K?>;=5=88 70?@>A0. K?>;=8B5 70?@>A ?>2B>@=>. � 3@0=8G5=85 C A T A L O G _ N A M E 2 70?@>A5 =0 >1=0@C65=85 M D S C H E M A _ F U N C T I O N S <>6=> 8A?>;L7>20BL B>;L:> 2 @0<:0E <>45;8 D i r e c t Q u e r y . >45;L ;81> 70?CI5=0 2 @568<5 I n M e m o r y ( 2K?>;=5=85 2 ?0<OB8) , ;81> 8<55B C@>25=L A>2<5AB8<>AB8 <5=55 1 2 0 0 . ] 3@0=8G5=85 C A T A L O G _ N A M E , C:070==>5 2 70?@>A5 =0 >1=0@C65=85 M D S C H E M A _ F U N C T I O N S , =54>?CAB8<>. Q 8AB>2K5 ?@82545=8O =5 ?>445@6820NBAO 2 <>45;OE D i r e c t Q u e r y A ?@>7@0G=K<8 <5@0<8. Q KG8A;O5<K5 AB>;1FK =5 ?>445@6820NBAO 2 <>45;OE D i r e c t Q u e r y A ?@>7@0G=K<8 <5@0<8. R0?@>AC D A X =5 C40;>AL A>740BL 70?@>A D i r e c t Q u e r y , B0: :0: ?@52KH5=> <0:A8<0;L=>5 G8A;> 4>?CAB8<KE ?0@0<5B@>2 8;8 ;8B5@0;>2: " % d { l i m i t / } " . 1KG=> MB> ?@>8AE>48B ?@8 2KG8A;5=88 <5@K D i s t i n c t C o u n t 4;O AB>;1F>2 g r o u p - b y , :>B>@K5 :>A25==> A2O70=K A> AB>;1F>< D i s t i n c t C o u n t . -B> <>65B ?@>8AE>48BL 87- 70 =0;8G8O 42C=0?@02;5==>9 :@>AAD8;LB@0F88. PA 2 5 C40;>AL =09B8 ?>B>:>2CN 107C 40==KE P o w e r P i v o t . � >4:;NG5=85 : ?>B>:>2>9 1075 40==KE P o w e r P i v o t =5 <>65B 1KBL CAB0=>2;5=> ( ?@52KH5=> <0:A8<0;L=> 4>?CAB8<>5 :>;8G5AB2> ?>2B>@=KE ?>?KB>:) . � 5B =8 >4=>3> 4>ABC?=>3> A5@25@0, @01>B0NI53> 2 @568<5 P o w e r P i v o t , 8 =8 >48= 87 =8E =5 =0E>48BAO 2 A>AB>O=88 0:B82=>9 8=8F80;870F88. PA � @C??K @01>G59 =03@C7:8 " % { g r o u p 1 / } " 8 " % { g r o u p 2 / } " A>?>AB02;ONBAO A 107>9 40==KE " % { D B I D / } " . ">;L:> >4=0 3@C??0 @01>G59 =03@C7:8 107K 40==KE <>65B A>?>AB02;OBLAO A 7040==>9 107>9 40==KE. � =0G5=85 ?0@0<5B@0 M a x M e m o r y A;8H:>< <0;>. =0G5=85 4>;6=> 1KBL 1>;LH5 B5:CI53> 8A?>;L7C5<>3> >1J5<0 ?0<OB8 R e s o u r c e P o o l ( % d { M e m o r y U s a g e / } ) . � 0?@>A ?@52KA8; <0:A8<0;L=K9 >1J5< ?0<OB8, 4>?CAB8<K9 4;O 70?@>A>2, 2K?>;=O5<KE 2 B5:CI59 3@C??5 @01>G59 =03@C7:8 ( 70?@>H5=> % d { M e m o r y U s e d / } , ?@545; - % d { M e m o r y L i m i t / } ) . ; ><0=40 I n t e r p r e t ?>445@68205BAO B>;L:> 2 B01;8G=>< @568<5. PA % ><?>=5=B " % { f e a t u r e N a m e / } " >B:;NG5=. $ 5@5:;NG0B5;8 :><?>=5=B0 =54>ABC?=K. PA g -B0 DC=:F8O A;C61 A n a l y s i s S e r v i c e s 4>ABC?=0 B>;L:> ?@8 C@>2=5 A>2<5AB8<>AB8 107K 40==KE 1 2 0 0 8;8 2KH5. b -B0 DC=:F8O A;C61 A n a l y s i s S e r v i c e s =54>ABC?=0 ?@8 C@>2=5 A>2<5AB8<>AB8 107K 40==KE 1 2 0 0 8;8 2KH5. K ;O MB>9 DC=:F88 B@51C5BAO C@>25=L A>2<5AB8<>AB8 107K 40==KE 1 2 0 0 8;8 2KH5. ; 1J5:B % { t y p e n a m e / } A 845=B8D8:0B>@>< % { i d / } =5 ACI5AB2C5B. PA 8 1J5:B % { s t r T y p e / } A 8<5=5< " % { s t r N a m e / } " =5 ACI5AB2C5B. ` 1J5:B % { s t r T y p e / } A 8<5=5< " % { s t r N a m e / } " =5 ACI5AB2C5B 2 % { s t r P a r e n t T y p e / } " % { s t r P a r e n t N a m e / } " . * <O 4;O % { t y p e n a m e / } =5 C:070=> 8;8 ?CAB>. | <O " % { n a m e / } " =54>?CAB8<> 4;O % { t y p e n a m e / } , ?>A:>;L:C A>45@68B >48= 8;8 =5A:>;L:> =54>?CAB8<KE A8<2>;>2 ( % { i n v a l i d c h a r s / } ) . ^ <O " % { n a m e / } " =54>?CAB8<> 4;O % { t y p e n a m e / } , ?>A:>;L:C 53> 4;8=0 1>;LH5 % { m a x c h a r s / } A8<2>;>2. z KG8A;O5<K9 AB>;15F " % { t a b l e / } " [ " % { c o l u m n / } " ] 8<55B 7=0G5=85 D a t a S i z e , :>B>@>5 =5 ?>445@68205BAO 4;O 2KG8A;O5<KE AB>;1F>2. L 5@0@E8O " % { h i e r / } " 2 B01;8F5 " % { t a b l e / } " 2:;NG05B AB>;15F A =><5@0<8 AB@>:. � !B>;1FK 42>8G=>3> B8?0 =5 <>3CB 8A?>;L7>20BLAO 2 >?@545;O5<KE ?>;L7>20B5;5< 85@0@E8OE. !B>;15F " % { c o l u m n / } " 87 B01;8FK " % { t a b l e / } " >?@545;5= :0: 42>8G=K9. : B01;8F5 " % { t a b l e / } " 4>;6=0 1KBL :0: <8=8<C< >4=0 A5:F8O. A AB>;1F5 " % { t a b l e / } [ % { c o l u m n / } ] " =5 2:;NG5=0 85@0@E8O 0B@81CB>2. e !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] " 8<55B 42>8G=K9 B8? A =54>?CAB8<K< 8;8 =5C:070==K< A2>9AB2>< D a t a S i z e . � !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] " =5 <>65B 8<5BL ?CAB>9 B8?. CAB>9 B8? 40==KE <>65B 1KBL 7040= 4;O AB>;1F0 B>;L:> 2 B>< A;CG05, 5A;8 >= O2;O5BAO 2KG8A;O5<K< 8;8 G0ABLN 2KG8A;O5<>9 B01;8FK. j T h e l e v e l ' % { l e v e l / } ' o f h i e r a r c h y ' % { h i e r a r c h y / } ' i n t a b l e ' % { t a b l e / } ' h a s a n i n v a l i d i n d e x ' % d { i n d e x / } ' . p 5@0@E8O " % { h i e r a r c h y / } " 2 B01;8F5 " % { t a b l e / } " 8<55B 420 C@>2=O A >4=8< 8 B5< 65 8AE>4=K< AB>;1F>< " % { c o l u m n / } " . PAT B01;8F5 " % { t a b l e / } " 5ABL 420 AB>;1F0, A2>9AB2C I s K e y :>B>@KE 7040=> 7=0G5=85 T r u e . 1 B01;8F5 " % { t a b l e / } " 5ABL 420 AB>;1F0 R o w N u m b e r . v L e v e l s ' % { l e v e l 1 / } ' a n d ' % { l e v e l 2 / } ' i n h i e r a r c h y ' % { h i e r a r c h y / } ' i n t a b l e ' % { t a b l e / } ' h a v e t h e s a m e i n d e x % d { i n d e x / } . V #@>25=L " % { l e v e l / } " 85@0@E88 " % { h i e r / } " 2 B01;8F5 " % { t a b l e / } " =5 AAK;05BAO =0 AB>;15F. i 5@0@E8O 0B@81CB>2 >B:;NG5=0 4;O 8AE>4=>3> AB>;1F0 " % { c o l u m n / } " C@>2=O " % { l e v e l / } " 2 B01;8F5 " % { t a b l e / } " . # B01;8F5 " % { t a b l e / } " =5B AB>;1F>2. , B01;8F5 " % { t a b l e / } " =5B :;NG52>3> AB>;1F0. \ !B>;15F R o w N u m b e r " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " ?>445@68205B B>;L:> B8? 40==KE I n t e g e r . O "01;8F0 " % { t a b l e / } " A2O70=0 A0<0 A A>1>9: " % { r e l n a m e / } " . -B> =5 ?>445@68205BAO. L ;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " 7040=K =54>?CAB8<K5 ?@82O7:8. � !B>;1FK 42>8G=>3> B8?0 =5 <>3CB 8A?>;L7>20BLAO 2 A2O7OE. 5@28G=K9 :;NG52>9 AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " >?@545;5= :0: 42>8G=K9 8 =5 <>65B 8A?>;L7>20BLAO 2 A2O78. � !B>;1FK 42>8G=>3> B8?0 =5 <>3CB 8A?>;L7>20BLAO 2 A2O7OE. =5H=89 :;NG52>9 AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " >?@545;5= :0: 42>8G=K9 8 =5 <>65B 8A?>;L7>20BLAO 2 A2O78. � KG8A;O5<K9 AB>;15F " % { t a b l e / } " [ " % { c o l u m n / } " ] =5 <>65B 1KBL >?@545;5= :0: 42>8G=K9, B0: :0: MB>B B8? 40==KE =5 ?>445@68205BAO 4;O 2KG8A;O5<KE AB>;1F>2. PA o !2>9AB2> S o r t B y C o l u m n AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " AAK;05BAO A0<> =0 A51O, GB> =5 ?>445@68205BAO. X :;NG52>< ?>:070B5;5 MDD5:B82=>AB8 4;O <5@K " % { m e a s u r e / } " =5 C:070=> F5;52>5 2K@065=85. Z :;NG52>< ?>:070B5;5 MDD5:B82=>AB8 4;O <5@K " % { m e a s u r e / } " =5 C:070=> 2K@065=85 A>AB>O=8O. n !2>9AB2C S o r t B y C o l u m n AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " 7040= AB>;15F " % { n a m e / } " , :>B>@K9 1K; C40;5=. r T h e c o l u m n ' % { c o l u m n / } ' i n t a b l e ' % { t a b l e / } ' h a s t h e S o r t B y C o l u m n p r o p e r t y s e t t o a n i n v a l i d c o l u m n I D % I 6 4 u { i d / } . � !2>9AB2C S o r t B y C o l u m n AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " 7040= AB>;15F " % { n a m e / } " , :>B>@K9 ?@8=04;568B B01;8F5 " % { s o r t b y t a b l e / } " . !B>;15F A>@B8@>2:8 4>;65= ?@8=04;560BL B>9 65 B01;8F5. y !2>9AB2C D a t a S o u r c e A5:F88 " % { p a r t i t i o n / } " 87 B01;8FK " % { t a b l e / } " 7040= 8AB>G=8: 40==KE " % { d a t a s o u r c e / } " , :>B>@K9 C40;5=. s P a r t i t i o n ' % { p a r t i t i o n / } ' i n t a b l e ' % { t a b l e / } ' h a s t h e D a t a S o u r c e p r o p e r t y s e t t o a n i n v a l i d I D % I 6 4 u { d a t a s o u r c e / } . ~ !2>9AB2C C o l u m n C@>2=O " % { l e v e l / } " 2 85@0@E88 " % { h i e r / } " 2 B01;8F5 " % { t a b l e / } " 7040= AB>;15F " % { c o l u m n / } " , :>B>@K9 1K; C40;5=. � L e v e l ' % { l e v e l / } ' i n h i e r a r c h y ' % { h i e r / } ' i n t a b l e ' % { t a b l e / } ' h a s t h e C o l u m n p r o p e r t y s e t t o a n i n v a l i d c o l u m n I D % I 6 4 u { c o l u m n / } . � !2>9AB2C C o l u m n C@>2=O " % { l e v e l / } " 87 85@0@E88 " % { h i e r / } " 2 B01;8F5 " % { t a b l e / } " 7040= AB>;15F " % { c o l u m n / } " , :>B>@K9 ?@8=04;568B 4@C3>9 B01;8F5 " % { c o l u m n t a b l e / } " . A5 C@>2=8 85@0@E88 4>;6=K AAK;0BLAO =0 AB>;1FK >4=>9 B01;8FK. ? !2O7L " % { r e l n a m e / } " C:07K205B =0 C40;5==CN B01;8FC " % { t a b l e / } " . W !2O7L " % { r e l n a m e / } " C:07K205B =0 C40;5==K9 AB>;15F " % { c o l u m n / } " 87 B01;8FK " % { t a b l e / } " . PAD R e l a t i o n s h i p ' % { r e l n a m e / } ' u s e s a n i n v a l i d c o l u m n I D % I 6 4 u { c o l u m n / } . V C o l u m n ' % { c o l u m n / } ' i n t a b l e ' % { t a b l e / } ' h a s a n i n v a l i d T y p e p r o p e r t y ( % I 6 4 d { v a l u e / } ) . !2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " A>45@68B ?0@0<5B@ C r o s s F i l t e r D i r e c t i o n A> 7=0G5=85< O n e D i r e c t i o n . 0@0<5B@ C r o s s F i l t e r D i r e c t i o n 4;O A2O759 B8?0 " >48= : >4=><C" 2A5340 4>;65= 8<5BL 7=0G5=85 B o t h D i r e c t i o n s . F "01;8F0 " % { t a b l e / } " =5 <>65B 8<5BL 1>;LH5 >4=>3> 2KG8A;O5<>3> @0745;0. � # <>45;8 40==KE >G5=L 4;8==0O F5?>G:0 7028A8<>AB59 2KG8A;O5<>9 B01;8FK, GB>, A:>@55 2A53>, C:07K205B =0 F8:;. @>25@LB5 D>@<C;K 2KG8A;O5<>9 B01;8FK. � K@065=85 D A X 4;O 2KG8A;O5<>9 B01;8FK " % { t a b l e / } " @57C;LB8@C5B 2 B8? 40==KE V a r i a n t 4;O AB>;1F0 " % { c o l u m n / } " . 7<5=8B5 2KG8A;5=85, GB>1K C AB>;1F0 1K; A>3;0A>20==K9 B8? 40==KE. s BACBAB2C5B >1J5:B B01;8G=KE <5B040==KE " % { T M T y p e / } " : " % { T M N a m e / } " 4;O >1J5:B0 I M B I " % { I M B I T y p e / } " : " % { I M B I N a m e / } " . q ><0=40 >1=>2;5=8O 4;O ?CAB>9 107K 40==KE " % { D B N a m e / } " =5 <>65B A>45@60BL AB@>:8 2 =01>@5 AB@>: " % { R o w s e t T y p e / } " . � >7<>6=>, 1070 40==KE <5B040==KE =0E>48BAO 2 =5A>3;0A>20==>< A>AB>O=88. K;0 =0945=0 AAK;:0 =0 >1J5:B % { t y p e n a m e / } A 845=B8D8:0B>@>< % { i d / } , => =5 C405BAO =09B8 >1J5:B. � !2>9AB2C S t o r a g e E n g i n e U s e d =52>7<>6=> 7040BL 7=0G5=85 T a b u l a r M e t a d a t a 4;O 107K 40==KE " ' % { D B N a m e / } " , B0: :0: MB0 DC=:F8O >B:;NG5=0. � T h e t r a n s l a t i o n f o r c u l t u r e ' % { c u l t u r e / } ' r e f e r e n c e s a n o b j e c t o f t y p e ' % { t y p e n a m e / } ' w i t h I D % I 6 4 u { i d / } b u t t h a t o b j e c t c a n n o t b e f o u n d . � /7K: 8 @538>=0;L=K5 ?0@0<5B@K " % { c u l t u r e / } " A>45@60B ?5@52>4, :>B>@K9 AAK;05BAO =0 >1J5:B B8?0 " % { t y p e n a m e / } " A 8<5=5< " % { n a m e / } " , => MB>B >1J5:B C40;5=. � /7K: 8 @538>=0;L=K5 ?0@0<5B@K " % { c u l t u r e / } " A>45@60B ?5@52>4 4;O A2>9AB20 " % { p r o p / } " >1J5:B0 B8?0 " % { t y p e n a m e / } " A 8<5=5< " % { n a m e / } " , => MB> A2>9AB2> =54>?CAB8<> 4;O 40==>3> B8?0 >1J5:B0. � ?5@52>45 4;O >1J5:B0 B8?0 " % { t y p e n a m e / } " A 8<5=5< " % { n a m e / } " 4;O O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 " % { c u l t u r e / } " =5 C:070=> A2>9AB2>. #:068B5 A2>9AB2> >1J5:B0, 4;O :>B>@>3> 2K?>;=O5BAO ?5@52>4 ( =0?@8<5@, " <O" , " ?8A0=85" ) . � !2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " 8<55B :>=5G=CN :@0B=>ABL " <=>385" . >=5G=0O :@0B=>ABL 4>;6=0 2A5340 1KBL " >48=" . � 54>?CAB8<K9 B8? A2O78 " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " . "8? 4>;65= 1KBL 2A5340 S i n g l e C o l u m n . B R e l a t i o n s h i p ' % { r e l n a m e / } ' u s e s a n i n v a l i d t a b l e I D % I 6 4 u { t a b l e / } . b !2O7L " % { r e l n a m e / } " 8A?>;L7C5B 845=B8D8:0B>@ AB>;1F0, :>B>@K9 =5 ?@8=04;568B : B01;8F5 MB>9 A2O78.
5 C405BAO 7040BL 4;O A2>9AB20 S t o r a g e E n g i n e M o d e 107K 40==KE " % { n a m e / } " 7=0G5=85 " T a b u l a r M e t a d a t a " , B0: :0: C@>25=L A>2<5AB8<>AB8 107K 40==KE % d { d b C o m p a t L e v e l / } , 0 <8=8<0;L=K9 =5>1E>48<K9 C@>25=L A>2<5AB8<>AB8 4;O B01;8G=KE <5B040==KE % d { m i n T a b u l a r C o m p a t L e v e l / } . � 1J5:B B01;8G=KE <5B040==KE " % { T M T y p e / } " : " % { T M N a m e / } " =5 A>2?0405B =8 A >4=8< >1J5:B>< " % { U D M T y p e / } " >1J5:B0 " % { U D M P a r e n t T y p e / } " U D M A 845=B8D8:0B>@>< " % { P a r e n t I D / } " . � 1J5:B L i n g u i s t i c M e t a d a t a AAK;05BAO =0 >1J5:B O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 A 845=B8D8:0B>@>< % I 6 4 u { i d / } , => B0:>9 >1J5:B =5 =0945=. w 1J5:B L i n g u i s t i c M e t a d a t a AAK;05BAO =0 >1J5:B O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 " % { c u l t u r e / } " , => B0:>9 >1J5:B =5 =0945=. r !2>9AB2> A>45@68<>3> >1J5:B0 L i n g u i s t i c M e t a d a t a 4;O O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 " % { c u l t u r e / } " O2;O5BAO ?CABK<. � /7K: 8 @538>=0;L=K5 ?0@0<5B@K " % { c u l t u r e / } " 8 ?0@0<5B@K A>@B8@>2:8 " % { c o l l a t i o n / } " O2;ONBAO =5459AB28B5;L=K<8 8;8 =5 ?>445@6820NBAO. y # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 7040=> A2>9AB2> D a t a S o u r c e I D , => >=> 4>?CAB8<> B>;L:> 4;O A5:F89 70?@>A>2. X # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 4>;6=> 1KBL 7040=> A2>9AB2> D a t a S o u r c e I D . } # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 7040=> A2>9AB2> Q u e r y D e f i n i t i o n , => >=> =54>?CAB8<> 4;O A5:F89 157 8AB>G=8:>2. Z # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 7040=> =54>?CAB8<>5 7=0G5=85 A2>9AB20 T y p e . f &5;52K5 A5:F88 4>;6=K C:07K20BLAO ;81> B>;L:> ?> 845=B8D8:0B>@C, ;81> ?> 8<5=8 B01;8FK 8 8<5=8 A5:F88. � AE>4=0O A5:F8O " % { S o u r c e P a r t i t i o n N a m e / } " 87 B01;8FK " % { S o u r c e T a b l e N a m e / } " 4>;6=0 1KBL 2 B>9 65 B01;8F5, GB> 8 F5;520O A5:F8O: " % { T a r g e t T a b l e N a m e / } " . e &5;52>9 @0745; A;8O=8O " % { P a r t i t i o n N a m e / } " 87 B01;8FK " % { T a b l e N a m e / } " =5 <>65B 1KBL >4=8< 87 8AE>4=KE. 7 AE>4=K5 @0745;K 4;O A;8O=8O 2 =01>@5 AB@>: =5 C:070=K. | !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 8<55B =54>?CAB8<K9 @568<. !5:F8O MB>3> B8?0 4>;6=0 =0E>48BLAO 2 @568<5 8<?>@B0. _ "8? 40==KE V a r i a n t 7040= 4;O AB>;1F0: " % { c o l u m n / } " . !B>;1FK =5 ?>445@6820NB B8? 40==KE V a r i a n t . } 54>?CAB8<>5 7=0G5=85 4;O @568<0 D e f a u l t M o d e 8;8 <>45;8 " % { m o d e l / } " . >?CAB8<K5 7=0G5=8O D e f a u l t M o d e : I m p o r t 8;8 D i r e c t Q u e r y . (!5:F88, :>B>@K5 A>45@60B ?>;=K9 =01>@ 40==KE ( =5 2K1>@:C 40==KE) , 4>;6=K 1KBL =0AB@>5=K A @568<>< D i r e c t Q u e r y 8 ?>;=K<8 ?@54AB02;5=8O<8 D a t a V i e w 8;8 8A?>;L7>20BL @568< 70?@>A>2 I m p o r t 4;O 872;5G5=8O 40==KE. -B0 <>45;L A>45@68B =5 A>>B25BAB2CNI85 B@51>20=8O< A5:F88. @>25@LB5 :>=D83C@0F8N A5:F89. � @8 703@C7:5 <>45;8 40==KE 1K;> >1=0@C65=> =5?@542845==>5 =5A>>B25BAB285. !B>;15F " % { c o l n a m e / } " 2 B01;8F5 " % { t a b l e / } " =5 C40;>AL A>?>AB028BL A <=>3><5@=>9 AE5<>9. } 5 C40;>AL 703@C78BL <>45;L 40==KE 87- 70 >H81:8, 2>7=8:H59 ?@8 ?>?KB:5 70?@>A0 : ?>;N " % { f i e l d n a m e / } " 2 B01;8F5 D B P R O P E R T I E S . � 5 C40;>AL 703@C78BL <>45;L 40==KE 87- 70 =5A>>B25BAB28O 25@A89 AE5<K <5B040==KE. >A;54=OO 8725AB=0O 25@A8O AE5<K ( % { l a s t v e r / } ) =5 <>65B 1KBL 1>;LH5 B5:CI59 25@A88 AE5<K ( % { c u r v e r / } ) . � 5 C40;>AL 703@C78BL <>45;L 40==KE 87- 70 =54>?CAB8<>3> 7=0G5=8O ?5@5G8A;5=8O " % { e n u m V a l u e / } " 4;O M;5<5=B0 " % { m e m b e r N a m e / } " 2 >1J5:B5 " % { o b j e c t N a m e / } " A 845=B8D8:0B>@>< " % { o b j e c t I d / } " . Q -B> 2K@065=85 AAK;05BAO =0 >1J5:B % { t y p e / } A 8<5=5< " % { l a b e l / } " , 345 5ABL >H81:0. � !B>;15F, =0 :>B>@K9 C:07K205B AAK;:0 P e r s p e c t i v e C o l u m n " % { p e r s p c o l u m n / } " 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " , =52>7<>6=> 87<5=8BL. 7<5=5=85 >1J5:B0, =0 :>B>@K9 C:07K205B AAK;:0, 70?@5I5=> ?>A;5 A>740=8O >1J5:B0. � 5@0, =0 :>B>@CN C:07K205B AAK;:0 P e r s p e c t i v e M e a s u r e " % { p e r s p m e a s u r e / } " 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " , =52>7<>6=> 87<5=8BL. 7<5=5=85 >1J5:B0, =0 :>B>@K9 C:07K205B AAK;:0, 70?@5I5=> ?>A;5 A>740=8O >1J5:B0. � 5@0@E8O, =0 :>B>@CN C:07K205B AAK;:0 P e r s p e c t i v e H i e r a r c h y " % { p e r s p h i e r a r c h y / } " 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " , =52>7<>6=> 87<5=8BL. 7<5=5=85 >1J5:B0, =0 :>B>@K9 C:07K205B AAK;:0, 70?@5I5=> ?>A;5 A>740=8O >1J5:B0. � P e r s p e c t i v e C o l u m n 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 AB>;15F " % { p e r s p c o l u m n / } " 2 B01;8F5 " % { p e r s p t a b l e / } " , => ?@8=04;568B P e r s p e c t i v e T a b l e , :>B>@0O AAK;05BAO =0 4@C3CN B01;8FC " % { p e r s p t a b l e p a r e n t / } " . � P e r s p e c t i v e M e a s u r e 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 <5@C " % { p e r s p m e a s u r e / } " 2 B01;8F5 " % { p e r s p t a b l e / } " , => ?@8=04;568B P e r s p e c t i v e T a b l e , :>B>@0O AAK;05BAO =0 4@C3CN B01;8FC " % { p e r s p t a b l e p a r e n t / } " . � P e r s p e c t i v e H i e r a r c h y 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 85@0@E8N " % { p e r s p h i e r a r c h y / } " 2 B01;8F5 " % { p e r s p t a b l e / } " , => ?@8=04;568B P e r s p e c t i v e T a b l e , :>B>@0O AAK;05BAO =0 4@C3CN B01;8FC " % { p e r s p t a b l e p a r e n t / } " . K # P e r s p e c t i v e T a b l e 2 ?5@A?5:B825 " % { p e r s p / } " >BACBAB2C5B AAK;:0 =0 B01;8FC. c A P e r s p e c t i v e T a b l e i n p e r s p e c t i v e ' % { p e r s p / } ' r e f e r s t o a n i n v a l i d t a b l e w i t h I D ' % I 6 4 u { t a b l e I D / } ' . b P e r s p e c t i v e T a b l e 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 B01;8FC " % { t a b l e / } " , :>B>@0O 1K;0 C40;5=0. e # P e r s p e c t i v e C o l u m n 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " >BACBAB2C5B AAK;:0 =0 AB>;15F. } A P e r s p e c t i v e C o l u m n i n t a b l e ' % { p e r s p t a b l e / } ' i n p e r s p e c t i v e ' % { p e r s p / } ' r e f e r s t o a n i n v a l i d c o l u m n w i t h I D ' % I 6 4 u { c o l I D / } ' . { P e r s p e c t i v e C o l u m n 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " AAK;05BAO =0 AB>;15F " % { c o l u m n / } " , :>B>@K9 1K; C40;5=. i # P e r s p e c t i v e H i e r a r c h y 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " >BACBAB2C5B AAK;:0 =0 85@0@E8N. � A P e r s p e c t i v e H i e r a r c h y i n t a b l e ' % { p e r s p t a b l e / } ' i n p e r s p e c t i v e ' % { p e r s p / } ' r e f e r s t o a n i n v a l i d h i e r a r c h y w i t h I D ' % I 6 4 u { h i e r I D / } ' . P e r s p e c t i v e H i e r a r c h y 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " AAK;05BAO =0 85@0@E8N " % { h i e r / } " , :>B>@0O 1K;0 C40;5=0. c # P e r s p e c t i v e M e a s u r e 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " >BACBAB2C5B AAK;:0 =0 <5@C. � A P e r s p e c t i v e M e a s u r e i n t a b l e ' % { p e r s p t a b l e / } ' i n p e r s p e c t i v e ' % { p e r s p / } ' r e f e r s t o a n i n v a l i d m e a s u r e w i t h I D ' % I 6 4 u { m e a s u r e I D / } ' . | P e r s p e c t i v e M e a s u r e 2 B01;8F5 " % { p e r s p t a b l e / } " ?5@A?5:B82K " % { p e r s p / } " AAK;05BAO =0 <5@C " % { m e a s u r e / } " , :>B>@0O 1K;0 C40;5=0. � "01;8FC, =0 :>B>@CN AAK;05BAO >1J5:B P e r s p e c t i v e T a b l e " % { p e r s p t a b l e / } " 2 ?5@A?5:B825 " % { p e r s p / } " , =52>7<>6=> 87<5=8BL. 7<5=5=85 >1J5:B0, =0 :>B>@K9 C:07K205B AAK;:0, =5 @07@5H5=> ?>A;5 A>740=8O >1J5:B0. n 1J5:B R o l e M e m b e r s h i p " % { n a m e / } " =52>7<>6=> 87<5=8BL. 1J5:BK R o l e M e m b e r s h i p <>6=> B>;L:> A>74020BL 8 C40;OBL. � 54>AB0B>G=> @07@5H5=89 4;O 2K?>;=5=8O B01;8G=>3> >1=>2;5=8O 2 1075 40==KE " % { D B N a m e / } " . ;O 2K?>;=5=8O :><0=4K B01;8G=>3> >1=>2;5=8O B@51CNBAO ?@020 04<8=8AB@0B>@0 A5@25@0. J # >1J5:B0 T a b l e P e r m i s s i o n 2 @>;8 " % { r o l e / } " >BACBAB2C5B AAK;:0 =0 B01;8FC. a A T a b l e P e r m i s s i o n o b j e c t i n r o l e ' % { r o l e / } ' r e f e r s t o a n i n v a l i d t a b l e w i t h I D ' % I 6 4 u { t a b l e I D / } ' . [ 1J5:B T a b l e P e r m i s s i o n 2 @>;8 " % { r o l e / } " AAK;05BAO =0 B01;8FC " % { t a b l e / } " , :>B>@0O C40;5=0. � =5402=> A>740==>< >1J5:B5 R o l e M e m b e r s h i p W i n d o w s 2 @>;8 " % { r o l e / } " =5 C:070=> 7=0G5=85 =8 4;O M e m b e r N a m e , =8 4;O M e m b e r I D . M e m b e r N a m e 8;8 M e m b e r I D ( 8;8 8 B>, 8 4@C3>5) =5>1E>48<> C:07K20BL ?@8 A>740=88 >1J5:B0 R o l e M e m b e r s h i p W i n d o w s . � =5402=> A>740==>< 2=5H=5< >1J5:B5 R o l e M e m b e r s h i p 2 @>;8 " % { r o l e / } " 4;O ?>AB02I8:0 " % { p r o v i d e r / } " =5 C:070=> 7=0G5=85 4;O M e m b e r I D . M e m b e r I D =5>1E>48<> C:07K20BL ?@8 A>740=88 2=5H=53> >1J5:B0 R o l e M e m b e r s h i p . � "01;8G=0O 1070 40==KE " % { D B N a m e / } " =0E>48BAO 2 =5A>3;0A>20==>< A>AB>O=88, 8 4>ABC? : =59 =52>7<>65=. #40;8B5 55 8 A>7409B5 70=>2> ;81> 2>AAB0=>28B5 87 459AB28B5;L=>9 @575@2=>9 :>?88. f ;O 20@80=B0 " % { v a r i a t i o n / } " =5>1E>48<> C:070BL A2O7L, 85@0@E8N ?> C<>;G0=8N 8;8 AB>;15F ?> C<>;G0=8N. d ;O 20@80=B0 " % { v a r i a t i o n / } " =5 4>?CA:05BAO >4=>2@5<5==>5 C:070=85 D e f a u l t H i e r a r c h y 8 D e f a u l t C o l u m n . l ;O 20@80=B0 ?> C<>;G0=8N " % { v a r i a t i o n / } " =5>1E>48<> C:070BL 85@0@E8N ?> C<>;G0=8N 8;8 AB>;15F ?> C<>;G0=8N. PA\ !2O7L 4;O 20@80=B0 " % { v a r i a t i o n / } " 4>;6=0 >?@545;OBLAO 2 B5:CI59 B01;8F5 ?@8 C:070=88 A2O78. 5@0@E8O ?> C<>;G0=8N 20@80=B0 " % { v a r i a t i o n / } " 4>;6=0 =0E>48BLAO =0 AB>@>=5 A2O78 A P r i m a r y K e y , :>340 C:07K20NBAO >10 7=0G5=8O. � !B>;15F ?> C<>;G0=8N 20@80=B0 " % { v a r i a t i o n / } " 4>;65= =0E>48BLAO =0 AB>@>=5 A2O78 A P r i m a r y K e y , 5A;8 4;O >1J5:B0 20@80=B0 C:07K20NBAO >10 A2>9AB20 D e f a u l t C o l u m n 8 R e l a t i o n s h i p . o 5@0@E8O ?> C<>;G0=8N 20@80=B0 " % { v a r i a t i o n / } " 4>;6=0 1KBL >?@545;5=0 2 B5:CI59 B01;8F5, 5A;8 A2O7L =5 C:070=0. m !B>;15F ?> C<>;G0=8N 20@80=B0 " % { v a r i a t i o n / } " 4>;65= 1KBL >?@545;5= 2 B5:CI59 B01;8F5, 5A;8 =5 C:070=0 A2O7L. � 5A:>;L:> >1J5:B>2 20@80=B>2 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { c o l u m n / } " 1K;8 ?><5G5=K :0: I s D e f a u l t . K15@8B5 >48= 20@80=B 2 :0G5AB25 20@80=B0 ?> C<>;G0=8N. { !2>9AB2> D a t a T y p e AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " =5 <>65B 1KBL 87<5=5=> A 42>8G=>3> =0 =542>8G=>5 8;8 =0>1>@>B. k 1I55 G8A;> AB>;1F>2 2 <>45;8 % l d { N u m b e r O f C o l u m n s / } , GB> ?@52KH05B >3@0=8G5=85: % l d { M a x N u m b e r O f C o l u m n s / } . [ AB>;1F5 " % { c o l u m n / } " 2 2KG8A;O5<>9 B01;8F5 " % { t a b l e / } " >BACBAB2C5B A2>9AB2> S o u r c e C o l u m n . � AB>;1F5 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " CAB0=>2;5=> I n f e r r e d N a m e . >4@07C<5205<K5 8<5=0 <>3CB 1KBL B>;L:> C AB>;1F>2 2KG8A;O5<>9 B01;8FK. � J S O N D D L <>6=> 2K?>;=8BL B>;L:> 4;O 107 40==KE A C@>2=5< A>2<5AB8<>AB8 1 2 0 0 8;8 1>;55 2KA>:8<. &5;520O 1070 40==KE 4;O B5:CI53> 70?@>A0 J S O N D D L , " % { d a t a b a s e / } " , 8<55B C@>25=L A>2<5AB8<>AB8 " % { c o m p a t / } " . � 70?@>A5 C:070=0 2=5H=OO ?@82O7:0, => 55 F5;52>9 >1J5:B =5 O2;O5BAO 4>?CAB8<K<. #:070==K9 845=B8D8:0B>@ 4>;65= 1KBL 4>?CAB8<K< >1J5:B>< B01;8FK, A5:F88 8;8 <>45;8. � "01;8F0 A A5:F8O<8, 8A?>;L7CNI8<8 @568< I m p o r t 8 ?>;=>5 ?@54AB02;5=85 D a t a V i e w , =5 <>65B 8<5BL A5:F88, 8A?>;L7CNI85 2K1>@:C D a t a V i e w . 0640O B01;8F0 4>;6=0 A>45@60BL ?> <5=LH59 <5@5 >4=C A5:F8N 2 ?>;=>< ?@54AB02;5=88 D a t a V i e w . "01;8F0 " % { t a b l e / } " =5 A>45@68B A5:F8N, :>B>@0O 1K 8A?>;L7>20;0 ?>;=>5 ?@54AB02;5=85 D a t a V i e w . 'B>1K ?@>4>;68BL, =0AB@>9B5 ?> <5=LH59 <5@5 >4=C A5:F8N, 8A?>;L7CNICN ?>;=>5 ?@54AB02;5=85 D a t a V i e w . � 568< 70?@>A>2 2 A5:F88 4>;65= 1KBL >4=8< 87 A;54CNI8E: I m p o r t , D i r e c t Q u e r y 8;8 D e f a u l t . !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 8A?>;L7C5B @568< 70?@>A>2 P u s h . 7<5=8B5 @568< 70?@>A>2 =0 4>?CAB8<K9. � !5:F88 D i r e c t Q u e r y 70?@5I5=K 2 B01;8F5 " % { t a b l e / } " , B0: :0: >=0 A>45@68B A2O7L d a t e t i m e - d a t e A 4@C3>9 B01;8F59. "01;8F0 A MB8< B8?>< >B=>H5=89 4>;6=0 8A?>;L7>20BL @568< 70?@>A>2 I m p o r t . PAg"01;8F0 A A5:F8O<8, 8A?>;L7CNI8<8 @568< D i r e c t Q u e r y 8 ?>;=>5 ?@54AB02;5=85 D a t a V i e w , <>65B 8<5BL B>;L:> >4=C A5:F8N 2 @568<5 D i r e c t Q u e r y . MB>9 <>45;8 B01;8F0 " % { t a b l e / } " A>45@68B =54>?CAB8<K5 =0AB@>9:8 A5:F89. >7<>6=>, 20< ?>B@51C5BAO >1J548=8BL 8;8 C40;8BL A5:F88, GB>1K B>;L:> >4=0 87 =8E =0E>48;0AL 2 @568<5 D i r e c t Q u e r y A ?>;=K< ?@54AB02;5=85< D a t a V i e w . u A5 A5:F88, 8A?>;L7CNI85 @568< D i r e c t Q u e r y A ?>;=K< ?@54AB02;5=85< D a t a V i e w , 4>;6=K 70?@0H820BL >48= 8AB>G=8: 40==KE. � A5 A5:F88 =0 >A=>25 ?@8<5@0 D a t a V i e w 4>;6=K 8A?>;L7>20BL @568< 70?@>A>2 I m p o r t 4;O ?>;CG5=8O 40==KE. !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 8A?>;L7C5B =54>?CAB8<K9 @568< 70?@>A>2. J AB>G=8: 40==KE " % { d s n a m e / } " 2 1075 40==KE =5 C:070= 2 :><0=45 >1=>2;5=8O. � A2O78 <564C AB>;1F>< " % { f r o m T a b l e / } ' [ ' % { f r o m C o l u m n / } " ] 8 AB>;1F>< " % { t o T a b l e / } ' [ ' % { t o C o l u m n / } " ] 4;O S e c u r i t y F i l t e r B e h a v i o r =5 <>65B 1KBL 7040=> 7=0G5=85 B o t h D i r e c t i o n s , 5A;8 4;O C r o s s F i l t e r B e h a v i o r 7040=> 7=0G5=85 O n e D i r e c t i o n . ` 2C=0?@02;5==0O :@>AAD8;LB@0F8O 4;O 157>?0A=>AB8 =0 C@>2=5 AB@>: =5 2:;NG5=0 4;O B5:CI59 <>45;8. � A2O78 <564C AB>;1F>< " % { f r o m T a b l e / } ' [ ' % { f r o m C o l u m n / } " ] 8 AB>;1F>< " % { t o T a b l e / } ' [ ' % { t o C o l u m n / } " ] 4;O S e c u r i t y F i l t e r B e h a v i o r =5 <>65B 1KBL 7040=> 7=0G5=85 B o t h D i r e c t i o n s , 5A;8 A2O7L =50:B82=0. � # O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 " % { c u l t u r e / } " >?@545;5=> =5A:>;L:> ?5@52>4>2 >1J5:B0 A 845=B8D8:0B>@>< " % l u { o b j e c t I D / } " 8 B8?>< " % d { o b j e c t T y p e / } " 4;O >4=>3> 8 B>3> 65 ?5@52545==>3> A2>9AB20: " % d { p r o p e r t y T y p e / } " . � "01;8F0 " % { t a b l e / } " C65 A>45@68B A2O7L, 345 4;O ?>2545=8O D8;LB@0F88 157>?0A=>AB8 7040=> 7=0G5=85 " 10" . >?CA:05BAO B>;L:> >4=0 A2O7L =0 B01;8FC A B0:>9 =0AB@>9:>9. � B01;8F5 " % { t a b l e / } " =0AB@>5=0 157>?0A=>ABL =0 C@>2=5 AB@>: A >3@0=8G5=8O<8 =0 A?>A>1K C:070=8O D8;LB@>2 157>?0A=>AB8. 0AB@>9:0 4;O ?>2545=8O D8;LB@0F88 157>?0A=>AB8 2 A2O78 " % { r e l a t i o n s h i p / } " =5 <>65B 1KBL 7040=0 :0: " 10" . y A V a r i a t i o n o b j e c t ' % { v a r i a t i o n / } ' i n C o l u m n ' % { c o l u m n / } ' r e f e r s t o a n i n v a l i d % { o b j e c t T y p e / } w i t h I D ' % I 6 4 u { o b j e c t I D / } ' . } 1J5:B V a r i a t i o n " % { v a r i a t i o n / } " 2 AB>;1F5 " % { c o l u m n / } " AAK;05BAO =0 B8? % { o b j e c t T y p e / } " % { o b j e c t N a m e / } " , :>B>@K9 1K; C40;5=. y "01;8F0 " % { t a b l e / } " A>45@68B AB>;15F 8 % { o b j e c t t y p e / } A >48=0:>2K< 8<5=5< " % { n a m e / } " . 5@58<5=C9B5 >48= 87 MB8E >1J5:B>2. � 1J5:B 20@80=B0 " % { v a r i a t i o n / } " 2 AB>;1F5 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " 4>;65= 8<5BL C:070==CN A2O7L, 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. � ;O A2>9AB20 S h o w A s V a r i a t i o n s O n l y B01;8FK " % { t a b l e / } " 4>;6=> 1KBL 7040=> 7=0G5=85� 1 , B0: :0: >=0 O2;O5BAO F5;52K< >1J5:B>< 20@80=B0 " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { v a r i a t i o n C o l u m n / } " 2 B01;8F5 " % { v a r i a t i o n T a b l e / } " , 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. 10@80=B " % { v a r i a t i o n 1 / } " 4;O AB>;1F0 " % { v a r i a t i o n 1 C o l u m n / } " 2 B01;8F5 " % { v a r i a t i o n 1 T a b l e / } " 8 20@80=B " % { v a r i a t i o n 2 / } " 4;O AB>;1F0 " % { v a r i a t i o n 2 C o l u m n / } " 2 B01;8F5 " % { v a r i a t i o n 2 T a b l e / } " C:07K20NB =0 >4=C B01;8FC " % { t a b l e / } " , >4=0:> MB> 4>?CAB8<> B>;L:> 4;O >4=>3> 20@80=B0, 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. � "01;8F0 " % { t a b l e / } " , 4;O A2>9AB20 S h o w A s V a r i a t i o n s O n l y :>B>@>9 7040=> 7=0G5=85� 1 , 4>;6=0 1KBL F5;52K< >1J5:B>< 20@80=B0, 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. k !B>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " <>65B 8<5BL B>;L:> >48= 20@80=B, 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. � ;O D;030 I s D e f a u l t 20@80=B0 " % { v a r i a t i o n / } " 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " 4>;6=> 1KBL 7040=> 7=0G5=85 t r u e , 5A;8 2:;NG5=0 =>B0F8O 20@80=B0. � 01>@ ?5@A?5:B82 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 =01>@ " % { p e r s p s e t / } " 2 B01;8F5 " % { p e r s p t a b l e / } " , => ?@8=04;568B B01;8F5 ?5@A?5:B82, :>B>@0O AAK;05BAO =0 4@C3CN B01;8FC ( " % { p e r s p t a b l e p a r e n t / } " ) . � 52>7<>6=> 87<5=8BL =01>@, =0 :>B>@K9 AAK;05BAO =01>@ ?5@A?5:B82 " % { p e r s p s e t / } " 2 B01;8F5 " % { p e r s p t a b l e / } " 2 ?5@A?5:B825 " % { p e r s p e c t i v e / } " . 7<5=5=85 >1J5:B0, =0 :>B>@K9 C:07K205B AAK;:0, ?>A;5 53> A>740=8O =5 @07@5H5=>. e =01>@5 ?5@A?5:B82 2 B01;8F5 " % { p e r s p t a b l e / } " 2 ?5@A?5:B825 " % { p e r s p / } " >BACBAB2C5B AAK;:0 =0 =01>@. w A P e r s p e c t i v e S e t i n t a b l e ' % { p e r s p t a b l e / } ' i n p e r s p e c t i v e ' % { p e r s p / } ' r e f e r s t o a n i n v a l i d s e t w i t h I D ' % I 6 4 u { s e t I D / } ' . m 01>@ ?5@A?5:B82 2 B01;8F5 " % { p e r s p t a b l e / } " 2 ?5@A?5:B825 " % { p e r s p / } " AAK;05BAO =0 C40;5==K9 =01>@ " % { s e t / } " . 2 -B0 DC=:F8O =01>@0 =5 2:;NG5=0 4;O B5:CI59 <>45;8. � 5 C40;>AL 4>1028BL " % { n e w o b j e c t t y p e / } " A 8<5=5< " % { n a m e / } " , B0: :0: " % { e x i s t i n g o b j e c t t y p e / } " A B0:8< 8<5=5< C65 ACI5AB2C5B 2 <>45;8 " % { p a r e n t n a m e / } " . L 2K@065=88 " % { e x p r e s s i o n / } " 4;O A2>9AB20 K i n d 7040=> =54>?CAB8<>5 7=0G5=85. P 2K@065=88 " % { e x p r e s s i o n / } " 4;O A2>9AB20 K i n d 7040=> =5?>445@68205<>5 7=0G5=85. � 1J5:B T a b l e P e r m i s s i o n 2 @>;8 " % { r o l e / } " , AAK;0NI89AO =0 B01;8FC " % { t a b l e / } " , 8A?>;L7C5B A2>9AB2> M e t a d a t a P e r m i s s i o n , 70@575@28@>20==>5 4;O 8A?>;L7>20=8O 2 1C4CI5<. � $C=:F8O D e t a i l R o w s E x p r e s s i o n / D e f a u l t D e t a i l R o w s E x p r e s s i o n =5 2:;NG5=0. "01;8F0 " % { t a b l e / } " 8A?>;L7C5B >4=> 87 MB8E A2>9AB2, => >=8 70@575@28@>20=K 4;O 1C4CI53> 8A?>;L7>20=8O. � 1J5:B T a b l e P e r m i s s i o n 2 @>;8 " % { r o l e / } " , AAK;0NI89AO =0 B01;8FC " % { t a b l e / } " , 8A?>;L7C5B A2>9AB2> M e t a d a t a P e r m i s s i o n , GB> 70?@5I5=> 4;O @>;59 04<8=8AB@0B>@0, >1=>2;5=8O 8;8 GB5=8O 8 >1=>2;5=8O. [ >;L " % { r o l e / } " O2;O5BAO @>;LN >1=>2;5=8O 8 70?@5I05B 8A?>;L7>20BL >1J5:BK T a b l e P e r m i s s i o n . _ >;L " % { r o l e / } " O2;O5BAO @>;LN 04<8=8AB@0B>@0 8 70?@5I05B 8A?>;L7>20BL >1J5:BK T a b l e P e r m i s s i o n . � K ?@8=04;568B5 : @>;8 GB5=8O 8 @>;8 >1=>2;5=8O 8 >1=>2;5=8O ?@8 GB5=88 ( R e a d R e f r e s h ) , => MB> =5 ?>445@68205BAO ?@8 >1J548=5=88 A 70I8B>9 =0 C@>2=5 >1J5:B>2. 1@0B8B5AL : 04<8=8AB@0B>@C 107K 40==KE. � A c o l u m n ' % I 6 4 u { c o l u m n I D / } ' o f a C o l u m n P e r m i s s i o n o b j e c t b e l o n g s t o a t a b l e ' % I 6 4 u { c o l u m n T a b l e I D / } ' , w h i c h i s d i f f e r e n t f r o m a t a b l e ' % I 6 4 u { t a b l e P e r m i s s i o n T a b l e I D / } ' r e f e r r e d t o b y t h e c o r r e s p o n d i n g T a b l e P e r m i s s i o n o b j e c t . 9 >1J5:B5 C o l u m n P e r m i s s i o n >BACBAB2C5B AAK;:0 =0 AB>;15F. Q A C o l u m n P e r m i s s i o n o b j e c t r e f e r s t o a n i n v a l i d c o l u m n w i t h I D ' % I 6 4 u { c o l u m n I D / } ' . N 1J5:B C o l u m n P e r m i s s i o n AAK;05BAO =0 AB>;15F " % { c o l u m n / } " , :>B>@K9 1K; C40;5=. � 1J5:B C o l u m n P e r m i s s i o n , C:07K20NI89 =0 AB>;15F " % { c o l u m n / } " , 8A?>;L7C5B A2>9AB2> M e t a d a t a P e r m i s s i o n , :>B>@>5 70@575@28@>20=> 4;O 8A?>;L7>20=8O 2 1C4CI5<. � 1J5:B C o l u m n P e r m i s s i o n 2 @>;8 T a b l e P e r m i s s i o n " % { r o l e / } [ % { t a b l e / } ] " , AAK;0NI89AO =0 AB>;15F " % { c o l u m n / } " , 8A?>;L7C5B A2>9AB2> M e t a d a t a P e r m i s s i o n , GB> 70?@5I5=> 4;O @>;59 04<8=8AB@0B>@0, >1=>2;5=8O 8;8 GB5=8O 8 >1=>2;5=8O. � 1J5:B C o l u m n P e r m i s s i o n , C:07K20NI89 =0 AB>;15F " % { c o l u m n / } " , =5 <>65B 1KBL <5=55 >3@0=8G820NI8<, G5< A>>B25BAB2CNI89 5<C >1J5:B T a b l e P e r m i s s i o n , :>B>@K9 C:07K205B =0 B01;8FC " % { t a b l e / } " . q I m p e r s o n a t i o n I n f o 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " 4;O I m p e r s o n a t i o n M o d e 7040=> =54>?CAB8<>5 7=0G5=85 D e f a u l t . � A2545=8OE I m p e r s o n a t i o n I n f o 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " 7040= @568< I m p e r s o n a t i o n M o d e =5 ?> C<>;G0=8N. AB@C:BC@8@>20==KE 8AB>G=8:0E 40==KE ?>445@68205BAO B>;L:> @568< >;8F5B2>@5=8O " > C<>;G0=8N" . � 52>7<>6=> C:070BL A2>9AB20 C o n n e c t i o n S t r i n g , A c c o u n t 8;8 P a s s w o r d 4;O 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " A B8?>< " !B@C:BC@8@>20==K9" . � 52>7<>6=> C:070BL A2>9AB20 C o n n e c t i o n D e t a i l s , C o n t e x t E x p r e s s i o n , C r e d e n t i a l 8;8 O p t i o n s 4;O 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " A B8?>< " >AB02I8:" . R # 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " 7040= B8? % d { t y p e / } ; MB> 7=0G5=85 =54>?CAB8<>. K # 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " >BACBAB2C5B A2>9AB2> C o n n e c t i o n D e t a i l s . D # 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " >BACBAB2C5B A2>9AB2> C r e d e n t i a l . a # 2K@065=8O " % { e x p r e s s i o n / } " A2>9AB2> E x p r e s s i o n 7040=> ?CAB>9 AB@>:>9; MB> 7=0G5=85 =54>?CAB8<>. x # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " A2>9AB2> Q u e r y D e f i n i t i o n 7040=> ?CAB>9 AB@>:>9; MB> 7=0G5=85 =54>?CAB8<>. � !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 8<55B =54>?CAB8<K9 @568<. !5:F8O B8?0 ACI=>AB8 4>;6=0 =0E>48BLAO 2 @568<5 D i r e c t Q u e r y . x # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " A2>9AB2> Q u e r y D e f i n i t i o n 7040=> ?CAB>9 AB@>:>9; MB> 7=0G5=85 =54>?CAB8<>. R 1J5:B C o l u m n P e r m i s s i o n AAK;05BAO =0 AB>;15F =><5@>2 AB@>:, GB> =5 ?>445@68205BAO. F 568< D i r e c t Q u e r y � 1 4 0 0 =5 ?>445@68205B C:070==K9 B8? 8AB>G=8:0 40==KE. W 5 C40;>AL ?@5>1@07>20BL >4=C A5:F8N M 8;8 =5A:>;L:> 2 A>1AB25==K5 70?@>AK : 8AB>G=8:C. D C o n t e x t E x p r e s s i o n =52>7<>6=> 8A?>;L7>20BL 2 @568<5 D i r e c t Q u e r y � 1 4 0 0 . l 52>7<>6=> C40;8BL <5@C " % { n a m e / } " 2 B01;8F5 " % { t a b l e / } " , B0: :0: =0 =55 AAK;05BAO <5@0 <>45;8 ?> C<>;G0=8N. 7 !AK;:0 D e f a u l t M e a s u r e 2 <>45;8 " % { m o d e l / } " =54>?CAB8<0. � 3@0=8G5=8O <5B040==KE 4;O @>;8 " % { r o l e / } " ?@825;8 : =54>ABC?=>AB8 B01;8FK " % { t a b l e / } " 87 B01;8FK " % { r o o t T a b l e / } " . &5?>G:0 A2O759 : MB>9 B01;8F5 ?@>E>48B G5@57 157>?0A=CN B01;8FC, GB> 70?@5I5=>. t 52>7<>6=> C40;8BL AB>;15F " % { g r o u p B y C o l u m n / } " , B0: :0: >= 8A?>;L7C5BAO 4;O 3@C??8@>2:8 AB>;1F0 " % { g r o u p e d C o l u m n / } " . PAi T h e c o l u m n ' % { g r o u p e d C o l u m n / } ' h a s a n i n v a l i d G r o u p B y C o l u m n r e f e r e n c e s e t t o I D ' % I 6 4 u { g r o u p B y C o l u m n I d / } ' l !B>;15F " % { g r o u p e d C o l u m n / } " A3@C??8@>20= ?> AB>;1FC " % { g r o u p B y C o l u m n / } " , :>B>@K9 ?@8=04;568B 4@C3>9 B01;8F5. 7 >;8 =5 <>65B 1KBL ?@8A2>5=> 8<O ' * ' 8;8 ' * S h a r e P o i n t ' . K !2O7L " % { r e l n a m e / } " C:07K205B =0 AB>;15F B8?0 =><5@0 AB@>:8, GB> 70?@5I5=>. F "01;8F0 " % { t a b l e / } " 4>;6=0 8<5BL 0 @0745;>2, B0: :0: 2 =59 0 AB>;1F>2. � 070 40==KE " % { d b _ n a m e / } " O2;O5BAO =>2>9 B01;8G=>9 107>9 40==KE, 2 =55 =52>7<>6=> 4>1028BL >1J5:BK <5B040==KE U D M , B0:85 :0: :C1K 8 87<5@5=8O. � 070 40==KE " % { d b _ n a m e / } " O2;O5BAO =>2>9 B01;8G=>9 107>9 40==KE, 55 =52>7<>6=> A>740BL A >1J5:B0<8 <5B040==KE U D M , B0:8<8 :0: :C1K 8 87<5@5=8O. � 070 40==KE " % { d b _ n a m e / } " 8<?>@B8@>20=0 87 P B I X - D09;0, => ?5@54 55 8A?>;L7>20=85< =C6=> 7025@H8BL >?5@0F88 ?@5>1@07>20=8O. > MB>3> <>6=> 2K?>;=8BL B>;L:> >?5@0F8N R e f r e s h C a l c u l a t e . � 52>7<>6=> A>740BL A2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " , B0: :0: >=8 =0E>4OBAO 2 @07=KE 8AB>G=8:0E 40==KE D i r e c t Q u e r y . � 52>7<>6=> A>740BL A2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " , B0: :0: >48= 87 =8E =0E>48BAO 2 @568<5 D i r e c t Q u e r y , 0 4@C3>9� 2 @568<5 I m p o r t . � !2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " 8<55B >4=C :>=5G=CN :@0B=>ABL A> 7=0G5=85< " =5B" . =0G5=8O :>=5G=>9 :@0B=>AB8 4>;6=K 1KBL B>;L:> " >48=" 8;8 " <=>3>" . !2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " 8<55B :>=5G=CN :@0B=>ABL 8AE>4=>3> M;5<5=B0 A> 7=0G5=85< " >48=" . >=5G=0O :@0B=>ABL 8AE>4=KE M;5<5=B>2 2A5340 4>;6=0 8<5BL 7=0G5=85 " <=>3>" , 5A;8 =5 8A?>;L7C5BAO A2O7L " >48= : >4=><C" . @C??0 @0AG5B0 " % { c a l c u l a t i o n G r o u p N a m e / } " A>45@68B =><5=:;0BC@C @0AG5B0 " % { c a l c u l a t i o n I t e m N a m e / } " A =54>?CAB8<K< ?>@O4:>2K< =><5@>< " % d { c a l c u l a t i o n I t e m O r d i n a l / } " . >@O4:>2K9 =><5@ =><5=:;0BC@K @0AG5B0 =5 <>65B 1KBL >B@8F0B5;L=K< G8A;>< 8 4>;65= O2;OBLAO 2 3@C??5 @0AG5B0 C=8:0;L=K<. � >45;L " % { m o d e l N a m e / } " A>45@68B 3@C??C @0AG5B0 " % { c a l c u l a t i o n G r o u p N a m e / } " A =54>?CAB8<K< ?@8>@8B5B>< " % d { c a l c u l a t i o n G r o u p P r e c e d e n c e / } " . @8>@8B5B 3@C??K @0AG5B0 =5 <>65B 1KBL >B@8F0B5;L=K< G8A;>< 8 4>;65= O2;OBLAO 2 <>45;8 C=8:0;L=K<. PA� 1J5:B A l t e r n a t e O f AAK;05BAO =0 107>2K9 AB>;15F " % { b a s e c o l u m n / } " 87 B01;8FK " % { b a s e c o l u m n t a b l e / } " 8 =0 107>2CN B01;8FC " % { b a s e t a b l e / } " , GB> 70?@5I5=>, B0: :0: MB> 2708<>8A:;NG0NI85 ?0@0<5B@K. Q 1J5:B A l t e r n a t e O f b a s e C o l u m n AAK;05BAO =0 =54>?CAB8<K9 AB>;15F " % { b a s e c o l u m n / } " . � 1J5:B A l t e r n a t e O f AAK;05BAO =0 107>2K9 AB>;15F " % { b a s e c o l u m n / } " 87 B01;8FK " % { b a s e c o l u m n t a b l e / } " , => AB>;15F 8;8 B01;8F0 C40;5=K. � 1J5:B " % { b a s e c o l u m n / } " 107>2>3> AB>;1F0 A l t e r n a t e O f 4>;65= 8<5BL B>B 65 B8? 40==KE, GB> 8 >1J5:B AAK;0NI53>AO =0 =53> AB>;1F0 " % { c o l u m n / } " . Y A n A l t e r n a t e O f b a s e T a b l e o b j e c t r e f e r s t o a n i n v a l i d t a b l e w i t h I D ' % I 6 4 u { b a s e t a b l e I D / } ' . V 1J5:B A l t e r n a t e O f AAK;05BAO =0 107>2CN B01;8FC " % { b a s e t a b l e / } " , :>B>@0O 1K;0 C40;5=0. \ 1J5:B A l t e r n a t e O f , =5 @02=K9 N U L L , 4>;65= AAK;0BLAO =0 107>2K9 AB>;15F 8;8 107>2CN B01;8FC. & $C=:F8O A l t e r n a t e O f =5 ?>445@68205BAO. n 0745; " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " =5 >B=>A8BAO : B8?C M . D Q ?>445@6820NBAO B>;L:> @0745;K B8?0 M . t 0@0<5B@ R e f r e s h P o l i c y " % { p a r a m e t e r N a m e / } " 4;O B01;8FK " % { t a b l e / } " 8<55B =54>?CAB8<>5 7=0G5=85 " % { p a r a m e t e r V a l u e / } " . � 0@0<5B@ R e f r e s h P o l i c y " R o l l i n g W i n d o w G r a n u l a r i t y " 4;O B01;8FK " % { t a b l e / } " 8<55B =54>?CAB8<>5 7=0G5=85. => =5 4>;6=> ?@52KH0BL 7=0G5=85 " I n c r e m e n t a l G r a n u l a r i t y " . � 0@0<5B@ R e f r e s h P o l i c y " I n c r e m e n t a l W i n d o w " 4;O B01;8FK " % { t a b l e / } " 8<55B =54>?CAB8<>5 7=0G5=85. => =5 4>;6=> ?@52KH0BL 7=0G5=85 " R o l l i n g W i n d o w " . � # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " A2>9AB2> G r a n u l a r i t y 8<55B 7=0G5=85 I n v a l i d , GB> =5 O2;O5BAO 4>?CAB8<K< 7=0G5=85<. � !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " A>45@68B =54>?CAB8<>5 A>G5B0=85 7=0G5=89 480?07>=0 2@5<5=8 ( AB5?5=L 45B0;870F88, =0G0;> 8 >:>=G0=85) . # A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 7040=> A2>9AB2> Q u e r y D e f i n i t i o n , => MB> ?>;5 =54>?CAB8<> 4;O A5:F89 B0:>3> B8?0. f !2>9AB2> " S t a r t " 8;8 " E n d " A5:F88 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 7040=> 2 =54>?CAB8<>< D>@<0B5. PAS B01;8F5 " ' % { t a b l e / } " =54>?CAB8<> 7=0G5=85 R e f r e s h P o l i c y C A5:F88 " % { p a r t i t i o n / } " . m "01;8F0 " % { t a b l e / } " A>45@68B 42>9=CN A5:F8N. # =55 =5 <>65B 1KBL 4@C38E A5:F89 ?@8<5@>2 ?@54AB02;5=8O 40==KE. l "01;8F0 " % { t a b l e / } " A>45@68B 42>9=CN A5:F8N. # =55 =5 <>65B 1KBL 4@C38E A5:F89 ?>;=>3> ?@54AB02;5=8O 40==KE. f !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 42>9=0O. =0 =5 <>65B 1KBL A5:F859 2KG8A;O5<>9 B01;8FK. } !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " O2;O5BAO 8AB>G=8:>< B8?0 P o l i c y R a n g e , :>B>@K9 =5 ?>445@68205B @568< D i r e c t Q u e r y . V "01;8F0 " % { t a b l e / } " =5 <>65B A>G5B0BL A5:F88 B8?0 P o l i c y R a n g e A A5:F8O<8 4@C38E B8?>2. F 1=>2;5=85 =0 >A=>25 ?>;8B8: ?>445@68205BAO B>;L:> 2 P o w e r B I P r e m i u m . � AE>4=>5 2K@065=85 R e f r e s h P o l i c y B01;8FK " % { t a b l e / } " A>45@68B =54>?CAB8<>5 7=0G5=85. 8AE>4=>< 2K@065=88 4>;6=K 1KBL ?0@0<5B@K A 8<5=0<8 " R a n g e S t a r t " 8 " R a n g e E n d " . q 5@A8O 8AB>G=8:0 40==KE P o w e r � B I <>65B 1KBL 87<5=5=0 B>;L:> A V 1 =0 1>;55 ?>74=NN. "5:CI0O 25@A8O: " % d { C u r r e n t / } " | 01>@K 40==KE P o w e r � B I , 8A?>;L7CNI85 D>@<0B 8AB>G=8:>2 40==KE =0 >A=>25 M , ?>445@6820NBAO B>;L:> 2 A;C610E P o w e r � B I P r e m i u m . ] "01;8F0 " % { t a b l e / } " 8A?>;L7C5B DC=:F8N " @C??0 @0AG5B0" , :>B>@0O =5 2:;NG5=0 =0 MB>< A5@25@5. w 1J5:B A l t e r n a t e O f b a s e C o l u m n " % { c o l u m n / } " 4>;65= 8<5BL F5;>G8A;5==K9 B8? 40==KE 4;O D>@<8@>20=8O A2>4=KE 40==KE C O U N T . � 1J5:B A l t e r n a t e O f b a s e C o l u m n " % { b a s e c o l u m n / } " =5 4>;65= 4>?CA:0BL 7=0G5=85 N U L L , B0: :0: AAK;0NI89AO =0 =53> AB>;15F " % { c o l u m n / } " =5 4>?CA:05B 7=0G5=85 N U L L . h >;L " % { r o l e / } " =5 ?>445@68205B 157>?0A=>ABL =0 C@>2=5 >1J5:B>2 8;8 AB@>: ?@8 8A?>;L7>20=88 A l t e r n a t e O f . � !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " , =0 :>B>@CN AAK;05BAO AB>;15F A l t e r n a t e O f " % { a l t t a b l e / } " [ % { a l t c o l / } ] , 4>;6=0 1KBL 2 @568<5 D i r e c t Q u e r y 8 8A?>;L7>20BL ?>;=>5 ?@54AB02;5=85 D a t a V i e w . � !B>;15F A l t e r n a t e O f " % { a l t t a b l e / } " [ % { a l t c o l / } ] =5 <>65B AAK;0BLAO =0 107>2K9 AB>;15F " % { t a b l e / } " [ % { c o l / } ] , B0: :0: =0 =53> C65 AAK;05BAO 4@C3>9 AB>;15F A l t e r n a t e O f 8 8A?>;L7C5BAO B> 65 AC<<8@>20=85. m 07>20O B01;8F0, =0 :>B>@CN AAK;05BAO A l t e r n a t e O f " % { t a b l e / } " [ % { c o l / } ] , =5 <>65B B0:65 A>45@60BL A l t e r n a t e O f . s 3@530BK 2 B01;8F0E " % { a g g T a b l e 1 / } " 8 " % { a g g T a b l e 2 / } " A>740NB =5>4=>7=0G=>ABL ?> A2O7O< A B01;8F59 " % { b a s e T a b l e / } " . � KG8A;O5<K9 AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " =54>?CAB8<, B0: :0: B01;8FK 2 42>9=>< @568<5 =5 ?>445@6820NB 2KG8A;O5<K5 AB>;1FK. s "01;8F0 " % { t a b l e / } " A>45@68B C a l c u l a t i o n G r o u p 8 ?>MB><C 4>;6=0 A>45@60BL A5:F8N A 8AB>G=8:>< B8?0 C a l c u l a t i o n G r o u p . � "01;8F0 " % { t a b l e / } " A>45@68B A5:F8N " % { p a r t i t i o n / } " A 8AB>G=8:>< B8?0 C a l c u l a t i o n G r o u p , => >1J5:B C a l c u l a t i o n G r o u p =5 1K; >?@545;5=. | "01;8F0 " % { t a b l e / } " A 7040==K< >1J5:B>< C a l c u l a t i o n G r o u p 4>;6=0 8<5BL B>;L:> >4=C A5:F8N A 8AB>G=8:>< B8?0 C a l c u l a t i o n G r o u p . t 1J5:B AAK;0NI53>AO AB>;1F0 " % { c o l u m n / } " 4>;65= 8<5BL F5;>G8A;5==K9 B8? 40==KE ?@8 8A?>;L7>20=88 AC<<8@>20=8O C O U N T . � !B>;15F A l t e r n a t e O f " % { a l t t a b l e / } " [ % { a l t c o l / } ] =5 <>65B AAK;0BLAO =0 107>2CN B01;8FC " % { t a b l e / } " , B0: :0: =0 =55 C65 AAK;05BAO 4@C3>9 AB>;15F A l t e r n a t e O f 8 AC<<8@>20=85 =5 >B;8G05BAO. � !5:F8O " % { p a r t i t i o n / } " B01;8FK " % { t a b l e / } " <>65B =5 @01>B0BL 2 42>9=>< @568<5. 7<5=8B5 @568< A5:F88 =0 " <?>@B" 8;8 " D i r e c t Q u e r y " . / 1=>2;5=85 =0 >A=>25 ?>;8B8: =5 ?>445@68205BAO. � >45;L C65 A>45@68B <5@C " % { n a m e / } " , 8<O :>B>@>9 A>2?0405B A 8<5=5< AB>;1F0 2 B01;8F5 " % { t a b l e / } " . 5@58<5=C9B5 >48= 87 MB8E >1J5:B>2. � !5:F8O " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " 8<55B 7040==>5 A2>9AB2> Q u e r y D e f i n i t i o n , :>B>@>5 =54>?CAB8<> 4;O A5:F89 B0:>3> B8?0. I =0G5=85 " % d { V e r s i o n / } " 4;O 25@A88 8AB>G=8:0 40==KE P o w e r � B I =54>?CAB8<>. x ;O A>740=8O 3@C?? @0AG5B0 A2>9AB2> D i s c o u r a g e I m p l i c i t M e a s u r e s 2 <>45;8 " % { M o d e l / } " 4>;6=> 8<5BL 7=0G5=85 t r u e ( 8AB8=0) . � @5645 G5< 87<5=OBL 7=0G5=85 A2>9AB20 D i s c o u r a g e I m p l i c i t M e a s u r e s 2 <>45;8 " % { M o d e l / } " A t r u e ( 8AB8=0) =0 f a l s e ( ;>6L) , C40;8B5 2 <>45;8 2A5 3@C??K @0AG5B0. v !2O7L " % { r e l n a m e / } " =54>?CAB8<0, B0: :0: B01;8F0 A l t e r n a t e O f =5 <>65B O2;OBLAO T o T a b l e 2 A2O78 A 548=8G=>9 :@0B=>ABLN. � !2O7L " % { n a m e / } " <564C AB>;1F0<8 " % { f r o m T a b l e / } [ % { f r o m C o l u m n / } ] " 8 " % { t o T a b l e / } [ % { t o C o l u m n / } ] " 2:;NG05B B01;8FC 3@C??K 2KG8A;5=8O " % { t a b l e / } " , GB> =54>?CAB8<>. � !2O7L " % { r e l n a m e / } " =54>?CAB8<0, ?>A:>;L:C B01;8F0 A l t e r n a t e O f =5 <>65B 8<5BL 42C=0?@02;5==CN A2O7L A 2:;NG5==>9 D8;LB@0F859 157>?0A=>AB8. � 52>7<>6=> 4>1028BL <5@C A 8<5=5< " % { n a m e / } " 87- 70 :>=D;8:B0 8<5=8 A 4@C3>9 70@575@28@>20==>9 2=CB@5==59 <5@>9 2 <>45;8 " % { p a r e n t n a m e / } " . 5@58<5=C9B5 55. � K@065=85 R L S D8;LB@C5B B01;8FC 03@538@>20=8O " % { a g g T a b l e / } " , => =5 B01;8FC A2545=89 " % { b a s e T a b l e / } " , GB> O2;O5BAO =54>?CAB8<K<. > AB>G=8: 40==KE 25@A88� 2 =5 ?>445@68205BAO 2 P o w e r � B I � D e s k t o p . e 0?:0 " % { f o l d e r / } " =54>?CAB8<0, B0: :0: @>48B5;LA:0O ?0?:0 " % { p a r e n t f o l d e r / } " =5 ACI5AB2C5B 2 <>45;8. a 0?:0 " % { f o l d e r / } " 8A?>;L7C5BAO :0: @>48B5;LA:0O ?0?:0 4;O Q u e r y G r o u p " % { c h i l d f o l d e r / } " 2 <>45;8. Z !CI5AB2C5B A5:F8O 8;8 2K@065=85, AAK;0NI0OAO� ( - 55AO) =0 C40;5==CN Q u e r y G r o u p " % { f o l d e r / } " . j 1J5:B T a b l e P e r m i s s i o n 2 @>;8 " % { r o l e / } " AAK;05BAO =0 B01;8FC 3@C??K @0AG5B0 " % { t a b l e / } " , GB> =54>?CAB8<>. � "01;8F0 " % { t a b l e / } " A>45@68B AB>;15F " % { c o l u m n / } " A =54>?CAB8<K< B8?>< 40==KE 8;8 8AE>4=K< AB>;1F><. "8? 40==KE MB>3> AB>;1F0 4>;65= 1KBL AB@>:>2K<, 0 2 :0G5AB25 8AE>4=>3> 4>;65= 8A?>;L7>20BLAO AB>;15F " N a m e " . "01;8F0 3@C??K @0AG5B0 " % { t a b l e / } " ?>445@68205B =5 1>;55 42CE AB>;1F>2 40==KE: >4=>3> A> AB@>:>2K< B8?>< 40==KE 8 8AE>4=K< AB>;1F>< " N a m e " 8 2B>@>3> A F5;>G8A;5==K< B8?>< 40==KE 8 8AE>4=K< AB>;1F>< " O r d i n a l " . 7<5=8B5 AB>;1FK A>>B25BAB2CNI8< >1@07>< 8 ?>2B>@8B5 ?>?KB:C. � 1I55 G8A;> AB>;1F>2 40==KE 2 B01;8F5 3@C??K @0AG5B0 " % { t a b l e / } " � % l d { N u m b e r O f D a t a C o l u m n s / } . "01;8F0 3@C??K @0AG5B0 ?>445@68205B B>;L:>� 1 8;8 2 � AB>;1F0 40==KE. � "01;8F0 3@C??K @0AG5B0 " % { t a b l e / } " A>45@68B M;5<5=B @0AG5B0 " % { c a l c u l a t i o n I t e m N a m e / } " A =54>?CAB8<K< ?>@O4:>2K< =><5@>< " % d { c a l c u l a t i o n I t e m O r d i n a l / } " . >@O4:>2K9 =><5@ M;5<5=B0 @0AG5B0 =5 <>65B 1KBL >B@8F0B5;L=K<. u "01;8F0 " % { t a b l e / } " ?><5G5=0 :0: 8A:;NG5==0O 87 >1=>2;5=8O <>45;8, => ?@8 MB>< O2;O5BAO 2KG8A;O5<>9, GB> =54>?CAB8<>. { "01;8F0 " % { t a b l e / } " ?><5G5=0 :0: 8A:;NG5==0O 87 >1=>2;5=8O <>45;8, => 8<55B A2O70==CN ?>;8B8:C >1=>2;5=8O, GB> =54>?CAB8<>. y "01;8F0 " % { t a b l e / } " ?><5G5=0 :0: 8A:;NG5==0O 87 >1=>2;5=8O <>45;8, => 8<55B A2O70==CN 3@C??C 2KG8A;5=89, GB> =54>?CAB8<>. � R o l e ' % { r o l e / } ' h a s m o r e t h a n o n e m e m b e r s r e s o l v e d t o t h e s a m e m e m b e r - i d . M e m b e r s ' % { m e m b e r s / } ' a r e a l l r e s o l v e d t o t h e s a m e i d . w !2>9AB2> M e a s u r e A n a l y s i s D e f i n i t i o n >1J5:B0 A n a l y t i c s A I M e t a d a t a " % { a n a l y t i c s A I M e t a d a t a / } " 4;O <>45;8 " % { m o d e l / } " ?CAB>5. � D a t a T y p e ( B8? 40==KE) " % { d a t a t y p e / } " 2 AB>;1F5 " % { c o l u m n / } " B01;8FK " % { t a b l e / } " =5 A>>B25BAB2C5B S o u r c e P r o v i d e r T y p e ( B8?C ?>AB02I8:0 8AB>G=8:0) " % { s o u r c e p r o v i d e r T y p e / } " . � 0@0<5B@ R e f r e s h P o l i c y ( ?>;8B8:8 >1=>2;5=8O) A 8<5=5< " % { p a r a m e t e r N a m e / } " 4;O B01;8FK " % { t a b l e / } " 8<55B =54>?CAB8<>5 7=0G5=85 " % d { p a r a m e t e r V a l u e / } " . PA * ;3>@8B< B>G:8 ?>A;54>20B5;L=>AB8 70?CI5=. + ;3>@8B< B>G:8 ?>A;54>20B5;L=>AB8 7025@H5=. ) 0?CI5=0 >1@01>B:0 B01;8FK " % { s t r N a m e / } " . * 1@01>B:0 B01;8FK " % { s t r N a m e / } " 7025@H5=0. C 0?CI5=0 >1@01>B:0 A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . D 1@01>B:0 A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " 7025@H5=0. C 0G0B0 >1@01>B:0 85@0@E88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . F 1@01>B:0 85@0@E88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " 7025@H5=0. ' 0?CI5=0 >1@01>B:0 A2O78 " % { s t r N a m e / } " . PA( 1@01>B:0 A2O78 " % { s t r N a m e / } " 7025@H5=0. : =5H=85 ?@82O7:8 1K;8 >?@545;5=K, => =5 1K;8 8A?>;L7>20=K. ; 01>@ AB@>: :>=2595@0 1K; >?@545;5=, => =5 1K; 8A?>;L7>20=. , 0?CI5=> 7040=85 ?@>25@:8 40==KE 2 AB>;1F0E. - 025@H5=> 7040=85 ?@>25@:8 40==KE 2 AB>;1F0E. 8 0?CI5= MB0? 1 >?5@0F88 D8:A0F88 2 B01;8G=>9 B@0=70:F88. 9 025@H5= MB0? 1 >?5@0F88 D8:A0F88 2 B01;8G=>9 B@0=70:F88. 8 0?CI5= MB0? 2 >?5@0F88 D8:A0F88 2 B01;8G=>9 B@0=70:F88. 9 025@H5= MB0? 2 >?5@0F88 D8:A0F88 2 B01;8G=>9 B@0=70:F88. * 5 C40;>AL 7025@H8BL B01;8G=CN B@0=70:F8N. O 0G0B0 >1@01>B:0 2KG8A;O5<>3> AB>;1F0 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . R 1@01>B:0 2KG8A;O5<>3> AB>;1F0 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " 7025@H5=0. � @>87>H;0 >H81:0 ?@8 >1@01>B:5 A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " [ 2=CB@5==89 :>4 >H81:8: " % { s t r I n t e r n a l E r r o r C o d e / } " ] . � @>87>H;0 >H81:0 ?@8 >1@01>B:5 85@0@E88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " [ 2=CB@5==89 :>4 >H81:8: " % { s t r I n t e r n a l E r r o r C o d e / } " ] . g @>87>H;0 >H81:0 ?@8 >1@01>B:5 A2O78 " % { s t r N a m e / } " [ 2=CB@5==89 :>4 >H81:8: " % { s t r I n t e r n a l E r r o r C o d e / } " ] . � @>87>H;0 >H81:0 ?@8 >1@01>B:5 2KG8A;O5<>3> AB>;1F0 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " [ 2=CB@5==89 :>4 >H81:8: " % { s t r I n t e r n a l E r r o r C o d e / } " ] . PA_ 0?CI5= 0=0;87 2;8O=8O ?>;8B8:8 >1=>2;5=8O 4;O A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . � 025@H5= 0=0;87 2;8O=8O ?>;8B8:8 >1=>2;5=8O 4;O A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . 57C;LB0B 2;8O=8O: 40==K5 87<5=5=K. � 025@H5= 0=0;87 2;8O=8O ?>;8B8:8 >1=>2;5=8O 4;O A5:F88 " % { s t r N a m e / } " B01;8FK " % { s t r T a b l e N a m e / } " . 57C;LB0B 2;8O=8O: 40==K5 =5 87<5=5=K. 6 >45;L C65 ACI5AB2C5B 2 1075 40==KE " % { s t r D a t a b a s e / } " . � "@0=70:F8O ?>?KB0;0AL 87<5=8BL B01;8G=K5 8 =5B01;8G=K5 <5B040==K5 8;8 2K?>;=8BL >?5@0F88 =04 =5A:>;L:8<8 B01;8G=K<8 1070<8 40==KE. 4 "@0=70:F8O ?>?KB0;8AL 87<5=8BL =5A:>;L:> 107 40==KE. v 5?@542845==>5 8<O AB>;1F0. >;CG5= AB>;15F " % { a c t u a l / } " 2 =01>@5 AB@>: " % { r o w s e t / } " . 6840;AO AB>;15F " % { e x p e c t e d / } " . } 5?@542845==K9 B8? AB>;1F0. !B>;15F " % { c o l u m n / } " 2 =01>@5 AB@>: " % { r o w s e t / } " 8<55B B8? % { a c t u a l / } . 6840;AO B8? % { e x p e c t e d / } . W BACBAB2C5B >1O70B5;L=K9 AB>;15F: " % { c o l u m n / } " >BACBAB2C5B 2 =01>@5 AB@>: " % { r o w s e t / } " . z BACBAB2C5B >1O70B5;L=>5 7=0G5=85 AB>;1F0. # AB>;1F0 " % { c o l u m n / } " >BACBAB2C5B 7=0G5=85 2 AB@>:5 =01>@0 AB@>: " % { r o w s e t / } " . k >G5@=89 >1J5:B C65 ACI5AB2C5B. 1J5:B % { t y p e n a m e / } " % { n a m e / } " C65 8<55B 4>G5@=89 >1J5:B % { c h i l d t y p e n a m e / } . q 52>7<>6=> 87<5=8BL A8AB5<=K5 >1J5:BK. 1J5:B % { t y p e n a m e / } " % { n a m e / } " O2;O5BAO A8AB5<=K< 8 =5 <>65B 1KBL 87<5=5=. z 54>?CAB8<>5 7=0G5=85 ?5@5G8A;5=8O. =01>@5 AB@>: " % { r o w s e t / } " >1=0@C65=> =54>?CAB8<>5 7=0G5=85 " % { t y p e n a m e / } " % { v a l u e / } . I =5H=85 ?@82O7:8 >?@545;5=K 42064K 4;O >4=>3> 8 B>3> 65 F5;52>3> >1J5:B0. e 48= 8 B>B 65 >1J5:B 1K; >?@545;5= 42064K 2> 2=5H=8E ?@82O7:0E 4;O >4=>3> 8 B>3> 65 F5;52>3> >1J5:B0. � 52>7<>6=> 2K?>;=8BL :><0=4C P r o c e s s , B0: :0: >=0 70B@>=5B =5A:>;L:> >1J5:B>2. @8 8A?>;L7>20=88 2=5H=8E ?@82O7>: <>65B 1KBL >1@01>B0= B>;L:> >48= >1J5:B. � 52>7<>6=> 2K?>;=8BL :><0=4C >1@01>B:8 4;O @0745;0 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " , B0: :0: >BACBAB2C5B :>=2595@=K9 =01>@ AB@>:. ] ?0:5B5 A 2:;NG5==K< A2>9AB2>< R e t u r n A f f e c t e d O b j e c t s @07@5H5=K B>;L:> B01;8G=K5 70?@>AK D D L . e =5B@0=70:F8>==>< ?0:5B5 A 2:;NG5==K< A2>9AB2>< R e t u r n A f f e c t e d O b j e c t s @07@5H5=0 B>;L:> >4=0 :><0=40. V >340 70?@0H8205BAO 2;8O=85 2=CB@8 B@0=70:F88, 7=0G5=85 107>2>9 25@A88 4>;6=> 1KBL 1 . ` >340 70?@0H8205BAO 2;8O=85 =0 B@0=70:F8N, 7=0G5=85 107>2>9 25@A88 =5 4>;6=> 1KBL >B@8F0B5;L=K<. � AB>;1F5 " % { c o l u m n / } " B01;8FK " % { t a b l e / } " =5 C:070= AB>;15F 8AE>4=>3> :>=2595@=>3> =01>@0 AB@>:. #:068B5 4;O AB>;1F0 2=5H=85 ?@82O7:8 8;8 70409B5 A2>9AB2> " S o u r c e C o l u m n " . Z 0?@>A =0 >1=>2;5=85 A R e f r e s h T y p e A d d <>6=> 8A?>;L7>20BL B>;L:> 2 =52KG8A;O5<KE @0745;0E. � 070 40==KE A 8<5=5< " % { n a m e / } " 8 845=B8D8:0B>@>< " % { i d / } " 4>ABC?=0 B>;L:> 4;O GB5=8O. 52>7<>6=> 2K?>;=8BL :><0=4C " % { c o m m a n d / } " . � 070 40==KE A 8<5=5< " % { n a m e / } " 8 845=B8D8:0B>@>< " % { i d / } " >68405B 87<5=5=89 <>45;8. 0?CAB8B5 :><0=4C S e q u e n c e P o i n t 4> 2K?>;=5=8O 70?@>A0 8;8 70?@>A0 >1=0@C65=8O. M 1J5:B <>45;8 A>7405BAO 02B><0B8G5A:8 8 =5 <>65B 1KBL A>740= :><0=4>9 C r e a t e . ! 52>7<>6=> C40;8BL >1J5:B <>45;8. \ >;CG5=> =5?@542845==>5 =5=C;52>5 7=0G5=85 2 AB>;1F5 " % { c o l u m n / } " =01>@0 AB@>: " % { r o w s e t / } " . � >;CG5=> 7=0G5=85 B8?0 >1J5:B0 " % d { t y p e / } " 2 AB>;1F5 " % { c o l u m n / } " =01>@0 AB@>: " % { r o w s e t / } " , :>B>@>5 =5 O2;O5BAO 4>?CAB8<K< B8?>< >1J5:B0. a >;CG5= ?CBL : >1J5:BC 8;8 845=B8D8:0B>@ 2 =01>@5 AB@>: " % { r o w s e t / } " , => >BACBAB2C5B B8? >1J5:B0. Q 45=B8D8:0B>@ >1J5:B0 8;8 ?CBL : >1J5:BC >BACBAB2C5B 2 =01>@5 AB@>: " % { r o w s e t / } " . L BACBAB2CNB =5:>B>@K5 :><?>=5=BK ?CB8 : >1J5:BC 2 =01>@5 AB@>: " % { r o w s e t / } " . ? AB@>:5 =01>@0 AB@>: R e f r e s h >BACBAB2C5B 7=0G5=85 R e f r e s h T y p e . 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I @8 A>740=88 >1J5:B0 <5B040==KE 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. A @>87>H;0 >H81:0 ?@8 703@C7:5 " % { n a m e / } " 87 D09;0 " % { f i l e n a m e / } " . � @8 703@C7:5 40==KE V e r t i P a q 4;O B01;8FK " % { d i m I d / } " 2 1075 40==KE " % { D B I d / } " ?@>87>H;0 >H81:0. 1J5:B 107K 40==KE ?>2@5645=, 8 53> =5;L7O 70?@>A8BL. #40;8B5 MBC 107C 40==KE A A5@25@0, 2>AAB0=>28B5 55 87 @575@2=>9 :>?88 8;8 A>7409B5 8 >1@01>B09B5 55. w 5 C405BAO 2:;NG8BL @568< D i r e c t Q u e r y 4;O 107K 40==KE " % { D B N a m e / } " , B0: :0: MB>B A5@25@ =5 @01>B05B 2 B01;8G=>< @568<5. N @>87>H;0 >H81:0 ?@8 703@C7:5 B01;8FK " % { t a b l e n a m e / } " 87 D09;0 " % { f i l e n a m e / } " . X @>87>H;0 >H81:0 ?@8 703@C7:5 D09;0 A2545=89 " % { f i l e n a m e / } " 4;O " % { n a m e / } " % { t y p e n a m e / } . PA� #@>25=L A>2<5AB8<>AB8 107K 40==KE " % { D B N a m e / } " 1>;LH5 1 1 0 3 , 0 7=0G5=85 S t o r a g e E n g i n e U s e d @02=> I n M e m o r y . 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PA� 52>7<>6=> >1@01>B0BL 87<5@5=85 " % { d i m e n s i o n / } " A ?><>ILN <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 8AE>4=KE 40==KE " % { m i n i n g m o d e l / } " . ;3>@8B< <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 8AE>4=KE 40==KE =5 ?>445@68205B 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � 7<5@5=85 " % { d i m e n s i o n / } " >B=>A8BAO : B8?C " @>48B5;8- ?>B><:8" , 0 B0:65 ;81> O2;O5BAO R O L A P , ;81> C?@5640NI5 :MH8@C5BAO. 0==0O :><18=0F8O DC=:F89 =5 ?>445@68205BAO. y 7<5@5=85 " % { d i m e n s i o n / } " A>45@68B 0B@81CB A =54>?CAB8<K< 8<5=5<: " % { a t t r i b u t e _ n a m e / } " O2;O5BAO 70@575@28@>20==K< A;>2><. � 7<5@5=85 " % { d i m e n s i o n / } " A>45@68B A2>9AB2> M;5<5=B0 A =54>?CAB8<K< 8<5=5<: " % { m e m b _ p r o p _ n a m e / } " O2;O5BAO 70@575@28@>20==K< 8<5=5<. R #:070=> =54>?CAB8<>5 8<O C@>2=O 85@0@E88: 8<O C@>2=O 85@0@E88 =5 <>65B 1KBL ( A l l ) . T #:070=> =54>?CAB8<>5 8<O 8AB>G=8:0 40==KE: 8<O 8AB>G=8:0 40==KE =5 <>65B 1KBL ( A l l ) . g #:070= =54>?CAB8<K9 845=B8D8:0B>@ 8AB>G=8:0 40==KE: 845=B8D8:0B>@ 8AB>G=8:0 40==KE =5 <>65B 1KBL ( A l l ) . K AB>G=8: 4;O 3@C??K <5@ " % { d e t a i l / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. z !5:F8O % { p a r t i t i o n C a p t i o n / } =5 <>65B 8<5BL ?>;L7>20B5;LA:>5 <5AB> E@0=5=8O, ?>A:>;L:C ?@8=04;568B : ;>:0;L=><C D09;C :C10. Y ;8F5B2>@5=85 A B5:CI8< ?>;L7>20B5;5< =5 ?>445@68205BAO 2 B01;8G=>< @568<5 @0725@BK20=8O. _ 81> 1070 40==KE " % { d a t a b a s e n a m e / } " =5 ACI5AB2C5B, ;81> >BACBAB2CNB @07@5H5=8O =0 4>ABC? : =59. � !;C61K A n a l y s i s � S e r v i c e s @01>B0NB 2 <=>3><5@=>< @568<5, ?>MB><C A2>9AB2C S t o r a g e M o d e 3@C??K <5@ " % { n a m e / } " =52>7<>6=> 7040BL 7=0G5=85 I n M e m o r y . � 01>@K 40==KE A 4>102>G=K< >1=>2;5=85< 8 B01;8F0<8 D i r e c t Q u e r y 4>?CAB8<K B>;L:> 4;O 8AB>G=8:>2 40==KE S Q L � S e r v e r , T e r a d a t a 8 O r a c l e . N ;NG52K5 AB>;1FK 0B@81CB0 % { p r o p e r t y / } >BACBAB2CNB 8;8 O2;ONBAO =54>?CAB8<K<8. � 45=B8D8:0B>@ C?>@O4>G820NI53> 0B@81CB0 % { o r d e r b y p r o p e r t y i d / } , >B=>AOI89AO : 0B@81CBC % { p r o p e r t y / } , =5 ACI5AB2C5B 8;8 =5 O2;O5BAO A2>9AB2>< M;5<5=B0. � 45=B8D8:0B>@ A2>9AB20 M;5<5=B0 " % { r e l a t e d p r o p e r t y i d / } " 0B@81CB0 " % { p r o p e r t y / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 0B@81CBC 40==>3> 87<5@5=8O. o B@81CB " % { p r o p e r t y / } " =5 O2;O5BAO :;NG52K< 0B@81CB><, => A2O70= A @>48B5;LA:8< 0B@81CB>< " % { p a r e n t p r o p e r t y / } " . � ;NG52K5 AB>;1FK @>48B5;LA:>3> 0B@81CB0 " % { p a r e n t p r o p e r t y / } " 4>;6=K 8<5BL >48=0:>2>5 AB@>5=85 A :;NG52K< 0B@81CB>< " % { k e y p r o p e r t y / } " , 0 B0:65 4>;6=K >B=>A8BLAO : >4=><C B8?C 40==KE. i <5==>9 AB>;15F 0B@81CB0 " % { p r o p e r t y / } " >BACBAB2C5B 8;8 >B=>A8BAO : B8?C 40==KE, >B;8G=><C >B AB@>:>2>3>. k !2>9AB2> U s a g e 0B@81CB0 " % { p r o p e r t y / } " CAB0=>2;5=> 2 7=0G5=85 P a r e n t , => A2>9AB2> R o o t M e m b e r I f >BACBAB2C5B. � 54>?CAB8<K9 AB>;15F ?@>?CI5==KE C@>2=59 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C ;81> 0B@81CB =5 O2;O5BAO @>48B5;LA:8< 0B@81CB><, ;81> B8? 40==KE =5 O2;O5BAO F5;>G8A;5==K<. t 54>?CAB8<K9 AB>;15F ?>;L7>20B5;LA:>9 A25@B:8 4;O 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C B8? 40==KE =5 O2;O5BAO AB@>:>2K<. | 54>?CAB8<K9 AB>;15F ?>;L7>20B5;LA:>9 A25@B:8 A2>9AB2 4;O 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C B8? 40==KE =5 O2;O5BAO AB@>:>2K<. � 54>?CAB8<K9 AB>;15F C=0@=>3> >?5@0B>@0 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C ;81> 0B@81CB =5 O2;O5BAO @>48B5;LA:8< 0B@81CB><, ;81> B8? 40==KE =5 O2;O5BAO AB@>:>2K<. � 54>?CAB8<K9 AB>;15F 703>;>2:>2 >4=>3> 8;8 =5A:>;L:8E ?5@52>4>2 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C B8? 40==KE =5 O2;O5BAO AB@>:>2K<. G AB>G=8: 0B@81CB0 " % { p r o p e r t y / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. PA� B@81CB % { p r o p e r t y / } O2;O5BAO ?>;L7>20B5;LA:8< 0B@81CB>< 3@C??8@>20=8O, => ?@82O7:8 MB>3> 0B@81CB0 : ?>;L7>20B5;LA:8< A25@B:0<, C=0@=K< >?5@0B>@0< 8;8 ?@>?CI5==K< C@>2=O< =5 @07@5H5=K. J 8A:@5B878@>20==K9 0B@81CB " % { p r o p e r t y / } " =5 <>65B 8<5BL =5A:>;L:> :;NG59. ~ ;O 0B@81CB0 " % { p r o p e r t y / } " C:070= =54>?CAB8<K9 <5B>4 48A:@5B870F88, B0: :0: MB>B 0B@81CB ?@82O70= : AB>;1FC =5G8A;>2>3> B8?0. L 8A:@5B878@>20==K9 0B@81CB " % { p r o p e r t y / } " =5 <>65B 8<5BL A2O70==K5 0B@81CBK. � 5 C405BAO 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C AB>;1F0 " % { p r o p e r t y / } " . -B>B AB>;15F =5 ?>4;568B AB0B8AB8G5A:>9 >1@01>B:5 8 =5 <>65B 1KBL A2O70= A @>48B5;LA:8< 0B@81CB>< " % { p a r e n t p r o p e r t y / } " . j ;O 0B@81CB0 % { p r o p e r t y / } =52>7<>6=K ?5@52>4K, B0: :0: 4;O A2>9AB20 U s a g e 0B@81CB0 7040=> 7=0G5=85 P a r e n t . s B@81CB % { p r o p e r t y / } =5 <>65B 8<5BL A2>9AB20 M;5<5=B>2, B0: :0: 4;O A2>9AB20 U s a g e 0B@81CB0 7040=> 7=0G5=85 P a r e n t . r B@81CB % { p r o p e r t y / } =5 <>65B 1KBL 48A:@5B878@>20==K<, B0: :0: 4;O A2>9AB20 U s a g e 0B@81CB0 7040=> 7=0G5=85 P a r e n t . � B@81CB % { p r o p e r t y / } =5 <>65B 8<5BL >?@545;5==K5 ?>;L7>20B5;5< 3@C??K, B0: :0: 4;O A2>9AB20 U s a g e 0B@81CB0 7040=> 7=0G5=85 P a r e n t . 6 AB>;1F5 % { p r o p e r t y / } =5 2:;NG5=0 85@0@E8O 0B@81CB>2. C 5 C405BAO 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C AB>;1F0 % { p r o p e r t y / } . X =CB@5==OO >H81:0. !B>;15F M e m b e r V a l u e AB>;1F0 % { p r o p e r t y / } 8<55B =54>?CAB8<CN ?@82O7:C. v 0@0<5B@K A>@B8@>2:8 % { c o l l a t i o n / } :;NG52>3> AB>;1F0 0B@81CB0 % { p r o p e r t y / } =54>?CAB8<K 8;8 =5 ?>445@6820NBAO A5@25@><. � <5=>20==K9 AB>;15F 0B@81CB0 " % { p r o p e r t y / } " 8<55B ?0@0<5B@K A>@B8@>2:8 " % { c o l l a t i o n / } " . -B8 ?0@0<5B@K A>@B8@>2:8 =54>?CAB8<K 8;8 =5 ?>445@6820NBAO A5@25@><. t !B>;15F " % { p r o p e r t y / } " =5 <>65B 8<5BL A2>9AB20 M;5<5=B>2, B0: :0: 4;O MB>3> 0B@81CB0 =5 2:;NG5=0 85@0@E8O 0B@81CB>2. PA 3 5@0@E8O " % { h i e r a r c h y / } " =5 8<55B =8 >4=>3> C@>2=O. � 5@0@E8O " % { h i e r a r c h y / } " A>45@68B 420 C@>2=O " % { l e v e l 1 / } " 8 " % { l e v e l 2 / } " A >4=8< 8 B5< 65 8AE>4=K< 0B@81CB>< " % { s o u r c e p r o p e r t y / } " . g 5@0@E8O % { h i e r a r c h y / } =5 <>65B A>45@60BL C@>25=L B8?0 " @>48B5;8- ?>B><:8" =0@O4C A >AB0;L=K<8 C@>2=O<8. d ;O B01;8FK % { d i m e n s i o n / } =52>7<>6=> 2K?>;=8BL >?5@0F8N 3@C??8@>20=8O, ?>A:>;L:C MB> 87<5@5=85 R O L A P � 0@0<5B@ M i n C o n t a i n e r C o u n t 1>;LH5 M a x C o n t a i n e r C o u n t . =0G5=85 M a x C o n t a i n e r C o u n t 1C45B 8A?>;L7>20=> 4;O >1>8E ?0@0<5B@>2: M i n C o n t a i n e r C o u n t 8 M a x C o n t a i n e r C o u n t . PA { 45=B8D8:0B>@ M;5<5=B0 " % { s o u r c e p r o p e r t y i d / } " C@>2=O " % { l e v e l / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 0B@81CBC 40==>3> 87<5@5=8O. R #@>25=L % { l e v e l / } O2;O5BAO C@>2=5< " A5" , => =5 O2;O5BAO ?5@2K< C@>2=5< 85@0@E88. � 45=B8D8:0B>@ @>48B5;LA:>3> 0B@81CB0 " % { p a r e n t p r o p e r t y i d / } " C@>2=O " % { l e v e l / } " =5 ACI5AB2C5B 2 87<5@5=88 8;8 =5 O2;O5BAO @>48B5;LA:8< 0B@81CB><. d 5@0@E8O 0B@81CB0 8AE>4=>3> 0B@81CB0 " % { s o u r c e p r o p e r t y / } " C@>2=O " % { l e v e l / } " % { t y p e n a m e / } 70?@5I5=0. d !2>9AB2C U s a g e 8AE>4=>3> 0B@81CB0 " % { s o u r c e p r o p e r t y / } " C@>2=O " % { l e v e l / } " ?@8A2>5=> 7=0G5=85 P a r e n t . � AE>4=K9 AB>;15F " % { s o u r c e p r o p e r t y / } " , =5 ?>4;560I89 AB0B8AB8G5A:>9 >1@01>B:5, =5 <>65B ?@8=04;560BL C@>2=N " % { l e v e l / } " , ?>A:>;L:C MB>B C@>25=L =5 O2;O5BAO 25@E=8< C@>2=5< 85@0@E88. k AE>4=K9 AB>;15F " % { s o u r c e p r o p e r t y / } " C@>2=O " % { l e v e l / } " B8?0 " @>48B5;LA:89- 4>G5@=89" =5 O2;O5BAO :;NG52K<. f 52>7<>6=> ?5@570?8A0BL :C1K A50=A0, A;54>20B5;L=>, 8E =52>7<>6=> A>740BL A> A2>9AB2>< A l l o w O v e r w r i t e . PA � 45=B8D8:0B>@ ?@54AB02;5=8O 8AB>G=8:0 40==KE " % { d a t a s o u r c e v i e w i d / } " :C10 " % { c u b e / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 2 1075 40==KE ?@54AB02;5=8N 8AB>G=8:0 40==KE. E 5@0 ?> C<>;G0=8N " % { d e f a u l t m e a s u r e / } " :C10 " % { c u b e / } " =5 ACI5AB2C5B. 3 "01;8F0 A 8<5=5< " % { d i m e n s i o n N a m e / } " =5 ACI5AB2C5B. � B@81CB A 845=B8D8:0B>@>< " % { p r o p e r t y i d / } " 8 8<5=5< " % { p r o p e r t y n a m e / } " , =0 :>B>@>5 AAK;05BAO 87<5@5=85 :C10 " % { c u b e d i m e n s i o n / } " , =5 ACI5AB2C5B. � 5@0@E8O A 845=B8D8:0B>@>< " % { h i e r a r c h y i d / } " 8 8<5=5< " % { h i e r a r c h y n a m e / } " , =0 :>B>@>5 AAK;05BAO 87<5@5=85 :C10 " % { c u b e d i m e n s i o n / } " , =5 ACI5AB2C5B. � #@>25=L A 845=B8D8:0B>@>< " % { l e v e l i d / } " 8 8<5=5< " % { l e v e l n a m e / } " , =0 :>B>@>5 AAK;05BAO 85@0@E8O :C10 " % { c u b e h i e r a r c h y / } " , =5 ACI5AB2C5B. U C1 " % { c u b e / } " 8<55B <5@C A 845=B8D8:0B>@>< " % { m e a s u r e i d / } " 2 =5A:>;L:8E 3@C??0E <5@. N C1 " % { c u b e / } " 8<55B <5@C A 8<5=5< " % { m e a s u r e n a m e / } " 2 =5A:>;L:8E 3@C??0E <5@. N C1 % { c u b e / } =5 8<55B 3@C?? <5@. C1 4>;65= A>45@60BL E>BO 1K >4=C 3@C??C <5@. = AB>G=8: :C10 % { c u b e / } >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. � 45=B8D8:0B>@ 8AB>G=8:0 40==KE " % { d a t a s o u r c e i d / } " :C10 " % { c u b e / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 2 1075 40==KE 8AB>G=8:C 40==KE. � B@81CB :C10 A 845=B8D8:0B>@>< " % { p r o p e r t y i d / } " 8 8<5=5< " % { p r o p e r t y n a m e / } " , =0 :>B>@K9 C:07K205B 87<5@5=85 :C10 " % { c u b e d i m e n s i o n / } " , O2;O5BAO @>48B5;LA:8< 0B@81CB><, ?>MB><C 4;O =53> 4>;6=0 1KBL 2:;NG5=0 85@0@E8O. PA � 5B0;878@>20==>5 87<5@5=85 A 845=B8D8:0B>@>< " % { d i m e n s i o n i d / } " 8 8<5=5< " % { d i m e n s i o n n a m e / } " , =0 :>B>@>5 AAK;05BAO 3@C??0 <5@ " % { d e t a i l / } " , =5 ACI5AB2C5B. � B@81CB A 845=B8D8:0B>@>< " % { p r o p e r t y i d / } " 8 8<5=5< " % { p r o p e r t y n a m e / } " , =0 :>B>@>5 AAK;05BAO 87<5@5=85 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " , =5 ACI5AB2C5B. � 5 A>2?0405B :>;8G5AB2> 8;8 B8?K 40==KE :;NG52KE AB>;1F>2 0B@81CB0 3@C??K <5@ % { d e t a i l p r o p e r t y / } 8 :;NG52KE AB>;1F>2 8AE>4=>3> 0B@81CB0. � 5@0@E8O A 845=B8D8:0B>@>< " % { h i e r a r c h y i d / } " 8 8<5=5< " % { h i e r a r c h y n a m e / } " , =0 :>B>@>5 AAK;05BAO 87<5@5=85 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " , =5 ACI5AB2C5B. � 7<5@5=85 3@C??K <5@ A 845=B8D8:0B>@>< " % { d e t a i l d i m e n s i o n i d / } " 8 8<5=5< " % { n a m e / } " , =0 :>B>@>5 AAK;05BAO <5@0 " % { m e a s u r e / } " , =5 ACI5AB2C5B 8;8 =5 A>45@68B B>;L:> >48= 0B@81CB 3@0=C;O@=>AB8. PA9 !2O759 87<5@5=89 2 3@C??5 <5@ " % { d e t a i l / } " =5 ACI5AB2C5B. " "01;8F0 " % { d e t a i l / } " =5 8<55B <5@. Q 54>?CAB8<K9 B8? 40==KE <5@K " % { m e a s u r e / } " , B0: :0: B8? 40==KE <5@K AB@>:>2K9. H @C??0 <5@ " % { d e t a i l / } " 8<55B 1>;55 >4=>9 <5@K G8A;0 @07;8G=KE >1J5:B>2. l @C??0 <5@ " % { d e t a i l / } " =5 A2O70=0 48=0<8G5A:8, => A>45@68B 48=0<8G5A:8 A2O70==>5 87<5@5=85 " % { d i m e n s i o n / } " . E 52>7<>6=> A2O70BL 3@C??C <5@ " % { d e t a i l / } " A 55 8AE>4=>9 3@C??>9 <5@. X @C??0 <5@ " % { d e t a i l / } " =5 <>65B 8<5BL 2=5H=85 ?@82O7:8, B0: :0: MB0 3@C??0 <5@ A2O70=0. K AB>G=8: 4;O 3@C??K <5@ " % { d e t a i l / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. F AB>G=8: 4;O <5@K " % { m e a s u r e / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. � @C??0 <5@ " % { d e t a i l / } " A2O70=0, => A>45@68B 87<5@5=85 =5A2O70==>9 3@C??K <5@ A 8<5=5< " % { d i m e n s i o n / } " . 7<5@5=85 " % { d i m e n s i o n / } " 4>;6=> 1KBL :>A25==K<, AAK;>G=K< 8;8 87<5@5=85< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. y ;O 0B@81CB0 3@0=C;O@=>AB8 " % { d e t a i l p r o p e r t y / } " 87<5@5=8O 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " =5 2:;NG5=0 85@0@E8O 0B@81CB0. W U n k n o w n M e m b e r =5 O2;O5BAO 459AB28B5;L=K< 7=0G5=85< N u l l P r o c e s s i n g 4;O <5@K % { m e a s u r e / } . . � 7<5@5=85 " % { d i m e n s i o n / } " 3@C??K <5@ " % { d e t a i l / } " =5 8<55B 0B@81CB>2 3@0=C;O@=>AB8 8;8 8<55B 8E =5A:>;L:>. # MB>3> 87<5=5=8O 4>;65= 1KBL @>2=> >48= 0B@81CB. � B@81CB 3@0=C;O@=>AB8 " % { d e t a i l p r o p e r t y / } " 87<5@5=8O 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " =54>?CAB8<, B0: :0: >= O2;O5BAO @>48B5;LA:8< 0B@81CB><. � "8? 40==KE <5@K " % { m e a s u r e / } " 4>;65= A>2?040BL A B8?>< 40==KE A2>53> 8AB>G=8:0. -B> 2K720=> B5<, GB> 4;O 03@530B=>9 DC=:F88 =5 7040=> 8A?>;L7>20=85 >1I53> G8A;0 8;8 G8A;0 @07;8G=KE >1J5:B>2. PAb K@065=85 <5@K % { m e a s u r e / } =5 ?@54AB02;5=> 2 2845 [ m e a s u r e 1 ] * [ m e a s u r e 2 ] 8;8 [ m e a s u r e 1 ] / [ m e a s u r e 2 ] X K@065=85 <5@K % { m e a s u r e / } A>45@68B >?5@0=4 [ % { o p e r a n d / } ] , :>B>@K9 =52>7<>6=> @07@5H8BL. d @02K9 >?5@0=4 " % { o p e r a n d / } " 2K@065=8O <5@K " % { m e a s u r e / } " =5 <>65B ?@8=04;560BL : B>9 65 3@C??5 <5@. S >?5@0=45 " % { o p e r a n d / } " 2K@065=8O <5@K " % { m e a s u r e / } " =5 <>65B 1KBL 2K@065=8O <5@K. � !B0B8AB8G5A:0O DC=:F8O 4;O <5@K " % { m e a s u r e / } " 4>;6=0 1KBL DC=:F859 s u m , c o u n t , m i n 8;8 m a x , B0: :0: DC=:F8O A>45@68B 2K@065=85 <5@K. !B0B8AB8G5A:0O DC=:F8O 4;O ;52>3> >?5@0=40 % { o p e r a n d / } 2K@065=8O <5@K % { m e a s u r e / } 4>;6=0 1KBL DC=:F859 s u m , c o u n t , m i n 8;8 m a x . � !B0B8AB8G5A:0O DC=:F8O 4;O ?@02>3> >?5@0=40 % { o p e r a n d / } 2K@065=8O <5@K % { m e a s u r e / } 4>;6=0 1KBL DC=:F859 s u m , c o u n t , m i n , m a x 8;8 d i s t i n c t c o u n t . � ;O 7=0G5=8O N u l l P r o c e s s i n g <5@K " % { m e a s u r e / } " 4>;65= 1KBL CAB0=>2;5= D;03 P r e s e r v e , ?>A:>;L:C MB>B D;03 CAB0=>2;5= 4;O >?5@0=40 53> 2K@065=8O <5@K " % { o p e r a n d / } " . g "8? 40==KE <5@K % { m e a s u r e / } 4>;65= 1KBL B0:8< 65, :0: C ;52>3> >?5@0=40 % { o p e r a n d / } 53> 2K@065=8O <5@K. y 0@0<5B@K A>@B8@>2:8 " % { c o l l a t i o n / } " 8AE>4=>3> AB>;1F0 4;O <5@K " % { m e a s u r e / } " =54>?CAB8<K 8;8 =5 ?>445@6820NBAO A5@25@><. � 7<5@5=85 " % { m m d i m / } " " <=>385 :> <=>38<" 3@C??K <5@ " % { d e t a i l / } " B@51C5B, GB>1K 3@0=C;O@=>ABL 87<5@5=8O " % { c o m m o n d i m / } " 1K;0 =865, G5< 3@0=C;O@=>ABL 3@C??K <5@ " % { l o o k u p d e t a i l / } " . � 45=B8D8:0B>@ 0B@81CB0 3@0=C;O@=>AB8 " % { g r a n u l a r i t y p r o p e r t y i d / } " , =0 :>B>@K9 AAK;05BAO 87<5@5=85 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " , =5 ACI5AB2C5B. � 45=B8D8:0B>@ ?@><56CB>G=>3> 87<5@5=8O " % { i n t e r m e d i a t e d i m e n s i o n i d / } " , =0 :>B>@K9 AAK;05BAO 87<5@5=85 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " , =5 ACI5AB2C5B. � 45=B8D8:0B>@ ?@><56CB>G=>3> 0B@81CB0 3@0=C;O@=>AB8 " % { i n t e r m e d i a t e g r a n u l a r i t y p r o p e r t y i d / } ; " , =0 :>B>@K9 AAK;05BAO 87<5@5=85 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " , =5 ACI5AB2C5B. � ;O ?@><56CB>G=>3> 0B@81CB0 3@0=C;O@=>AB8 " % { g r a n u l a r i t y p r o p e r t y / } " 87<5@5=8O 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " =5 2:;NG5=0 85@0@E8O 0B@81CB0. � @><56CB>G=>5 87<5@5=85 " % { i n t e r m e d i a t e d i m e n s i o n / } " 87<5@5=8O 3@C??K <5@ " % { d e t a i l d i m e n s i o n / } " =5 <>65B 1KBL 87<5@5=85< B8?0 " <=>385 :> <=>38<" , 87<5@5=85< AAK;>: 8;8 87<5@5=85< 8=B5;;5:BC0;L=>3> 0=0;870 40==KE. � 7<5@5=85 " % { m m d i m / } " " <=>385 :> <=>38<" 3@C??K <5@ " % { d e t a i l / } " 4>;6=> ?@8=04;560BL : ?@><56CB>G=>9 3@C??5 <5@ " % { l o o k u p d e t a i l / } " 8 =5 <>65B >1@07>2K20BL F8:;. � 7<5@5=85 " % { m m d i m / } " " <=>385 :> <=>38<" 2 3@C??5 <5@ " % { d e t a i l / } " AAK;05BAO =0 >BACBAB2CNICN 3@C??C <5@ A 845=B8D8:0B>@>< " % { i n d i r e c t d e t a i l i d / } " . � 1J5:B A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " >B=>A8BAO : B8?C " % { t y p e n a m e / } " , :>B>@K9 =5 ?>445@68205B 70?@>H5==CN >?5@0F8N. t AB>G=8: 40==KE % { d a t a s o u r c e i d / } A5:F88 % { p a r t i t i o n / } =5 A>>B25BAB2C5B ACI5AB2CNI5<C 8AB>G=8:C 40==KE 2 1075 40==KE. f 45=B8D8:0B>@ 87<5@5=8O " % { d i m e n s i o n i d / } " , =0 :>B>@K9 AAK;05BAO A5:F8O " % { p a r t i t i o n / } " , =5 ACI5AB2C5B. w 45=B8D8:0B>@ 0B@81CB0 " % { p r o p e r t y i d / } " , =0 :>B>@K9 AAK;05BAO 87<5@5=85 A5:F88 " % { p a r t i t i o n d i m e n s i o n / } " , =5 ACI5AB2C5B. PA` ;NG52K5 AB>;1FK 0B@81CB0 A5:F88 % { p a r t i t i o n p r o p e r t y / } =5 ACI5AB2CNB 8;8 O2;ONBAO =54>?CAB8<K<8. _ 45=B8D8:0B>@ <5@K " % { m e a s u r e i d / } " , =0 :>B>@K9 AAK;05BAO A5:F8O " % { p a r t i t i o n / } " , =5 ACI5AB2C5B. S "01;8F0 % { d i m e n s i o n / } , =0 :>B>@CN AAK;05BAO 03@530B % { a g g r e g a t i o n / } , =5 ACI5AB2C5B. � B@81CB A 845=B8D8:0B>@>< " % { p r o p e r t y i d / } " 8 8<5=5< " % { p r o p e r t y n a m e / } " , =0 :>B>@K9 AAK;05BAO AB0B8AB8G5A:>5 87<5@5=85 % { a g g r e g a t i o n d i m e n s i o n / } , =5 ACI5AB2C5B. � B@81CB A 845=B8D8:0B>@>< " % { p r o p e r t y i d / } " 8 8<5=5< " % { p r o p e r t y n a m e / } 2 A>AB025 AB0B8AB8G5A:>3> 87<5@5=8O % { a g g r e g a t i o n d i m e n s i o n / } =54>?CAB8<, ?>A:>;L:C >= O2;O5BAO @>48B5;LA:8< 0B@81CB><. b 7<5@5=85 % { d i m e n s i o n / } , =0 :>B>@>5 AAK;05BAO AB0B8AB8G5A:0O AE5<0 " % { a g g d e s i g n / } " , =5 ACI5AB2C5B. s B@81CB " % { p r o p e r t y / } " , =0 :>B>@K9 AAK;05BAO 87<5@5=85 AB0B8AB8G5A:8E AE5< " % { a g g d e s i g n d i m e n s i o n / } " , =5 ACI5AB2C5B. � !B0B8AB8G5A:0O AE5<0 A 845=B8D8:0B>@>< " % { a g g d e s i g n i d / } " 2 A5:F88 " % { p a r t i t i o n / } " =5 A>>B25BAB2C5B ACI5AB2CNI59 AB0B8AB8G5A:>9 AE5<5 2 3@C??5 <5@. P >48B5;LA:0O 3@C??0 <5@ A5:F88 " % { p a r t i t i o n / } " O2;O5BAO A2O70==>9 3@C??>9 <5@>9. g 54>?CAB8<K9 845=B8D8:0B>@ C40;5==>3> 8AB>G=8:0 40==KE " % { r e m o t e d a t a s o u r c e i d / } " A5:F88 " % { p a r t i t i o n / } " . _ !5:F8O " % { p a r t i t i o n / } " O2;O5BAO ;81> A5:F859 M O L A P 8;8 H O L A P , ;81> =5 A>45@68B 87<5@5=89 M O L A P . { !5:F8O % { p a r t i t i o n / } O2;O5BAO C40;5==>9, => A>45@68B R O L A P ;81> C?@5640NI5 :MH8@>20==>5 87<5@5=85 A 8<5=5< " % { d i m e n s i o n / } " . u !5:F8O % { p a r t i t i o n / } O2;O5BAO A5:F859 R O L A P 8;8 A5:F859 A C?@5640NI8< :MH8@>20=85< 8 =5 <>65B 8<5BL 2=5H=8E ?@82O7>:. F AB>G=8: A5:F88 " % { p a r t i t i o n / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. � 5AB> E@0=5=8O " % { s t o r a g e l o c a t i o n / } " E@0=8;8I0 A5:F88 % { p a r t i t i o n / } =5 ACI5AB2C5B, A;8H:>< 4;8==> 8;8 A>45@68B =54>?CAB8<K5 ;81> 70@575@28@>20==K5 A8<2>;K. U A5:F88 % { p a r t i t i o n / } A @07@5H5==>9 70?8ALN =5;L7O 2:;NG8BL C?@5640NI55 :MH8@>20=85. PAb #40;5==K9 8AB>G=8: 40==KE % { r e m o t e d a t a s o u r c e / } 4>;65= O2=> C:07K20BL :0B0;>3 2 AB@>:5 ?>4:;NG5=8O. W #40;5==K9 8AB>G=8: 40==KE % { r e m o t e d a t a s o u r c e / } =5 <>65B C:07K20BL =0 BC 65 107C 40==KE. r #40;5==K9 8AB>G=8: 40==KE % { r e m o t e d a t a s o u r c e / } C:07K205B =0 107C 40==KE, C :>B>@>9 =5B >A=>2=>3> 8AB>G=8:0 40==KE. c A=>2=>9 8AB>G=8: 40==KE " % { m a s t e r d a t a s o u r c e / } " 4>;65= O2=> C:07K20BL :0B0;>3 2 AB@>:5 ?>4:;NG5=8O. O A=>2=>9 8AB>G=8: 40==KE " % { m a s t e r d a t a s o u r c e / } " =5 <>65B AAK;0BLAO A0< =0 A51O. } A=>2=>9 8AB>G=8: 40==KE " % { m a s t e r d a t a s o u r c e / } " C:07K205B =0 107C 40==KE, C :>B>@>9 =5 <>65B 1KBL >A=>2=>3> 8AB>G=8:0 40==KE. ;O A;C61 A n a l y s i s S e r v i c e s <5AB> E@0=5=8O " % { s t o r a g e l o c a t i o n / } " A5:F88 " % { p a r t i t i o n / } " =5 <>65B =0E>48BLAO 2 :0B0;>35 40==KE A5@25@0. !0<K< ?@>ABK< A?>A>1>< @5H5=8O MB>9 ?@>1;5<K O2;O5BAO C:070=85 ?@028;L=>3> A>?>AB02;5=8O <5AB0 E@0=5=8O A5:F88 2 :><0=45 " % { c o m m a n d / } " . � 5 C405BAO =09B8 2 :0B0;>35 40==KE A5@25@0 ?0?:C " % { s t o r a g e l o c a t i o n / } " ( @0A?>;>65=85 2 :><0=45 " >AAB0=>28BL" 8;8 " !8=E@>=870F8O" ) . P # A5:F88 A @07@5H5=85< =0 70?8AL " % { p a r t i t i o n / } " 4>;6=0 1KBL B01;8G=0O ?@82O7:0. F 5@0 " % { m e a s u r e / } " O2;O5BAO =54>?CAB8<>9 8;8 53> 8AB>G=8: >BACBAB2C5B. � @C??C <5@ " % { d e t a i l / } " =5;L7O A45;0BL 4>ABC?=>9 4;O 70?8A8, 5A;8 55 <5@K 8A?>;L7CNB :0:85- =81C4L AB0B8AB8G5A:85 DC=:F88, :@><5 DC=:F88 s u m . x @C??C <5@ " % { d e t a i l / } " =5;L7O A45;0BL 4>ABC?=>9 4;O 70?8A8, 5A;8 :0:0O- ;81> 87 55 <5@ ?@82O70=0 : 1577=0:>2><C AB>;1FC. � B@81CB " % { a t t r i b / } " , 4;O :>B>@>3> I s A g g r e g a t a b l e = f a l s e , =5 4>;65= 8<5BL A2O7L A 0B@81CB>< " % { r e l a t t r i b / } " , 4;O :>B>@>3> A t t r i b u t e H i e r a r c h y E n a b l e d = t r u e . z 5AB> E@0=5=8O " % { s t o r a g e l o c a t i o n / } " , 7040==>5 4;O 107K 40==KE " % { d a t a b a s e / } " , =5 C405BAO =09B8 2 :0B0;>35 40==KE A5@25@0. � 8AE>4=>< :C15 " % { s r c c u b e / } " =5 C405BAO =09B8 0B@81CB, A>>B25BAB2CNI89 0B@81CBC " % { a t t r i b / } " 2 87<5@5=88 " % { d i m / } " :C10 " % { c u b e / } " , ;81> 2 8AE>4=>< :C15 >B:;NG5=0 85@0@E8O 0B@81CB0. � A2O70==KE 3@C??0E <5@ 87<5@5=8O :C10 A :064>9 AB>@>=K A2O78 4>;6=K AAK;0BLAO =0 >48=0:>2K5 87<5@5=8O 107K 40==KE. 7<5@5=85 " % { d i m / } " :C10 " % { c u b e / } " =5 AAK;05BAO =0 87<5@5=85 2 B>9 65 1075 40==KE, GB> 8 87<5@5=85 2 8AE>4=>< :C15 " % { s r c c u b e / } " . PA � 45=B8D8:0B>@ 8AB>G=8:0 40==KE " % { d a t a s o u r c e i d / } " ?@54AB02;5=8O 8AB>G=8:0 40==KE " % { d a t a s o u r c e v i e w / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 2 1075 40==KE 8AB>G=8:C 40==KE. ) 54>?CAB8<0O ?@82O7:0 <5@K " % { m e a s u r e / } " . l @8 ?>?KB:5 ?@>G8B0BL D09; >?@545;5=8O B@0AA8@>2:8 " % { f n a m e / } " 2>7=8:;0 =5?>;04:0. >7<>6=>, D09; ?>2@5645=. ( 48A:@5B878@>20==>< 0B@81CB5 A 845=B8D8:0B>@>< " % { p r o p e r t y I d / } " 8 8<5=5< " % { p r o p e r t y N a m e / } " 2 87<5@5=88 " % { d i m e n s i o n / } " 5ABL ?@82O7:0 AB>;1F0 8<5= 8;8 ?@82O7:0 ?5@52>40 A =54>?CAB8<K< ?0@0<5B@>< F o r m a t S t r i n g . 0@0<5B@ F o r m a t S t r i n g 4>;65= 8<5BL A;54CNI89 D>@<0B: F i r s t B u c k e t F o r m a t ; M i d B u c k e t F o r m a t � 8A:@5B878@>20==K9 0B@81CB " % { p r o p e r t y / } " 87<5@5=8O " % { d i m e n s i o n / } " 8<55B ?@82O7:C 8<5=8 8;8 ?5@52>40, C :>B>@>9 5ABL =58725AB=K9 :20;8D8:0B>@ 2 A53<5=B5 " % { s e g m e n t / } " F o r m a t S t r i n g . Y 7<5@5=85 " % { s t r R e f / } " , =0 :>B>@>5 AAK;05BAO @07@5H5=85 :C10 " % { s t r O b j / } " , =5 ACI5AB2C5B. f B@81CB 87<5@5=8O " % { s t r R e f / } " , =0 :>B>@K9 AAK;05BAO @07@5H5=85 87<5@5=8O " % { s t r O b j / } " , =5 ACI5AB2C5B. f B@81CB 87<5@5=8O " % { s t r R e f / } " , =0 :>B>@K9 AAK;05BAO @07@5H5=85 87<5@5=8O " % { s t r O b j / } " , =5 ACI5AB2C5B. H AE>4=K9 :C1 4;O <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P =5 =0945=. � 5 =0945=K ;81> 8AE>4=K9 :C1, ;81> 87<5@5=85 107K 40==KE A 845=B8D8:0B>@>< " % { d i m e n s i o n I d / } " 4;O AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " . v 5 =0945=0 8AE>4=0O 3@C??0 <5@ " % { m e a s u r e g r o u p / } " 4;O AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P " % { s t r u c t u r e / } " . ! #:070==>5 ?>4:;NG5=85 =5 =0945=>. #:070==K9 A50=A =5 =0945=. O >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m i n i n g m o d e l / } " =5 A>45@68B AB>;1F>2. h <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m i n i n g m o d e l / } " 4>;65= 1KBL E>BO 1K >48= =5:;NG52>9 AB>;15F. � 1@01>B:0 107K 40==KE 1C45B >B:;NG5=0, B0: :0: ?@8 703@C7:5 :@8?B>3@0D8G5A:>3> :;NG0 107K 40==KE " % { s t r R e f / } " ?@>87>H;0 >H81:0. 4=0 87 2>7<>6=KE ?@8G8= - 87<5=5=85 CG5B=>9 70?8A8 A;C61K. � 5 C40;>AL 70H8D@>20BL 8;8 @0AH8D@>20BL :>=D845=F80;L=K5 40==K5 107K 40==KE " % { s t r R e f / } " , B0: :0: :;NG H8D@>20=8O =54>ABC?5=. 4=0 87 2>7<>6=KE ?@8G8= - =54>?CAB8<>5 87<5=5=85 CG5B=>9 70?8A8 A;C61K. � 52>7<>6=> ?>;CG8BL 4>ABC? : >A=>2=><C :;NGC H8D@>20=8O A5@25@0. 4=0 87 2>7<>6=KE ?@8G8= - =54>?CAB8<>5 87<5=5=85 CG5B=>9 70?8A8 A;C61K. � B01;8F5 " % { s t r R e f / } " , =0 :>B>@CN AAK;05BAO @07@5H5=85 :C10 " % { s t r O b j / } " , @07@5H5=0 70?8AL, ?>MB><C 2 @07@5H5=8OE 0B@81CB>2 =5 <>3CB 1KBL C:070=K 4>?CAB8<K5 8 70?@5I5==K5 =01>@K. 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K?>;=5=85 >?5@0F88 D8:A0F88 B@0=70:F88 =52>7<>6=>, ?>A:>;L:C 2 =59 ?@54?@8=8<05BAO ?>?KB:0 <0B5@80;87>20BL >?5@0F88 >1@0B=>9 70?8A8 2 OG59:8 8 87<5=8BL A>45@68<>5 4>ABC?=>9 B>;L:> 4;O GB5=8O 107K 40==KE A 8<5=5< " % { d b _ n a m e / } " 8 845=B8D8:0B>@>< " % { d b _ i d / } " . X 52>7<>6=> >B:;NG8BL 85@0@E8N 4;O @>48B5;LA:>3> 0B@81CB0 " % { a t t r / } " 87<5@5=8O " % { d i m / } " . � 0=0; 40==KE <>65B 8A?>;L7>20BLAO 2 :0G5AB25 8AB>G=8:0 40==KE, B>;L:> 5A;8 A;C61K A n a l y s i s S e r v i c e s @01>B0NB 2 B01;8G=>< @568<5. � !2>9AB2> U n k n o w n M e m b e r 87<5@5=8O " % { n a m e / } " =5;L7O CAB0=>28BL 2 7=0G5=85 " A u t o m a t i c N u l l " , 5A;8 A5@25@ =5 @01>B05B 2 B01;8G=>< @568<5. j =0G5=85 " !>E@0=OBL" ?0@0<5B@0 N u l l P r o c e s s i n g =54>?CAB8<> 4;O <5@K G8A;0 @07;8G=KE >1J5:B>2 " % { m e a s u r e / } " . V >=865=85 C@>2=O A>2<5AB8<>AB8 107K 40==KE =5 ?>445@68205BAO. 070 40==KE: " % { n a m e / } " . ;O A2>9AB20 S t r i n g S t o r e s C o m p a t i b i l i t y L e v e l C:070=> =54>?CAB8<>5 7=0G5=85. 070 40==KE " % { n a m e / } " 8<55B C@>25=L A>2<5AB8<>AB8 " 1 0 5 0 " . 07K 40==KE A B0:8< C@>2=5< A>2<5AB8<>AB8 ?>445@6820NB B>;L:> 7=0G5=85 " 1 0 5 0 " 4;O A2>9AB20 S t r i n g S t o r e s C o m p a t i b i l i t y L e v e l . � =0G5=85 D i m e n s i o n I d " % { r e l e n d d i m e n s i o n i d / } " M;5<5=B0 F r o m R e l a t i o n s h i p E n d =5 A>>B25BAB2C5B 7=0G5=8N D i m e n s i o n I d " % { d i m e n s i o n i d / } " @>48B5;LA:>3> M;5<5=B0. � 1J5:B R e l a t i o n s h i p E n d A M;5<5=B>< r o l e " % { r o l e / } " 8 M;5<5=B>< d i m e n s i o n " % { d i m e n s i o n n a m e / } " 8<55B =54>?CAB8<>5 7=0G5=85 M;5<5=B0 m u l t i p l i c i t y . 07K 40==KE A C@>2=5< A>2<5AB8<>AB8 =865 1 2 0 0 ?>445@6820NB B>;L:> A2O78 " <=>385 : >4=><C" . � 1J5:B R e l a t i o n s h i p E n d A @>;LN ( r o l e ) " % { r o l e / } " 87<5@5=8O ( d i m e n s i o n ) " % { d i m e n s i o n n a m e / } " 4>;65= 8<5BL >48= 0B@81CB ( a t t r i b u t e ) . � <O " % { r o l e / } " 4;O >1J5:B0 R e l a t i o n s h i p E n d =54>?CAB8<>, B0: :0: O2;O5BAO 70@575@28@>20==K< A;>2><, A>45@68B =54>?CAB8<K5 A8<2>;K ( % { i n v a l i d c h a r s / } ) 8;8 53> 4;8=0 ?@52KH05B 1 0 0 A8<2>;>2. N "01;8F0 " % { d i m n a m e / } " 8<55B 425 >48=0:>2K5 A2O78: " % { r e l i d 1 / } " 8 " % { r e l i d 2 / } " . N "01;8F0 " % { d i m n a m e / } " 8<55B A2O7L A0<0 A A>1>9 ( " % { r e l i d / } " ) , GB> =54>?CAB8<>. } "01;8F0 " % { d i m n a m e / } " 8<55B 425 A2O78 A >4=8< 8 B5< 65 8<5=5< @>;8 " % { r o l e n a m e / } " >1J5:B0 T o R e l a t i o n s h i p E n d , GB> =54>?CAB8<>. d "01;8F0 " % { d i m n a m e / } " =5 <>65B 8<5BL >1J5:B A2O78, 5A;8 C@>25=L A>2<5AB8<>AB8 107K 40==KE =865 1 1 0 0 . � @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE 4;O 107K 40==KE 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0 A :>4>< " % { e r r o r / } " . -B0 >H81:0 =5CAB@0=8<0O, 8 A;C610 1K;0 >AB0=>2;5=0. A?@02LB5 =5?>;04:C 8 ?5@570?CAB8B5 A;C61C. A;8 8A?@02;5=85 =52>7<>6=>, C40;8B5 MB>B D09;, 0 B0:65 ;N1>9 :0B0;>3 A B0:8< 65 107>2K< 8<5=5< ( =5 2:;NG0O @0AH8@5=85 D09;0) ?@8 =0;8G88 B0:>2>3> 2 :0B0;>35 " % { d i r e c t o r y / } " . d @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE A5@25@=>9 A1>@:8 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. -B0 >H81:0 O2;O5BAO =58A?@028<>9, ?>MB><C A;C610 >AB0=>2;5=0. #AB@0=8B5 ?@>1;5<C 8 ?5@570?CAB8B5 A;C61C. A;8 ?@>1;5<C CAB@0=8BL =52>7<>6=>, C40;8B5 MB>B D09;, 0 B0:65 A>>B25BAB2CNI89 :0B0;>3 A B5< 65 8<5=5<, 5A;8 >= =0E>48BAO 2 :0B0;>35 " % { d i r e c t o r y / } " . _ @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE B@0AA8@>2:8 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. -B0 >H81:0 O2;O5BAO =58A?@028<>9, ?>MB><C A;C610 >AB0=>2;5=0. #AB@0=8B5 ?@>1;5<C 8 ?5@570?CAB8B5 A;C61C. A;8 ?@>1;5<C CAB@0=8BL =52>7<>6=>, C40;8B5 MB>B D09;, 0 B0:65 A>>B25BAB2CNI89 :0B0;>3 A B5< 65 8<5=5<, 5A;8 >= =0E>48BAO 2 :0B0;>35 " % { d i r e c t o r y / } " . ` @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE @>;8 A5@25@0 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. -B0 >H81:0 O2;O5BAO =58A?@028<>9, ?>MB><C A;C610 >AB0=>2;5=0. #AB@0=8B5 ?@>1;5<C 8 ?5@570?CAB8B5 A;C61C. A;8 ?@>1;5<C CAB@0=8BL =52>7<>6=>, C40;8B5 MB>B D09;, 0 B0:65 A>>B25BAB2CNI89 :0B0;>3 A B5< 65 8<5=5<, 5A;8 >= =0E>48BAO 2 :0B0;>35 " % { d i r e c t o r y / } " . 8 525@=0O AB@C:BC@0 <5B040==KE 4;O B01;8FK " % { d i m n a m e / } " . � ?5@0F8O P r o c e s s A d d , C:070==0O 4;O % { n a m e / } % { t y p e n a m e / } , =54>?CAB8<0 4;O 87<5@5=8O I M D I , 5A;8 MB> 87<5@5=85 A2O70=> A ?>4@>1=K<8 40==K<8 2 1>;55 G5< >4=>9 A5:F88. � R e l a t i o n s h i p E n d A @>;LN " % { r o l e / } " 2 87<5@5=88 " % { d i m e n s i o n n a m e / } " 8<55B =5C=8:0;L=K9 0B@81CB A 845=B8D8:0B>@>< " % { i d / } " 87<5@5=8O " % { p a r e n t i d / } " . � 7<5@5=85 " % { d i m n a m e / } " =5 <>65B 8<5BL >1J5:B A2O78, :>340 A2>9AB2C 107K 40==KE " S t o r a g e E n g i n e U s e d " 7040=> 7=0G5=85 " T r a d i t i o n a l " . ; B=>A8B5;L=K9 ?CBL =5 ?>445@68205BAO 4;O D B S t o r a g e L o c a t i o n . � >2KA8BL C@>25=L A>2<5AB8<>AB8 107K 40==KE " % { n a m e / } " <>6=> B>;L:> ?CB5< A>740=8O A:@8?B0 2A59 107K 40==KE ( 2:;NG0O 4>G5@=85 >1J5:BK) . ] M e a s u r e G r o u p " % { m g n a m e / } " =5 A>45@68B =8 >4=>3> 8;8 A>45@68B =5A:>;L:> 2K@>645==KE 87<5@5=89. � !5<0=B8G5A:0O <>45;L 187=5A- 0=0;8B8:8 2 1075 40==KE " % { d a t a b a s e / } " =5 A>3;0A>20=0. 070 40==KE 4>;6=0 A>45@60BL :C1, 5A;8 2 =59 5ABL :0:85- ;81> B01;8FK. � <O =5A>3;0A>20==>9 B01;8FK: 8<O 87<5@5=8O 107K 40==KE " % { d i m n a m e / } " , 8<O 87<5@5=8O :C10 " % { c u b e d i m n a m e / } " , 8<O 3@C??K <5@ " % { m g n a m e / } " . [ '8A;> M e a s u r e G r o u p s @02=> " % d { m g c o u n t / } " , 0 G8A;> C u b e D i m e n s i o n s @02=> " % d { c u b e d i m c o u n t / } " . S '8A;> M e a s u r e G r o u p s @02=> " % d { m g c o u n t / } " , 0 G8A;> D i m e n s i o n s @02=> " % d { d i m c o u n t / } " . -;5<5=B D i m e n s i o n " % { d i m n a m e / } " 8<55B 0B@81CBK " % d { d i m a t t r c o u n t / } " , 0 M;5<5=B C u b e D i m e n s i o n " % { c u b e d i m n a m e / } " 8<55B 0B@81CBK " % d { c u b e d i m a t t r c o u n t / } " . B01;8G=>< @568<5 :>;8G5AB2> 0B@81CB>2 D i m e n s i o n 4>;6=> A>>B25BAB2>20BL :>;8G5AB2C 0B@81CB>2 C u b e D i m e n s i o n . � B@81CB " % { d i m a t t r n a m e / } " 4;O D i m e n s i o n " % { d i m n a m e / } " =5 =0945= 2 C u b e D i m e n s i o n " % { c u b e d i m n a m e / } " . B01;8G=>< @568<5 8<5=0 0B@81CB>2 2 C u b e D i m e n s i o n 4>;6=K A>>B25BAB2>20BL 8<5=0< 0B@81CB>2 2 D i m e n s i o n . 9 B=>A8B5;L=K9 ?CBL 4;O S t o r a g e L o c a t i o n =5 ?>445@68205BAO. � ?5@0F8O >1=>2;5=8O =54>ABC?=0 4;O :=83, A>740==KE ?@54K4CI8<8 25@A8O<8 P o w e r P i v o t . !>E@0=8B5 :=83C, >B:@K2 55 2 ?>A;54=59 25@A88 P o w e r P i v o t 4;O E x c e l . � !2O7L 8<55B 1>;55 >4=>3> M;5<5=B0 P r o c e s s i n g S t a t e , GB> =5 @07@5H5=>. -B> <>65B 1KBL ?@87=0:>< 8A?>@G5==KE <5B040==KE 107K 40==KE. ^ ;O 0B@81CB0 " % { p r o p e r t y / } " =5>1E>48<> 7040BL B8? " E x t e n d e d T y p e " , 5A;8 >?@545;5= E x t e n d e d T y p e . E !5:F8O O L A P " % { p a r t i t i o n / } " =5 <>65B 8<5BL ?0@0<5B@ D i r e c t Q u e r y U s a g e . ^ =>3><5@=K5 107K 40==KE ?>445@6820NB 7=0G5=85 C o m p a t i b i l i t y L e v e l , @02=>5 B>;L:> 1 0 5 0 8;8 1 1 0 0 . Y "01;8G=K5 107K 40==KE =5 ?>445@6820NB ?5@5E>4 =0 1>;55 =87:89 C@>25=L C o m p a t i b i l i t y L e v e l . o 3@0=8G5=85 V E R S I O N 2 D i s c o v e r C S D L 4>;6=> 8<5BL D>@<0B < i n t e g e r > . < i n t e g e r > 8 4>;6=> 1KBL 1>;LH5 8;8 @02=> 1 . 0 . � @8<5=5=85 70<5B>: 2 >1J5:B0E :><0=4 A:@8?B>2 4>?CA:05BAO B>;L:> 4;O B01;8G=KE 107 40==KE A C@>2=5< C o m p a t i b i l i t y L e v e l 1 1 0 3 8;8 2KH5. _ 070 40==KE A>45@68B 1>;LH5 >4=>3> :C10. 5>1E>48<> C:070BL :>=:@5B=K9 :C1 8;8 8<O ?5@A?5:B82K. � "5:CI0O <>45;L <>65B 1KBL ?@54AB02;5=0 A ?><>ILN 2K@065=8O, 5A;8 :;85=B 70?@0H8205B <5B040==K5 B01;8G=>3> ?@54AB02;5=8O A >3@0=8G5=85< V E R S I O N 2 . 0 8;8 1>;55 ?>74=8<. = =0G5=85 M a x C P U 2 R e s o u r c e P o o l =5 <>65B ?@52KH0BL 1 0 0 ( ?@>F. ) � @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE ?C;0 @5AC@A>2 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. -B0 >H81:0 O2;O5BAO =58A?@028<>9, ?>MB><C A;C610 >AB0=>2;5=0. #AB@0=8B5 ?@>1;5<C 8 ?5@570?CAB8B5 A;C61C. A;8 MB> 8A?@02;5=85 =52>7<>6=>, C40;8B5 MB>B D09;. @8 A>740=88 M:75<?;O@0 >1J5:B0 <5B040==KE 3@C??K @01>G59 =03@C7:8 107K 40==KE 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. -B0 >H81:0 O2;O5BAO =58A?@028<>9, ?>MB><C A;C610 >AB0=>2;5=0. #AB@0=8B5 ?@>1;5<C 8 ?5@570?CAB8B5 A;C61C. A;8 MB> 8A?@02;5=85 =52>7<>6=>, C40;8B5 MB>B D09;. � 52>7<>6=> 2:;NG8BL @07<5B:C 4;O 0B@81CB0 " % { p r o p e r t y / } " 2 87<5@5=88 " % { d i m e n s i o n / } " ?>A:>;L:C A5@25@ =5 @01>B05B 2 B01;8G=>< @568<5. � 52>7<>6=> 2:;NG8BL @07<5B:C 4;O 0B@81CB0 " % { p r o p e r t y / } " 2 87<5@5=88 " % { t a b l e / } " ?>A:>;L:C A5@25@ =5 @01>B05B 2 B01;8G=>< @568<5. � 5 C40;>AL A>740BL A2O7L ?@028;0 A 845=B8D8:0B>@>< " % { r e l a t i o n s h i p I d / } " . !2>9AB2C " % { p r o p e r t y / } " 2 B01;8F5 " % { t a b l e / } " B@51C5BAO @07<5B:0. � !2>9AB2C A c t i v e S t a t e A2O78 A 845=B8D8:0B>@>< " % { r e l a t i o n s h i p I d / } " 2 B01;8F5 " % { t a b l e / } " B@51C5BAO 7040BL 7=0G5=85 I g n o r e , ?>A:>;L:C MB> =5 A2O7L =0 >A=>25 ?@028;0. � !2>9AB2C A c t i v e S t a t e A2O78 A 845=B8D8:0B>@>< " % { r e l a t i o n s h i p I d / } " 2 B01;8F5 " % { t a b l e / } " B@51C5BAO 7040BL 7=0G5=85 A c t i v e / I n a c t i v e , ?>A:>;L:C MB> =5 A2O7L =0 >A=>25 ?@028;0. � 564C B01;8F59 " % { m a i n t a b l e / } " A @540:B8@C5<K< AB>;1F>< " % { e d i t a b l e a t t r i b u t e / } " 8 55 B01;8F59 ?5@5>?@545;5=8O " % { o v e r r i d e d i m e n s i o n / } " B@51C5BAO CAB0=>28BL A2O7Lp ;O A2>9AB20 C o l u m n U s a g e 2A5340 A;54C5B 704020BL 7=0G5=85 " U n r e s t r i c t e d U s a g e " . @>25@LB5 0B@81CB " % { p r o p e r t y / } " . z 5A>3;0A>20==>ABL <564C E D V M P 8 <5B040==K<8 107K 40==KE; 87<5@5=85 A 845=B8D8:0B>@>< " % { D i m I d / } " =5 =0945=> 2 D09;5 E D V M P . � >;L " % { s t r R o l e N a m e / } " 8<55B CG5B=CN 70?8AL 4><5=0, :>B>@0O =5 ACI5AB2C5B. !;54CNI0O CG5B=0O 70?8AL ?>;L7>20B5;O 4><5=0 1>;LH5 =5 O2;O5BAO 4>?CAB8<>9 4;O MB>9 @>;8: " % { s t r D o m a i n A c c o u n t / } " . � ;O A2>9AB20 A c t i v e S t a t e A2O78 2A5340 A;54C5B 704020BL 7=0G5=85 " A c t i v e S t a t e I g n o r e " . @>25@LB5 A2O7L A 845=B8D8:0B>@>< " % { r e l I d / } " 2 B01;8F5 " % { t a b l e N a m e / } " . � !2>9AB2C A c t i v e S t a t e A2O78 A;54C5B CAB0=>28BL 7=0G5=85 A c t i v e / I n a c t i v e , :>340 1070 40==KE 8<55B C@>25=L A>2<5AB8<>AB8 1>;LH5 1 1 0 3 . @>25@LB5 A2O7L A 845=B8D8:0B>@>< " % { r e l I d / } " 2 B01;8F5 " % { t a b l e N a m e / } " . � 3@C??5 <5@ 4>?CA:05BAO B>;L:> D e g e n e r a t e M e a s u r e G r o u p D i m e n s i o n , :>340 C@>25=L A>2<5AB8<>AB8 107K 40==KE 1>;LH5 1 1 0 3 . @>25@LB5 70?8A8 2 3@C??5 <5@ 4;O B01;8FK " % { t a b l e N a m e / } " . PA� 1@01>B:0 2KG8A;O5<>3> AB>;1F0 7025@H8;0AL >H81:>9 87- 70 =5>4=>7=0G=KE ?CB59 <564C B01;8F0<8 " % { t a b l e 1 / } " , 8 " % { t a b l e 2 / } " : % { p a t h 1 / } , 8 % { p a t h 2 / } � ;O A2>9AB20 C r o s s F i l t e r D i r e c t i o n A2O78 2A5340 A;54C5B 704020BL 7=0G5=85 " T o E n d F i l t e r s F r o m E n d " . @>25@LB5 A2O7L A 845=B8D8:0B>@>< " % { r e l I d / } " 2 B01;8F5 " % { t a b l e N a m e / } " . � =0G5=85 " F r o m E n d F i l t e r s T o E n d " A2>9AB20 C r o s s F i l t e r D i r e c t i o n 2 =0AB>OI55 2@5<O =5 ?>445@68205BAO. @>25@LB5 A2O7L A 845=B8D8:0B>@>< " % { r e l I d / } " 2 B01;8F5 " % { t a b l e N a m e / } " . � A;8 2 :0G5AB25 :>;8G5AB20 M;5<5=B>2 A2O78 B@51C5BAO 8A?>;L7>20BL " >48= : >4=><C" , A>7409B5 425 >48=0:>2K5 A2O78 " >48= : >4=><C" 2 >1>8E :0B0;>30E <564C " % { d i m e n s i o n 1 / } " [ % { c o l u m n 1 / } ] 8 " % { d i m e n s i o n 2 / } " [ % { c o l u m n 2 / } ] . p !2O7L >B AB>;1F0 " % { d i m e n s i o n / } " [ % { c o l u m n / } ] � 8<55B =54>?CAB8<CN :@0B=>ABL % { f r o m / } : % { t o / } 8 =5 ?>445@68205BAO. ,>7=8:;0 ?@>1;5<0 A> A2O7LN <564C " % { d i m e n s i o n 1 / } " [ % { c o l u m n 1 / } ] 8 " % { d i m e n s i o n 2 / } " [ % { c o l u m n 2 / } ] . "5:CI85 ?0@0<5B@K C a r d i n a l i t y 8 C r o s s F i l t e r D i r e c t i o n :>=5G=>9 B>G:8 =5A>2<5AB8<K. >7<>6=>, A;54C5B 87<5=8BL :@0B=>ABL :>=5G=>9 B>G:8 ( >48= :> <=>38<) 8;8 =0?@02;5=85 C r o s s F i l t e r D i r e c t i o n 4;O MB>9 A2O78. l 5@A8O 107K 40==KE =0 C40;5==>< C7;5 >B;8G05BAO >B 25@A88 =0 >A=>2=>< C7;5, 2K?>;=ONI5< 70?@>A ?>;L7>20B5;O. g !;54CNI85 D09;K A5:F89 =5 =0945=K: " % { F i l e L i s t / } " 4;O A53<5=B8@>20==>9 B01;8FK A 8<5=5< " % { T b l N a m e / } " . � !;54CNI85 D09;K A5:F89 =5 1K;8 A>E@0=5=K =0 48A:: " % { F i l e L i s t / } " . 68405BAO, GB> D09;K 1C4CB A>E@0=5=K 2> 2@5<O @0A?@545;5==>9 >1@01>B:8. } $09; 40==KE A5:F88 " % { I D F F i l e / } " , ?5@540==K9 2B>@8G=K< C7;><, 4>;65= ?@8ACBAB2>20BL 2 A?8A:5 D09;>2 87<5@5=8O >A=>2=>3> C7;0. x $09; 40==KE A5:F88 " % { I D F F i l e / } " , ?5@540==K9 2B>@8G=K< C7;><, =5 4>;65= ?@8ACBAB2>20BL 2 :0B0;>35 40==KE >A=>2=>3> C7;0. G 5?@542845==K9 D09; " % { U n e x p e c t e d F i l e / } " , ?5@540==K9 ?>4G8=5==K< C7;><. F 68405<K5 D09;K " % { M i s s i n g F i l e s / } " =5 1K;8 ?5@540=K ?>4G8=5==K< C7;><. 4><0=40 ?>;CG5=8O B01;8G=KE <5B040==KE 70?@>A8;0 A?8A>: A;54CNI8E 845=B8D8:0B>@>2 A5:F89: " % { P a r t I d s L i s t / } " 4;O 107K 40==KE A 845=B8D8:0B>@>< " % { D b I d / } " , 845=B8D8:0B>@ 87<5@5=8O " % { D i m I d / } " . !5:F8O " % { N o t F o u n d P a r t s / } " =5 =0945=0. 5B040==K5 ?>4G8=5==>3> C7;0 4>;6=K A>>B25BAB2>20BL <5B040==K< >A=>2=>3> C7;0. m S h a r d D i r e c t o r y 2>72@0B8; =54>?CAB8<K9 845=B8D8:0B>@ A5:F88 " % { P a r t i t i o n I d / } " 4;O 87<5@5=8O " % { D i m e n s i o n I d / } " . � ><0=40 I n t e r n a l P r o c e s s P a r t i t i o n s ?>445@68205BAO B>;L:> A5@25@><, @01>B0NI8< 2 @568<5 V e r t i P a q 8 @568<5 A z u r e A 2:;NG5==K< S c a l e O u t . P ><0=4C I n t e r n a l P r o c e s s P a r t i t i o n s <>3CB 2K?>;=OBL B>;L:> 04<8=8AB@0B>@K A5@25@0. b ><0=4C I n t e r n a l P r o c e s s P a r t i t i o n s <>3CB ?>445@6820BL B>;L:> A;54CNI85 B8?K >1@01>B:8: P r o c e s s D a t a . � A5 >1J5:BK, C:070==K5 2 :><0=45 I n t e r n a l P r o c e s s P a r t i t i o n s , 4>;6=K ?@8=04;560BL : >4=>9 1075 40==KE, C:070==>9 D a t a b a s e I d = " % { D a t a b a s e I d / } " . J :><0=45 I n t e r n a l P r o c e s s P a r t i t i o n s <>6=> C:07K20BL B>;L:> >1J5:BK A5:F89. h 4<8=8AB@0B>@K A;C61K <>3CB 2K?>;=8BL :><0=4C A8=E@>=870F88, B>;L:> 5A;8 A5@25@ @01>B05B 2 @568<5 A z u r e . u >340 A5@25@ @01>B05B 2 @568<5 A z u r e , :><0=4C S y n c h r o n i z e <>6=> 2K?>;=OBL, B>;L:> 5A;8 7040=> S y n c h r o n i z e F r o m S t o r a g e . � !2>9AB2> A c t i v e S t a t e M;5<5=B0 D i m e n s i o n / R e l a t i o n s h i p s / R e l a t i o n s h i p =5 A8=E@>=878@>20=> A R e f e r e n c e M e a s u r e G r o u p D i m e n s i o n 4;O A>>B25BAB2CNI53> M;5<5=B0 M e a s u r e G r o u p 107K 40==KE " % { d a t a b a s e / } " . � # A2>9AB20 87<5@5=8O " % { T a b l e I d / } " [ " % { C o l u m n I d / } " ] 2 A53<5=B8@>20==>< 87<5@5=88 2:;NG5=0 85@0@E8O 0B@81CB>2. 'B>1K >B:;NG8BL 85@0@E8N 0B@81CB>2, 70409B5 A2>9AB2C C o l u m n U s a g e 7=0G5=85 D a x U s a g e . � >7=8:;0 ?@>1;5<0 A> A2O7LN <564C " % { d i m e n s i o n 1 / } " [ % { c o l u m n 1 / } ] 8 " % { d i m e n s i o n 2 / } " [ % { c o l u m n 2 / } ] . # A53<5=B8@>20==>3> 87<5@5=8O =5 4>;6=> 1KBL =8:0:8E 2E>4OI8E A2O759. 6 5@58<5=>20=85 =5 ?>445@68205BAO 2 B@0=70:F8OE A50=A0. } KG8A;O5<K5 B01;8FK =5 ?>445@6820NBAO 4;O A5@25@>2 A z u r e , @01>B0NI8E 2 @568<5 S c a l e O u t ( 845=B8D8:0B>@ 87<5@5=8O " % { D i m I d / } " ) . � 0?@>A =0 ?>;CG5=85 2K1>@:8 B01;8G=KE <5B040==KE A>45@68B =525@=CN 70?8AL 87<5@5=8O " % { D i m e n s i o n I d / } " 4;O 107K 40==KE " % { D a t a b a s e I d / } " . � 0?@>A =0 ?>;CG5=85 2K1>@:8 B01;8G=KE <5B040==KE ?>2B>@ONICNAO 70?8AL 87<5@5=8O " % { D i m e n s i o n I d / } " 4;O 107K 40==KE " % { D a t a b a s e I d / } " . � 0?@>A =0 ?>;CG5=85 2K1>@:8 B01;8G=KE <5B040==KE A>45@68B ?>2B>@ONICNAO 70?8AL A5:F88 " % { P a r t i t i o n I d / } " 4;O 87<5@5=8O " % { D i m e n s i o n I d / } " 107K 40==KE " % { D a t a b a s e I d / } " . � 0?@>A =0 ?>;CG5=85 2K1>@:8 B01;8G=KE <5B040==KE A>45@68B ?CAB>9 A?8A>: A5:F89 4;O 87<5@5=8O " % { D i m e n s i o n I d / } " 107K 40==KE " % { D a t a b a s e I d / } " . o > 2@5<O A8=E@>=870F88 >B R P S 107K 40==KE A 845=B8D8:0B>@>< " % { d b I d / } " C75; D01@8:8 25@=C; ?CABCN :0@BC 25@A89. PA� S h a r d D i r e c t o r y 2>72@0B8; >4=C 8 BC 65 :>=5G=CN B>G:C " % { E n d p o i n t / } " ?> :@09=59 <5@5 42064K; ?>2B>@5=85 :>=5G=KE B>G5: =5 @07@5H5=>. ><5=B0;L=K9 A=8<>: S h a r d D i r e c t o r y : ' % { S h a r d D i r S n a p s h o t / } ' . � S h a r d D i r e c t o r y 2>72@0B8; >48= 8 B>B 65 845=B8D8:0B>@ A53<5=B0 " % { P a r t i t i o n I d / } " ?> :@09=59 <5@5 42064K; ?>2B>@5=85 845=B8D8:0B>@>2 A53<5=B>2 =5 @07@5H5=>. ><5=B0;L=K9 A=8<>: S h a r d D i r e c t o r y : ' % { S h a r d D i r S n a p s h o t / } ' . � !5:F8O A 845=B8D8:0B>@>< " % { P a r t i t i o n I d / } " , ?@8=04;560I0O : B01;8F5 A 845=B8D8:0B>@>< " % { T a b l e I d / } " , =5 =0945=0 2 :0B0;>35 A53<5=B>2. ><5=B0;L=K9 A=8<>: S h a r d D i r e c t o r y : ' % { S h a r d D i r S n a p s h o t / } ' . N 070 40==KE " % { D a t a b a s e N a m e / } " ?@52KH05B <0:A8<0;L=K9 ?@545; @07<5@0 =0 48A:5. C 5 C40;>AL =09B8 C o l u m n I D " % { C o l u m n I d / } " 2 B01;8F5 " % { T a b l e N a m e / } " . 5 5 C40;>AL =09B8 T a b l e I D " % { T a b l e I d / } " 2 1075 40==KE. = 5 C40;>AL =09B8 M e a s u r e N a m e " % { M e a s u r e N a m e / } " 2 1075 40==KE. � # <>45;8 40==KE >G5=L 4;8==0O F5?>G:0 7028A8<>AB59 2KG8A;O5<>9 B01;8FK, :>B>@0O A:>@55 2A53> ?@54AB02;O5B A>1>9 F8:;. @>25@LB5 D>@<C;K 2KG8A;O5<>9 B01;8FK. f !1>9 >1J548=5=8O D09;0 A>?>AB02;5=8O 25@A88 B@0=70:F88 " % { f i l e N a m e / } " A A>?>AB02;5=85< 3;02=>9 25@A88. q !1>9 >1J548=5=8O D09;0 A>?>AB02;5=8O 25@A88 B@0=70:F88 " % { f i l e N a m e / } " A >B;>65==K< A>?>AB02;5=85< 3;02=>9 25@A88. V ?@545;5=85 70?@>A0 8AB>G=8:0 40==KE " % { d a t a s o u r c e i d / } " @0745;0 " % { p a r t i t i o n / } " ?CAB>. � ;O A2>9AB20 D i r e c t Q u e r y U s a g e @0745;0 " % { p a r t i t i o n / } " =5 <>65B 1KBL 7040=> 7=0G5=85 " D i r e c t Q u e r y O n l y " 8;8 " I n M e m o r y W i t h D i r e c t Q u e r y " , 5A;8 A2>9AB2> D i r e c t Q u e r y M o d e 107K 40==KE " % { d a t a b a s e / } " " I n M e m o r y " . � !B>;15F A 8<5=5< " % { C o l u m n N a m e / } " C65 ACI5AB2C5B 2 2KG8A;O5<>9 B01;8F5 A 8<5=5< " % { C a l c u l a t e d T a b l e N a m e / } " , 8 8AB>G=8: MB>3> AB>;1F0 O2;O5BAO B01;8F59 A 8<5=5< " % { T a b l e N a m e / } " . j !B>;15F A 8<5=5< " % { C o l u m n N a m e / } " C65 ACI5AB2C5B 2 2KG8A;O5<>9 B01;8F5 A 8<5=5< " % { C a l c u l a t e d T a b l e N a m e / } " . D !2>9AB2> S t o r a g e E n g i n e M o d e 107K 40==KE " % { D B N a m e / } " =5;L7O 87<5=8BL. � K@065=85 D A X 4;O 2KG8A;O5<>9 B01;8FK " % { t a b l e / } " @57C;LB8@C5B 2 B8? 40==KE V a r i a n t 4;O AB>;1F0 " % { c o l u m n / } " . 7<5=8B5 2KG8A;5=85, GB>1K C AB>;1F0 1K; A>3;0A>20==K9 B8? 40==KE. C $C=:F8O E x t e r n a l M e m b e r s 70@575@28@>20=0 4;O 1C4CI53> 8A?>;L7>20=8O. � 52>7<>6=> 2K?>;=8BL >?5@0F8N, ?>A:>;L:C D09; <5B040==KE " % { f i l e _ n a m e / } " 4;O 107K 40==KE A 8<5=5< " % { d b _ n a m e / } " 8 845=B8D8:0B>@>< " % { d b _ i d / } " C65 ACI5AB2C5B. K >45;L 40==KE A>740=0 2 ?@5420@8B5;L=>9 25@A88, 703@C78BL 55 B5?5@L =5;L7O. 0 >=8605BAO C@>25=L =5?>445@68205<>9 107K 40==KE. x :=835 E x c e l 5ABL <>45;L A =5>4=>7=0G=K<8 0:B82=K<8 A2O7O<8 8;8 F8:;>< 0:B82=KE A2O759. "0:85 <>45;8 =5 ?>445@6820NBAO. T <O O7K:0 8 @538>=0;L=KE ?0@0<5B@>2 " % { c u l t u r e / } " =54>?CAB8<> 8;8 =5 ?>445@68205BAO. � -BC :><0=4C =5;L7O 2K?>;=8BL 2 1075 40==KE " % { d b _ n a m e / } " , B0: :0: >=0 1K;0 >?@545;5=0 A ?><>ILN ?0@0<5B@0 S t o r a g e E n g i n e U s e d , 4;O :>B>@>3> 7040=> 7=0G5=85 T a b u l a r M e t a d a t a . 'B>1K C?@02;OBL 1070<8 40==KE 2 MB>< @568<5, =5>1E>48<> 8A?>;L7>20BL A P I T a b u l a r . X 1@01>B:0 >1J5:B>2 87 =5A:>;L:8E 107 40==KE 2 >4=>< 70?@>A5 >1@01>B:8 =5 ?>445@68205BAO. � -BC :><0=4C =5;L7O 2K?>;=8BL 2 1075 40==KE A 8<5=5< " % { d b _ n a m e / } " 8 845=B8D8:0B>@>< " % { d b _ i d / } " , B0: :0: 4;O 107K 40==KE 70?@5I5=K ?>4:;NG5=8O 7040==>9 >1;0AB8. � 52>7<>6=> 70D8:A8@>20BL B@0=70:F8N, B0: :0: 4;O 107K 40==KE A 8<5=5< " % { d b _ n a m e / } " 8 845=B8D8:0B>@>< " % { d b _ i d / } " 70?@5I5=K ?>4:;NG5=8O 7040==>9 >1;0AB8. � 5 C405BAO A>740BL ?>4:;NG5=85 7040==>9 >1;0AB8, B0: :0: 4;O 107K 40==KE A 8<5=5< " % { d b _ n a m e / } " 8 845=B8D8:0B>@>< " % { d b _ i d / } " 70?@5I5=K ?>4:;NG5=8O 7040==>9 >1;0AB8. g 5A>2?045=85 @568<>2 F5;52>3> A5@25@0: >?5@0F8O D i s a b l e D a t a b a s e =5 ?>445@68205BAO 2 <=>3><5@=>< @568<5. � !1>9 >1J548=5=8O D09;0 :0@BK 25@A88 ACI5AB2CNI59 B@0=70:F88 " % { f i l e N a m e / } " A :0@B>9 >B;>65==>9 <0AB5@- 25@A88 A :>4>< >H81:8 % d { E r r o r C o d e / } . � @>87>H;0 >H81:0 2> 2@5<O ?5@58<5=>20=8O <5@K A:@8?B0 " % { o l d _ m e a s u r e _ n a m e / } " 2 " % { n e w _ m e a s u r e _ n a m e / } " , 2=CB@5==89 845=B8D8:0B>@ <5@K " % { m e a s u r e _ i d / } " C65 ACI5AB2C5B 2 :>;;5:F88 <5@ A:@8?B0. � @>87>H;0 >H81:0 2> 2@5<O ?5@58<5=>20=8O <5@K A:@8?B0 " % { o l d _ m e a s u r e _ n a m e / } " 2 " % { n e w _ m e a s u r e _ n a m e / } " , 2=CB@5==55 8<O <5@K " % { m e a s u r e _ n a m e / } " C65 ACI5AB2C5B 2 :>;;5:F88 <5@ A:@8?B0. PA� 5 C405BAO A>740BL ?>4:;NG5=85 7040==>9 >1;0AB8, B0: :0: =5 2A5 D a t a b a s e I d = " % { d b _ i d / } " , i n t e r n a l D a t a b a s e N a m e = " % { i n t e r n a l _ d b _ n a m e / } " 8 e x t e r n a l D a t a b a s e N a m e = " % { e x t e r n a l _ d b _ n a m e / } " 7040=K ?@028;L=>. � $09; " % { f i l e / } " ?>2@5645=. = A>45@68B ?>A;54=NN 70D8:A8@>20==CN <5B:C 2@5<5=8 " % { t i m e s t a m p f i l e / } " , 1>;55 =>2CN, G5< ?>A;54=OO 70D8:A8@>20==0O <5B:0 2@5<5=8 " % { t i m e s t a m p d b / } " B01;8G=>9 107K 40==KE =0 48A:5. � ;O A2>9AB20 D e f i n i t i o n T y p e A2O78 2A5340 A;54C5B 704020BL 7=0G5=85 " I d e n t i t y " . @>25@LB5 A2O7L A 845=B8D8:0B>@>< " % { r e l I d / } " 2 B01;8F5 " % { t a b l e N a m e / } " . Y 54>?CAB8<>5 @0A?>;>65=85 E@0=8;8I0 " % { s t o r a g e l o c a t i o n / } " 4;O 107K 40==KE " % { d a t a b a s e / } " . > 5>1E>48<> C:070BL 845=B8D8:0B>@ G;5=0 4;O G;5=0 2=5H=59 @>;8. m 07K 40==KE A z u r e A n a l y s i s S e r v e r ?>445@6820NB B>;L:> C@>25=L A>2<5AB8<>AB8 ( C o m p a t i b i l i t y L e v e l ) 1 2 0 0 8 2KH5. c !;C61K A z u r e A n a l y s i s S e r v i c e s =5 ?>445@6820NB =0AB@08205<>5 @0A?>;>65=85 E@0=5=8O 4;O 107K 40==KE. n -B> @0725@BK20=85 A n a l y s i s � S e r v i c e s =5 ?>445@68205B ?>;L7>20B5;LA:>5 7=0G5=85 S t o r a g e L o c a t i o n 4;O 107K 40==KE. t !;C61K A n a l y s i s � S e r v i c e s P o w e r � B I � P r e m i u m =5 ?>445@6820NB ?>;L7>20B5;LA:>5 7=0G5=85 S t o r a g e L o c a t i o n 4;O 107K 40==KE. } @8 ?>?KB:5 70D8:A8@>20BL B@0=70:F8N >1=0@C65=>, GB> A>AB>O=8O :;>=8@>20=8O 87<5@5=8O 8 B01;8FK " % { T a b l e I d / } " =5A>3;0A>20==K. c ><0=4C E v i c t =52>7<>6=> 2K720BL 2 8=8F88@>20==>9 ?>;L7>20B5;5< B@0=70:F88 8;8 2 ?0:5B5 B@0=70:F89. ; ><0=4C E v i c t <>65B 2K?>;=8BL B>;L:> 04<8=8AB@0B>@ A5@25@0. c ><0=4C E v i c t <>6=> 2K?>;=8BL 2 1075 40==KE A C@>2=5< A>2<5AB8<>AB8 C o m p a t i b i l i t y L e v e l � 1 1 0 0 8 2KH5. M ><0=4C 8A:;NG5=8O =52>7<>6=> 2K?>;=8BL =0 A5@25@5, 345 2:;NG5= E a g e r L o a d i n g . ] ><0=4C 8A:;NG5=8O =52>7<>6=> 2K?>;=8BL =0 A5@25@5, 345 2:;NG5= A u t o S e t D e f a u l t I n i t i a l C a t a l o g . � 070 40==KE " % { d b _ n a m e / } " 8<?>@B8@>20=0 87 P B I X - D09;0, => ?5@54 55 8A?>;L7>20=85< =C6=> 7025@H8BL >?5@0F88 ?@5>1@07>20=8O. > MB>3> 70?@>AK <>65B 2K?>;=OBL B>;L:> 04<8=8AB@0B>@ A5@25@0. h ><0=4C C o m m i t I m p o r t =52>7<>6=> 2K720BL 2 8=8F88@>20==>9 ?>;L7>20B5;5< B@0=70:F88 8;8 ?0:5B5 B@0=70:F89. B ><0=4C C o m m i t I m p o r t <>65B 2K?>;=8BL B>;L:> 04<8=8AB@0B>@ A5@25@0. \ ><0=4C C o m m i t I m p o r t <>6=> 2K?>;=8BL B>;L:> 2 1075 40==KE C@>2=O A>2<5AB8<>AB8 =5 =865 1 2 0 0 . Q ><0=4C C o m m i t I m p o r t <>6=> 2K?>;=8BL B>;L:> 2 1075 40==KE, :>B>@0O 8<?>@B8@C5BAO. � 0945= ?>2@5645==K9 D09; <5B040==KE 107K 40==KE " % { d b _ p a t h n a m e / } " 2> 2@5<O 70?CA:0 A5@25@0. 5 C40;>AL 4>1028BL 53> 2 :0@0=B8= 87- 70 =5A:>;L:8E >48=0:>2KE ?0?>: 107K 40==KE. L !;C61K A n a l y s i s � S e r v i c e s ?>445@6820NB B>;L:> @568< D e l a y L o a d M o d e R e q u e s t e d � 1 . / 568< D e l a y L o a d M o d e R e q u e s t e d =5 ?>445@68205BAO. I D B S t o r a g e L o c a t i o n =5 ?>445@68205BAO ?@8 @01>B5 2 @568<5 P o w e r � B I � P r e m i u m . � ?8A0=85 D09;0 <5B040==KE " % { f i l e n a m e / } " A>45@68B =5?@542845==K9 >1J5:B <5B040==KE " % { i d / } " 25@A88 " % d { v e r s i o n / } " A 25@A859 @0A?>;>65=8O E@0=5=8O " % d { p e r s i s t _ v e r s i o n / } " . D 0B0;>3 E@0=5=8O " % { d i r e c t o r y / } " 107K 40==KE " % { i d / } " =5 ACI5AB2C5B. � 5 C40;>AL 8A:;NG8BL 107C 40==KE " % { s t r D a t a b a s e I d / } " , B0: :0: 55 @568< A>E@0=O5<>AB8 87<5=5=. -B> 2@5<5==0O A8BC0F8O, ?>?@>1C9B5 ?>2B>@8BL ?>?KB:C. T !B>;15F A 8<5=5< " % { C o l u m n N a m e / } " C65 ACI5AB2C5B 2 B01;8F5 A 8<5=5< " % { T a b l e N a m e / } " . u AB>G=8:8 40==KE " % { D a t a s o u r c e 1 / } " 8 " % { D a t a s o u r c e 2 / } " 8<5NB >48= 8 B>B 65 ?CBL : @5AC@A0< " % { p a t h / } " , GB> 70?@5I5=>. l # 8AB>G=8:0 40==KE " % { D a t a s o u r c e / } " 5ABL @568< >;8F5B2>@5=8O, :>B>@K9 =52>7<>6=> 8A?>;L7>20BL 4;O >1@01>B:8. @ 0745;K M 2 @568<5 D i r e c t Q u e r y =5 AAK;0NBAO =0 8AB>G=8:8 40==KE. Z 0745; M 2 @568<5 D i r e c t Q u e r y AAK;05BAO =0 8AB>G=8: 40==KE ?>AB02I8:0 2 A2>5< 2K@065=88 M . � !5:F8O M " % { P a r t i t i o n N a m e / } " B01;8FK " % { T a b l e N a m e / } " 2 @568<5 D i r e c t Q u e r y AAK;05BAO =0 <=>65AB2> 8AB>G=8:>2 40==KE 2 A2>5< 2K@065=88� M . x 0745; M 8A?>;L7C5B DC=:F8N 40==KE, :>B>@0O ?@82>48B : >1@0I5=8N : 8AB>G=8:C 40==KE, >B;8G=><C >B >?@545;5==KE 2 <>45;8. ' =B53@0F8O A ?>4A8AB5<>9 M =5 2:;NG5=0. H ;O M a x C o n t a i n e r C o u n t =52>7<>6=> 7040BL 7=0G5=85 1>;LH5 % d { u p p e r L i m i t / } . � !5:F88 D i r e c t Q u e r y " % { P a r t i t i o n 1 / } " B01;8FK " % { T a b l e 1 / } " 8 " % { P a r t i t i o n 2 / } " B01;8FK " % { T a b l e 2 / } " AAK;0NBAO =0 @07=K5 8AB>G=8:8 40==KE, GB> =5 ?>445@68205BAO. ^ J S O N CG5B=KE 40==KE 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " 8<55B =5?@028;L=K9 D>@<0B. % { m e s s a g e / } � !2>9AB2> C o n n e c t i o n D e t a i l s 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " A>45@68B ?0@0<5B@ 70?@>A0. -B> =5 ?>445@68205BAO 2 @568<5 D i r e c t Q u e r y � 1 4 0 0 . � !2>9AB2> C o n n e c t i o n D e t a i l s 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " A>45@68B ?0@0<5B@K, :>B>@K5 =5 ?>445@6820NBAO 2 @568<5 D i r e c t Q u e r y � 1 4 0 0 . i 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " 2:;NG5=> H8D@>20=85. -B> =5 ?>445@68205BAO 2 @568<5 D i r e c t Q u e r y � 1 4 0 0 . ~ AB>G=8: 40==KE " % { d a t a s o u r c e / } " 8<55B B8? ?@>25@:8 ?>4;8==>AB8 % { a u t h K i n d / } . -B> =5 ?>445@68205BAO 2 @568<5 D i r e c t Q u e r y � 1 4 0 0 . y K@065=85 2 @0745;5 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " AAK;05BAO =0 =58725AB=CN ?5@5<5==CN 8;8 DC=:F8N " % { f u n c t i o n / } " . \ K@065=85 2 @0745;5 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " AAK;05BAO =0 =58725AB=CN ACI=>ABL. a J S O N C o n n e c t i o n D e t a i l s 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " 8<55B =5?@028;L=K9 D>@<0B. % { m e s s a g e / } Z J S O N ?0@0<5B@>2 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " 8<55B =5?@028;L=K9 D>@<0B. % { m e s s a g e / } = J S O N D a t a A c c e s s O p t i o n s 8<55B =5?@028;L=K9 D>@<0B. % { m e s s a g e / } d @>87>H;0 A8=B0:A8G5A:0O >H81:0 2 C o n t e x t E x p r e s s i o n 2 8AB>G=8:5 40==KE " % { d a t a s o u r c e / } " . % { m e s s a g e / } C @>87>H;0 A8=B0:A8G5A:0O >H81:0 2 2K@065=88 " % { n a m e / } " . % { m e s s a g e / } \ @>87>H;0 A8=B0:A8G5A:0O >H81:0 2 @0745;5 " % { p a r t i t i o n / } " 2 B01;8F5 " % { t a b l e / } " . % { m e s s a g e / } [ <O ?>;L7>20B5;O >BACBAB2C5B 2 A2>9AB25 " #G5B=K5 40==K5" 8AB>G=8:0 40==KE " % { d a t a s o u r c e / } " . 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How to add a new trace event:
1) If a new category is needed, create a new event EVENTCATEGORY node below under EVENTCATEGORYLIST
2) If a new event is needed, first add a new event ID to PF_TRACE_EVENTS in pf\kernel\shared\pfshtrace.h
3) For the new event, add a new event node below using the above event ID
4) If a new subclass is needed, add a subclass event ID to PF_TRACE_EVENT_SUBCLASS in pf\kernel\shared\pfshtrace.h
5) For the new subclass, first make sure you've added an EVENTCOLUMN of ID 1 to your event
6) For the new subclass, add a new EVENTCOLUMNSUBCLASS under a EVENTCOLUMNSUBCLASSLIST node under the EVENTCOLUMN from above
7) Add more COLUMN nodes under the COLUMNLIST for the event (this will be union of all columns needed for all subclass events)
NOTE: Must always include a COLUMN for RequestID (47) and ServerName (43)
8) Generate new wrapper code and XEvents:
a) Generate new guids (i.e. using [System.Guid]::NewGuid().ToString()) and update the \src\pf\xe\xeguids.csv with them
b) run \src\pf\xe\Extract-ColumnDefinition.ps1
c) update \src\pf\xe\Extract-TraceDefinition.ps1 with the output of step b) above and run it
d) run \src\pf\xe\gen_XEFiles.cmd
9) Update the Amo classes using AmoCodeGenerator.exe
- you can invoke the UpdateAmoTraceFiles.bat script adjacent to this file, or
- you can do it manually:
a) Build the AmoCodeGenerator at \Sql\Picasso\Utils\AMOCodeGenerator
b) Regenerate events: <...>\Sql\Picasso\Utils\bin.x64.Debug\AMOCodeGenerator.exe /events <...>\Sql\Picasso\objectmodels\src\AnalysisServices\TraceEventArgs_gen.cs
c) Regenerate enums: <...>\Sql\Picasso\Utils\bin.x64.Debug\AMOCodeGenerator.exe /enums <...>\Sql\Picasso\objectmodels\src\AnalysisServices\enums_gen.cs
10) Build / start server / connect with the Profiler, you should see your new event, this is all that is needed to see new events in profiler
11) For shipping, you will need to support TRC tracing which requires a new TraceDefinition file added to SSMS/PBI Desktop/etc.. using the instructions below
How to add your new events to the SSMS/PBI Desktop/etc.. trace definitions:
1) Please clear local AS profiler trace definition cache
(<Microsoft SQL Server installation path>\<version>\Tools\Profiler\TraceDefinitions\Microsoft Analysis Services TraceDefinition <latest version number>.xml)
to reflect the latest update
2) The following files also need corresponding update:
FlightRecorderTraceDef_Template.xml, FlightRecorderTraceDefWithEngineActivity_Template.xml
<enlistment>\Sql\mpu\ssms\packages\Profiler\trc_clnt\utest\Xml\Microsoft SQL Server TraceDefinition <version>.0.0.xml
3) Please follow the instructions here when updating tracedefinition.xml:
http://sharepoint/sites/sqlserver/sqlwiki/Instructions%20to%20Re-generate%20the%20event%20definitions%20info%20for%20AS%20and%20DB%20Engine.aspx
-->
<_locDefinition>
<!-- To Do: uncomment following line to set elements as none-localizable by default -->
<_locDefault _loc="locNone"/>
</_locDefinition>
<TRACEPROVIDER>
<NAME>Microsoft Analysis Services</NAME>
<VERSION>
<MAJOR>15</MAJOR>
<MINOR>0</MINOR>
<BUILDNUMBER>0</BUILDNUMBER>
</VERSION>
<TYPE>RTM</TYPE>
<DESCRIPTION>Normal trace definition</DESCRIPTION>
</TRACEPROVIDER>
<EVENTCATEGORYLIST>
<EVENTCATEGORY>
<NAME>Security Audit</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of database audit event classes.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>1</ID>
<NAME>Audit Login</NAME>
<DESCRIPTION>Collects all new connection events since the trace was started, such as when a client requests a connection to a server running an instance of SQL Server.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>2</ID>
<NAME>Audit Logout</NAME>
<DESCRIPTION>Collects all new disconnect events since the trace was started, such as when a client issues a disconnect command.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>4</ID>
<NAME>Audit Server Starts And Stops</NAME>
<DESCRIPTION>Records service shut down, start, and pause activities.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Instance Shutdown</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Instance Started</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Instance Paused</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>Instance Continued</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>18</ID>
<NAME>Audit Object Permission Event</NAME>
<DESCRIPTION>Records object permission changes.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>19</ID>
<NAME>Audit Admin Operations Event</NAME>
<DESCRIPTION>Records server backup/restore/synchronize/attach/detach/imageload/imagesave.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>ImageLoad</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>ImageSave</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Progress Reports</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for progress reporting.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>5</ID>
<NAME>Progress Report Begin</NAME>
<DESCRIPTION>Progress report begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Merge</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DeleteOldAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Rebuild</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>Commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>Rollback</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>CreateIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>CreateTable</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>InsertInto</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Transaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Initialize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>Discretize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>CreateView</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>WriteData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>ReadData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>GroupData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>GroupDataRecord</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>BuildIndex</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Aggregate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>BuildDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>WriteDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>BuildDMDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>ExecuteSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>ExecuteModifiedSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>Connecting</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>BuildAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>MergeAggsOnDisk</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>BuildIndexForRigidAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>BuildIndexForFlexibleAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>WriteAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>WriteSegment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DataMiningProgress</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>ReadBufferFullReport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>ProactiveCacheConversion</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Build Processing Schedule</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>Analyze\Encode Data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>Compress Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>Write Table Column</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>Relationship Build Prepare</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>Build Relationship Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>Metadata Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>Data Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>Post Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>Metadata traversal during Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>VertiPaq</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>Hierarchy processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>Switching dictionary</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>Tabular transaction commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>Sequence point</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>Tabular object processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>Saving database</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>Tokenization store processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>Check segment indexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>Check tabular data structure</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>Check column data for duplicates or null values</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>66</ID>
<NAME>Analyze refresh policy impact for tabular partition</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>6</ID>
<NAME>Progress Report End</NAME>
<DESCRIPTION>Progress report end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Merge</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DeleteOldAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Rebuild</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>Commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>Rollback</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>CreateIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>CreateTable</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>InsertInto</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Transaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Initialize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>Discretize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>CreateView</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>WriteData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>ReadData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>GroupData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>GroupDataRecord</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>BuildIndex</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Aggregate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>BuildDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>WriteDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>BuildDMDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>ExecuteSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>ExecuteModifiedSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>Connecting</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>BuildAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>MergeAggsOnDisk</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>BuildIndexForRigidAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>BuildIndexForFlexibleAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>WriteAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>WriteSegment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DataMiningProgress</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>ReadBufferFullReport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>ProactiveCacheConversion</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Build Processing Schedule</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>Analyze\Encode Data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>Compress Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>Write Table Column</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>Relationship Build Prepare</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>Build Relationship Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>Metadata Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>Data Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>Post Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>Metadata traversal during Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>VertiPaq</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>Hierarchy processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>Switching dictionary</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>Tabular transaction commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>Sequence point</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>Tabular object processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>Saving database</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>Tokenization store processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>Check segment indexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>Check tabular data structure</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>Check column data for duplicates or null values</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>66</ID>
<NAME>Analyze refresh policy impact for tabular partition</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>7</ID>
<NAME>Progress Report Current</NAME>
<DESCRIPTION>Progress report current.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Merge</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DeleteOldAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Rebuild</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>Commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>Rollback</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>CreateIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>CreateTable</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>InsertInto</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Transaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Initialize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>Discretize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>CreateView</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>WriteData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>ReadData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>GroupData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>GroupDataRecord</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>BuildIndex</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Aggregate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>BuildDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>WriteDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>BuildDMDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>ExecuteSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>ExecuteModifiedSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>Connecting</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>BuildAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>MergeAggsOnDisk</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>BuildIndexForRigidAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>BuildIndexForFlexibleAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>WriteAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>WriteSegment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DataMiningProgress</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>ReadBufferFullReport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>ProactiveCacheConversion</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Build Processing Schedule</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>Analyze\Encode Data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>Compress Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>Write Table Column</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>Relationship Build Prepare</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>Build Relationship Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>Metadata Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>Data Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>Post Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>Metadata traversal during Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>VertiPaq</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>Hierarchy processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>Switching dictionary</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>Tabular transaction commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>Sequence point</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>Tabular object processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>Saving database</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>Tokenization store processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>Check segment indexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>Check tabular data structure</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>Check column data for duplicates or null values</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>66</ID>
<NAME>Analyze refresh policy impact for tabular partition</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>8</ID>
<NAME>Progress Report Error</NAME>
<DESCRIPTION>Progress report error.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Merge</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DeleteOldAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Rebuild</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>Commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>Rollback</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>CreateIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>CreateTable</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>InsertInto</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Transaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Initialize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>Discretize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>CreateView</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>WriteData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>ReadData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>GroupData</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>GroupDataRecord</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>BuildIndex</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Aggregate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>BuildDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>WriteDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>BuildDMDecode</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>ExecuteSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>ExecuteModifiedSQL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>Connecting</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>BuildAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>MergeAggsOnDisk</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>BuildIndexForRigidAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>BuildIndexForFlexibleAggs</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>WriteAggsAndIndexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>WriteSegment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DataMiningProgress</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>ReadBufferFullReport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>ProactiveCacheConversion</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Build Processing Schedule</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>Analyze\Encode Data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>Compress Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>Write Table Column</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>Relationship Build Prepare</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>Build Relationship Segment</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>Metadata Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>Data Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>Post Load</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>Metadata traversal during Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>VertiPaq</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>Hierarchy processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>Switching dictionary</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>Tabular transaction commit</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>Sequence point</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>Tabular object processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>Saving database</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>Tokenization store processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>Check segment indexes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>Check tabular data structure</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>Check column data for duplicates or null values</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>66</ID>
<NAME>Analyze refresh policy impact for tabular partition</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Queries Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for queries.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>9</ID>
<NAME>Query Begin</NAME>
<DESCRIPTION>Query begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>MDXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DMXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>SQLQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DAXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>JSON</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>44</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>10</ID>
<NAME>Query End</NAME>
<DESCRIPTION>Query end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>MDXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DMXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>SQLQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DAXQuery</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>JSON</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Command Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for commands.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>15</ID>
<NAME>Command Begin</NAME>
<DESCRIPTION>Command begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>Create</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Alter</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DesignAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>WBInsert</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>WBUpdate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>WBDelete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>MergePartitions</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Subscribe</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Batch</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>BeginTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>CommitTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>RollbackTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>GetTransactionState</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>Cancel</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>Import80MiningModels</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>SetAuthContext</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>ImageLoad</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>ImageSave</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>CloneDatabase</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>CreateTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>AlterTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>DeleteTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>ProcessTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>Interpret</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>ExtAuth</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>DBCC</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>RenameTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>SequencePointTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>UpgradeTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>MergePartitionsTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>DisableDatabase</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Tabular JSON Command</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Evict</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>CommitImport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10000</ID>
<NAME>Other</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>44</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>16</ID>
<NAME>Command End</NAME>
<DESCRIPTION>Command end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>Create</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Alter</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Delete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Process</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DesignAggregations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>WBInsert</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>WBUpdate</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>WBDelete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>Backup</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>Restore</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>MergePartitions</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Subscribe</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Batch</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>BeginTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>CommitTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>RollbackTransaction</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>GetTransactionState</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>Cancel</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>Synchronize</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>Import80MiningModels</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>Attach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Detach</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>SetAuthContext</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>ImageLoad</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>ImageSave</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>CloneDatabase</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>CreateTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>AlterTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>DeleteTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>ProcessTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>Interpret</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>ExtAuth</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>DBCC</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>RenameTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>SequencePointTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>UpgradeTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>MergePartitionsTabular</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>DisableDatabase</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>Tabular JSON Command</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>Evict</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>CommitImport</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10000</ID>
<NAME>Other</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Errors and Warnings</NAME>
<TYPE>2</TYPE>
<DESCRIPTION>Collection of events for server errors.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>17</ID>
<NAME>Error</NAME>
<DESCRIPTION>Server error.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>48</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Discover Server State Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for server state discovers.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>33</ID>
<NAME>Server State Discover Begin</NAME>
<DESCRIPTION>Start of Server State Discover.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DISCOVER_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DISCOVER_SESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DISCOVER_TRANSACTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>DISCOVER_DB_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>DISCOVER_JOBS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>DISCOVER_LOCKS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>DISCOVER_PERFORMANCE_COUNTERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>DISCOVER_MEMORYUSAGE</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>DISCOVER_JOB_PROGRESS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>DISCOVER_MEMORYGRANT</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>34</ID>
<NAME>Server State Discover Data</NAME>
<DESCRIPTION>Contents of the Server State Discover Response.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DISCOVER_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DISCOVER_SESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DISCOVER_TRANSACTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>DISCOVER_DB_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>DISCOVER_JOBS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>DISCOVER_LOCKS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>DISCOVER_PERFORMANCE_COUNTERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>DISCOVER_MEMORYUSAGE</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>DISCOVER_JOB_PROGRESS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>DISCOVER_MEMORYGRANT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>DISCOVER_COMMANDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>DISCOVER_COMMAND_OBJECTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>DISCOVER_OBJECT_ACTIVITY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>DISCOVER_OBJECT_MEMORY_USAGE</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>35</ID>
<NAME>Server State Discover End</NAME>
<DESCRIPTION>End of Server State Discover.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DISCOVER_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DISCOVER_SESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DISCOVER_TRANSACTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>DISCOVER_DB_CONNECTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>DISCOVER_JOBS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>DISCOVER_LOCKS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>DISCOVER_PERFORMANCE_COUNTERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>DISCOVER_MEMORYUSAGE</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>DISCOVER_JOB_PROGRESS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>DISCOVER_MEMORYGRANT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>DISCOVER_COMMANDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>DISCOVER_COMMAND_OBJECTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>DISCOVER_OBJECT_ACTIVITY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>DISCOVER_OBJECT_MEMORY_USAGE</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Discover Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for discover requests.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>36</ID>
<NAME>Discover Begin</NAME>
<DESCRIPTION>Start of Discover Request.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>DBSCHEMA_CATALOGS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DBSCHEMA_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DBSCHEMA_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DBSCHEMA_PROVIDER_TYPES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>MDSCHEMA_CUBES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>MDSCHEMA_DIMENSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>MDSCHEMA_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>MDSCHEMA_LEVELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>MDSCHEMA_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>MDSCHEMA_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>MDSCHEMA_MEMBERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>MDSCHEMA_FUNCTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>MDSCHEMA_ACTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>MDSCHEMA_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>DISCOVER_INSTANCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>MDSCHEMA_KPIS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>MDSCHEMA_MEASUREGROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>MDSCHEMA_COMMANDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>DMSCHEMA_MINING_SERVICES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>DMSCHEMA_MINING_SERVICE_PARAMETERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>DMSCHEMA_MINING_FUNCTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>DMSCHEMA_MINING_MODEL_CONTENT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>DMSCHEMA_MINING_MODEL_XML</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>DMSCHEMA_MINING_MODELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>DMSCHEMA_MINING_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>DISCOVER_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>DISCOVER_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>DISCOVER_SCHEMA_ROWSETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>DISCOVER_ENUMERATORS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>DISCOVER_KEYWORDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>DISCOVER_LITERALS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>DISCOVER_XML_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>DISCOVER_TRACES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>DISCOVER_TRACE_DEFINITION_PROVIDERINFO</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DISCOVER_TRACE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>DISCOVER_TRACE_EVENT_CATEGORIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>DMSCHEMA_MINING_STRUCTURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>DMSCHEMA_MINING_STRUCTURE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>DISCOVER_MASTER_KEY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>MDSCHEMA_INPUT_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>DISCOVER_LOCATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>DISCOVER_PARTITION_DIMENSION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>DISCOVER_PARTITION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>DISCOVER_DIMENSION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>MDSCHEMA_MEASUREGROUP_DIMENSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>DISCOVER_XEVENT_PACKAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>DISCOVER_XEVENT_OBJECTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>DISCOVER_XEVENT_OBJECT_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>DISCOVER_XEVENT_SESSION_TARGETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>DISCOVER_XEVENT_SESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>DISCOVER_STORAGE_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>DISCOVER_STORAGE_TABLE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>DISCOVER_STORAGE_TABLE_COLUMN_SEGMENTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>DISCOVER_CALC_DEPENDENCY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>DISCOVER_CSDL_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>DISCOVER_RESOURCE_POOLS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>56</ID>
<NAME>TMSCHEMA_MODEL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>TMSCHEMA_DATA_SOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>TMSCHEMA_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>TMSCHEMA_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>TMSCHEMA_ATTRIBUTE_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>TMSCHEMA_PARTITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>62</ID>
<NAME>TMSCHEMA_RELATIONSHIPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>TMSCHEMA_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>TMSCHEMA_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>TMSCHEMA_LEVELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>67</ID>
<NAME>TMSCHEMA_TABLE_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>68</ID>
<NAME>TMSCHEMA_COLUMN_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>69</ID>
<NAME>TMSCHEMA_PARTITION_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>70</ID>
<NAME>TMSCHEMA_SEGMENT_MAP_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>71</ID>
<NAME>TMSCHEMA_DICTIONARY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>72</ID>
<NAME>TMSCHEMA_COLUMN_PARTITION_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>73</ID>
<NAME>TMSCHEMA_RELATIONSHIP_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>74</ID>
<NAME>TMSCHEMA_RELATIONSHIP_INDEX_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>75</ID>
<NAME>TMSCHEMA_ATTRIBUTE_HIERARCHY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>76</ID>
<NAME>TMSCHEMA_HIERARCHY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>77</ID>
<NAME>DISCOVER_RING_BUFFERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>78</ID>
<NAME>TMSCHEMA_KPIS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>79</ID>
<NAME>TMSCHEMA_STORAGE_FOLDERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>80</ID>
<NAME>TMSCHEMA_STORAGE_FILES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>81</ID>
<NAME>TMSCHEMA_SEGMENT_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>82</ID>
<NAME>TMSCHEMA_CULTURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>83</ID>
<NAME>TMSCHEMA_OBJECT_TRANSLATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>84</ID>
<NAME>TMSCHEMA_LINGUISTIC_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>85</ID>
<NAME>TMSCHEMA_ANNOTATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>86</ID>
<NAME>TMSCHEMA_PERSPECTIVES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>87</ID>
<NAME>TMSCHEMA_PERSPECTIVE_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>88</ID>
<NAME>TMSCHEMA_PERSPECTIVE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>89</ID>
<NAME>TMSCHEMA_PERSPECTIVE_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>90</ID>
<NAME>TMSCHEMA_PERSPECTIVE_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>91</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_ROLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>92</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_ROLE_MEMBERSHIPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>93</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_TABLE_PERMISSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>94</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_VARIATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>95</ID>
<NAME>TMSCHEMA_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>96</ID>
<NAME>TMSCHEMA_PERSPECTIVE_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>97</ID>
<NAME>TMSCHEMA_EXTENDED_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>98</ID>
<NAME>TMSCHEMA_EXPRESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>99</ID>
<NAME>TMSCHEMA_COLUMN_PERMISSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>100</ID>
<NAME>TMSCHEMA_DETAIL_ROWS_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>101</ID>
<NAME>TMSCHEMA_RELATED_COLUMN_DETAILS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>102</ID>
<NAME>TMSCHEMA_GROUP_BY_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>103</ID>
<NAME>TMSCHEMA_CALCULATION_GROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>104</ID>
<NAME>TMSCHEMA_CALCULATION_ITEMS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>105</ID>
<NAME>TMSCHEMA_ALTERNATE_OF_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>106</ID>
<NAME>TMSCHEMA_REFRESH_POLICIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>107</ID>
<NAME>DISCOVER_POWERBI_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>108</ID>
<NAME>TMSCHEMA_FORMAT_STRING_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>109</ID>
<NAME>DISCOVER_M_EXPRESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>110</ID>
<NAME>TMSCHEMA_POWERBI_ROLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>111</ID>
<NAME>TMSCHEMA_QUERY_GROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>112</ID>
<NAME>DISCOVER_DB_MEM_STATS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>113</ID>
<NAME>DISCOVER_MEM_STATS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>114</ID>
<NAME>TMSCHEMA_ANALYTICS_AIMETADATA</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>38</ID>
<NAME>Discover End</NAME>
<DESCRIPTION>End of Discover Request.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>DBSCHEMA_CATALOGS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DBSCHEMA_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DBSCHEMA_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DBSCHEMA_PROVIDER_TYPES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>MDSCHEMA_CUBES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>MDSCHEMA_DIMENSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>MDSCHEMA_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>MDSCHEMA_LEVELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>MDSCHEMA_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>MDSCHEMA_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>MDSCHEMA_MEMBERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>MDSCHEMA_FUNCTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>MDSCHEMA_ACTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>MDSCHEMA_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>DISCOVER_INSTANCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>MDSCHEMA_KPIS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>MDSCHEMA_MEASUREGROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>MDSCHEMA_COMMANDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>DMSCHEMA_MINING_SERVICES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>DMSCHEMA_MINING_SERVICE_PARAMETERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>DMSCHEMA_MINING_FUNCTIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>DMSCHEMA_MINING_MODEL_CONTENT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>DMSCHEMA_MINING_MODEL_XML</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>DMSCHEMA_MINING_MODELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>DMSCHEMA_MINING_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>DISCOVER_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>26</ID>
<NAME>DISCOVER_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>27</ID>
<NAME>DISCOVER_SCHEMA_ROWSETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>28</ID>
<NAME>DISCOVER_ENUMERATORS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>29</ID>
<NAME>DISCOVER_KEYWORDS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>DISCOVER_LITERALS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>31</ID>
<NAME>DISCOVER_XML_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>32</ID>
<NAME>DISCOVER_TRACES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>33</ID>
<NAME>DISCOVER_TRACE_DEFINITION_PROVIDERINFO</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>34</ID>
<NAME>DISCOVER_TRACE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>35</ID>
<NAME>DISCOVER_TRACE_EVENT_CATEGORIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>36</ID>
<NAME>DMSCHEMA_MINING_STRUCTURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>37</ID>
<NAME>DMSCHEMA_MINING_STRUCTURE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>38</ID>
<NAME>DISCOVER_MASTER_KEY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>39</ID>
<NAME>MDSCHEMA_INPUT_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>DISCOVER_LOCATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>41</ID>
<NAME>DISCOVER_PARTITION_DIMENSION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>42</ID>
<NAME>DISCOVER_PARTITION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>43</ID>
<NAME>DISCOVER_DIMENSION_STAT</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>44</ID>
<NAME>MDSCHEMA_MEASUREGROUP_DIMENSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>45</ID>
<NAME>DISCOVER_XEVENT_PACKAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>46</ID>
<NAME>DISCOVER_XEVENT_OBJECTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>47</ID>
<NAME>DISCOVER_XEVENT_OBJECT_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>48</ID>
<NAME>DISCOVER_XEVENT_SESSION_TARGETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>49</ID>
<NAME>DISCOVER_XEVENT_SESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>DISCOVER_STORAGE_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>51</ID>
<NAME>DISCOVER_STORAGE_TABLE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>52</ID>
<NAME>DISCOVER_STORAGE_TABLE_COLUMN_SEGMENTS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>53</ID>
<NAME>DISCOVER_CALC_DEPENDENCY</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>54</ID>
<NAME>DISCOVER_CSDL_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>55</ID>
<NAME>DISCOVER_RESOURCE_POOLS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>56</ID>
<NAME>TMSCHEMA_MODEL</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>57</ID>
<NAME>TMSCHEMA_DATA_SOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>58</ID>
<NAME>TMSCHEMA_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>59</ID>
<NAME>TMSCHEMA_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>60</ID>
<NAME>TMSCHEMA_ATTRIBUTE_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>61</ID>
<NAME>TMSCHEMA_PARTITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>62</ID>
<NAME>TMSCHEMA_RELATIONSHIPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>63</ID>
<NAME>TMSCHEMA_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>64</ID>
<NAME>TMSCHEMA_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>65</ID>
<NAME>TMSCHEMA_LEVELS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>67</ID>
<NAME>TMSCHEMA_TABLE_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>68</ID>
<NAME>TMSCHEMA_COLUMN_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>69</ID>
<NAME>TMSCHEMA_PARTITION_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>70</ID>
<NAME>TMSCHEMA_SEGMENT_MAP_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>71</ID>
<NAME>TMSCHEMA_DICTIONARY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>72</ID>
<NAME>TMSCHEMA_COLUMN_PARTITION_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>73</ID>
<NAME>TMSCHEMA_RELATIONSHIP_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>74</ID>
<NAME>TMSCHEMA_RELATIONSHIP_INDEX_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>75</ID>
<NAME>TMSCHEMA_ATTRIBUTE_HIERARCHY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>76</ID>
<NAME>TMSCHEMA_HIERARCHY_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>77</ID>
<NAME>DISCOVER_RING_BUFFERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>78</ID>
<NAME>TMSCHEMA_KPIS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>79</ID>
<NAME>TMSCHEMA_STORAGE_FOLDERS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>80</ID>
<NAME>TMSCHEMA_STORAGE_FILES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>81</ID>
<NAME>TMSCHEMA_SEGMENT_STORAGES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>82</ID>
<NAME>TMSCHEMA_CULTURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>83</ID>
<NAME>TMSCHEMA_OBJECT_TRANSLATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>84</ID>
<NAME>TMSCHEMA_LINGUISTIC_METADATA</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>85</ID>
<NAME>TMSCHEMA_ANNOTATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>86</ID>
<NAME>TMSCHEMA_PERSPECTIVES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>87</ID>
<NAME>TMSCHEMA_PERSPECTIVE_TABLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>88</ID>
<NAME>TMSCHEMA_PERSPECTIVE_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>89</ID>
<NAME>TMSCHEMA_PERSPECTIVE_HIERARCHIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>90</ID>
<NAME>TMSCHEMA_PERSPECTIVE_MEASURES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>91</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_ROLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>92</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_ROLE_MEMBERSHIPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>93</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_TABLE_PERMISSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>94</ID>
<NAME>PF_TRACE_EVENT_SUBCLASS_TMSCHEMA_VARIATIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>95</ID>
<NAME>TMSCHEMA_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>96</ID>
<NAME>TMSCHEMA_PERSPECTIVE_SETS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>97</ID>
<NAME>TMSCHEMA_EXTENDED_PROPERTIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>98</ID>
<NAME>TMSCHEMA_EXPRESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>99</ID>
<NAME>TMSCHEMA_COLUMN_PERMISSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>100</ID>
<NAME>TMSCHEMA_DETAIL_ROWS_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>101</ID>
<NAME>TMSCHEMA_RELATED_COLUMN_DETAILS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>102</ID>
<NAME>TMSCHEMA_GROUP_BY_COLUMNS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>103</ID>
<NAME>TMSCHEMA_CALCULATION_GROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>104</ID>
<NAME>TMSCHEMA_CALCULATION_ITEMS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>105</ID>
<NAME>TMSCHEMA_ALTERNATE_OF_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>106</ID>
<NAME>TMSCHEMA_REFRESH_POLICIES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>107</ID>
<NAME>DISCOVER_POWERBI_DATASOURCES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>108</ID>
<NAME>TMSCHEMA_FORMAT_STRING_DEFINITIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>109</ID>
<NAME>DISCOVER_M_EXPRESSIONS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>110</ID>
<NAME>TMSCHEMA_POWERBI_ROLES</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>111</ID>
<NAME>TMSCHEMA_QUERY_GROUPS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>112</ID>
<NAME>DISCOVER_DB_MEM_STATS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>113</ID>
<NAME>DISCOVER_MEM_STATS</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>114</ID>
<NAME>TMSCHEMA_ANALYTICS_AIMETADATA</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Notification Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of notification events.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>39</ID>
<NAME>Notification</NAME>
<DESCRIPTION>Notification event.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>Proactive Caching Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Proactive Caching End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Flight Recorder Started</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Flight Recorder Stopped</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>Configuration Properties Updated</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>SQL Trace</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>Object Created</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>Object Deleted</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>Object Altered</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>9</ID>
<NAME>Proactive Caching Polling Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>Proactive Caching Polling End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Flight Recorder Snapshot Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Flight Recorder Snapshot End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>13</ID>
<NAME>Proactive Caching: notifiable object updated</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>14</ID>
<NAME>Lazy Processing: start processing</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>15</ID>
<NAME>Lazy Processing: processing complete</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>16</ID>
<NAME>SessionOpened Event Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>17</ID>
<NAME>SessionOpened Event End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>18</ID>
<NAME>SessionClosing Event Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>19</ID>
<NAME>SessionClosing Event End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>CubeOpened Event Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>CubeOpened Event End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>CubeClosing Event Begin</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>CubeClosing Event End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>Transaction abort requested</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>25</ID>
<NAME>Opened data source connection</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>40</ID>
<NAME>User Defined</NAME>
<DESCRIPTION>User defined Event.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Session Events</NAME>
<TYPE>1</TYPE>
<DESCRIPTION>Collection of session events.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>41</ID>
<NAME>Existing Connection</NAME>
<DESCRIPTION>Existing user connection.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>42</ID>
<NAME>Existing Session</NAME>
<DESCRIPTION>Existing session.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>43</ID>
<NAME>Session Initialize</NAME>
<DESCRIPTION>Session Initialize.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>45</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Locks</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of lock related events.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>50</ID>
<NAME>Deadlock</NAME>
<DESCRIPTION>Metadata locks deadlock.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>51</ID>
<NAME>Lock Timeout</NAME>
<DESCRIPTION>Metadata lock timeout.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>52</ID>
<NAME>Lock Acquired</NAME>
<DESCRIPTION>The locks were acquired by the transaction</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>53</ID>
<NAME>Lock Released</NAME>
<DESCRIPTION>The locks were released by the transaction</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>54</ID>
<NAME>Lock Waiting</NAME>
<DESCRIPTION>The locks are held by another transaction and therefore this transaction is blocking until the locks are released</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Query Processing</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of key events during the process of a query execution.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>70</ID>
<NAME>Query Cube Begin</NAME>
<DESCRIPTION>Query cube begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>71</ID>
<NAME>Query Cube End</NAME>
<DESCRIPTION>Query cube end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>72</ID>
<NAME>Calculate Non Empty Begin</NAME>
<DESCRIPTION>Calculate non empty begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>73</ID>
<NAME>Calculate Non Empty Current</NAME>
<DESCRIPTION>Calculate non empty current.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Get Data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Process Calculated Members</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Post Order</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>74</ID>
<NAME>Calculate Non Empty End</NAME>
<DESCRIPTION>Calculate non empty end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>75</ID>
<NAME>Serialize Results Begin</NAME>
<DESCRIPTION>Serialize results begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>76</ID>
<NAME>Serialize Results Current</NAME>
<DESCRIPTION>Serialize results current.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Serialize Axes</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Serialize Cells</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Serialize SQL Rowset</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>Serialize Flattened Rowset</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>77</ID>
<NAME>Serialize Results End</NAME>
<DESCRIPTION>Serialize results end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>78</ID>
<NAME>Execute MDX Script Begin</NAME>
<DESCRIPTION>Execute MDX script begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>MDX Script</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>MDX Script Command</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>79</ID>
<NAME>Execute MDX Script Current</NAME>
<DESCRIPTION>Execute MDX script current. Deprecated.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>126</ID>
<NAME>Execute MDX Script Error</NAME>
<DESCRIPTION>An error occurred during MDX script execution.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>MDX Script</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>MDX Script Command</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>80</ID>
<NAME>Execute MDX Script End</NAME>
<DESCRIPTION>Execute MDX script end.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>MDX Script</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>MDX Script Command</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>81</ID>
<NAME>Query Dimension</NAME>
<DESCRIPTION>Query dimension.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Cache data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Non-cache data</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>11</ID>
<NAME>Query Subcube</NAME>
<DESCRIPTION>Query subcube, for Usage Based Optimization.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Cache data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Non-cache data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Internal data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>SQL data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Measure Group Structural Change</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>Measure Group Deletion</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>12</ID>
<NAME>Query Subcube Verbose</NAME>
<DESCRIPTION>Query subcube with detailed information. This event may have a negative impact on performance when turned on.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>21</ID>
<NAME>Cache data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>22</ID>
<NAME>Non-cache data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>23</ID>
<NAME>Internal data</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>24</ID>
<NAME>SQL data</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>60</ID>
<NAME>Get Data From Aggregation</NAME>
<DESCRIPTION>Answer query by getting data from aggregation. This event may have a negative impact on performance when turned on.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>61</ID>
<NAME>Get Data From Cache</NAME>
<DESCRIPTION>Answer query by getting data from one of the caches. This event may have a negative impact on performance when turned on.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Get data from measure group cache</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>Get data from flat cache</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>Get data from calculation cache</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>Get data from persisted cache</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>82</ID>
<NAME>VertiPaq SE Query Begin</NAME>
<DESCRIPTION>VertiPaq SE Query</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Tabular Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>User Hierarchy Processing Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Batch VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>Internal VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Internal Tabular Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>User Hierarchy Processing Query Internal</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>Query Plan VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>Local VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Remote VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>VertiPaq Cache Probe</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>83</ID>
<NAME>VertiPaq SE Query End</NAME>
<DESCRIPTION>VertiPaq SE Query</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Tabular Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>User Hierarchy Processing Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>Batch VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>10</ID>
<NAME>Internal VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>11</ID>
<NAME>Internal Tabular Query</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>12</ID>
<NAME>User Hierarchy Processing Query Internal</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>20</ID>
<NAME>Query Plan VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>30</ID>
<NAME>Local VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>40</ID>
<NAME>Remote VertiPaq Scan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>50</ID>
<NAME>VertiPaq Cache Probe</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>9</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>84</ID>
<NAME>Resource Usage</NAME>
<DESCRIPTION>Reports reads, writes, cpu usage after end of commands and queries.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>85</ID>
<NAME>VertiPaq SE Query Cache Match</NAME>
<DESCRIPTION>VertiPaq SE Query Cache Use</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>VertiPaq Cache Exact Match</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>86</ID>
<NAME>VertiPaq SE Query Cache Miss</NAME>
<DESCRIPTION>VertiPaq SE Query Cache Miss</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>0</ID>
<NAME>VertiPaq Cache Not Found</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>15</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>98</ID>
<NAME>DirectQuery Begin</NAME>
<DESCRIPTION>DirectQuery Begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>99</ID>
<NAME>DirectQuery End</NAME>
<DESCRIPTION>DirectQuery End.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>110</ID>
<NAME>Calculation Evaluation</NAME>
<DESCRIPTION>Information about the evaluation of calculations. This event will have a negative impact on performance when turned on.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>InitEvalNode Start</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>InitEvalNode End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>BuildEvalNode Start</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>BuildEvalNode End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>5</ID>
<NAME>PrepareEvalNode Start</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>6</ID>
<NAME>PrepareEvalNode End</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>7</ID>
<NAME>RunEvalNode Start</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>8</ID>
<NAME>RunEvalNode End</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>111</ID>
<NAME>Calculation Evaluation Detailed Information</NAME>
<DESCRIPTION>Detailed information about the evaluation of calculations. This event will have a negative impact on performance when turned on.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>100</ID>
<NAME>BuildEvalNode Eliminated Empty Calculations</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>101</ID>
<NAME>BuildEvalNode Subtracted Calculation Spaces</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>102</ID>
<NAME>BuildEvalNode Applied Visual Totals</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>103</ID>
<NAME>BuildEvalNode Detected Cached Evaluation Node</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>104</ID>
<NAME>BuildEvalNode Detected Cached Evaluation Results</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>105</ID>
<NAME>PrepareEvalNode Begin Prepare Evaluation Item</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>106</ID>
<NAME>PrepareEvalNode Finished Prepare Evaluation Item</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>107</ID>
<NAME>RunEvalNode Finished Calculating Item</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>112</ID>
<NAME>DAX Query Plan</NAME>
<DESCRIPTION>DAX logical/physical plan tree for VertiPaq and DirectQuery modes.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>DAX VertiPaq Logical Plan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>2</ID>
<NAME>DAX VertiPaq Physical Plan</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>3</ID>
<NAME>DAX DirectQuery Algebrizer Tree</NAME>
</EVENTCOLUMNSUBCLASS>
<EVENTCOLUMNSUBCLASS>
<ID>4</ID>
<NAME>DAX DirectQuery Logical Plan</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>120</ID>
<NAME>DAX Extension Execution Begin</NAME>
<DESCRIPTION>DAX extension function execution begin event.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>50</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>121</ID>
<NAME>DAX Extension Execution End</NAME>
<DESCRIPTION>DAX extension function execution end event.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>50</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>122</ID>
<NAME>DAX Extension Trace Error</NAME>
<DESCRIPTION>DAX extension function error trace event directly traced by extension authors.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>50</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>123</ID>
<NAME>DAX Extension Trace Info</NAME>
<DESCRIPTION>DAX extension function informational/telemetry trace event directly traced by extension authors.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>50</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>124</ID>
<NAME>DAX Extension Trace Verbose</NAME>
<DESCRIPTION>DAX extension function verbose trace event directly traced by extension authors.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>50</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>131</ID>
<NAME>Aggregate Table Rewrite Query</NAME>
<DESCRIPTION>A query was rewritten according to available aggregate tables</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
<EVENTCOLUMNSUBCLASSLIST>
<EVENTCOLUMNSUBCLASS>
<ID>1</ID>
<NAME>Rewrite Attempted</NAME>
</EVENTCOLUMNSUBCLASS>
</EVENTCOLUMNSUBCLASSLIST>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>51</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>132</ID>
<NAME>Aggregate Table Rewrite Info</NAME>
<DESCRIPTION>Information about aggregation table matching.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>32</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>33</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>35</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>37</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>40</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>File Load and Save</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for file load and save operations reporting.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>90</ID>
<NAME>File Load Begin</NAME>
<DESCRIPTION>File Load Begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>91</ID>
<NAME>File Load End</NAME>
<DESCRIPTION>File Load End.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>92</ID>
<NAME>File Save Begin</NAME>
<DESCRIPTION>File Save Begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>93</ID>
<NAME>File Save End</NAME>
<DESCRIPTION>File Save End</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>94</ID>
<NAME>PageOut Begin</NAME>
<DESCRIPTION>PageOut Begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>95</ID>
<NAME>PageOut End</NAME>
<DESCRIPTION>PageOut End</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>96</ID>
<NAME>PageIn Begin</NAME>
<DESCRIPTION>PageIn Begin.</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>97</ID>
<NAME>PageIn End</NAME>
<DESCRIPTION>PageIn End</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>Resource Governance</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events for resource governance.</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>113</ID>
<NAME>WLGroup CPU Throttling</NAME>
<DESCRIPTION>Workload Group is throttled on CPU usage</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>114</ID>
<NAME>WLGroup Exceeds Memory Limit</NAME>
<DESCRIPTION>Workload group exceeds the memory limit</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>1</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
<EVENT>
<ID>115</ID>
<NAME>WLGroup Exceeds Processing Limit</NAME>
<DESCRIPTION>Workload group exceeds the processing limit</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
<EVENTCATEGORY>
<NAME>M Data Provider Events</NAME>
<TYPE>0</TYPE>
<DESCRIPTION>Collection of events collected from the M Data Provider</DESCRIPTION>
<EVENTLIST>
<EVENT>
<ID>130</ID>
<NAME>Execute Source Query</NAME>
<DESCRIPTION>Collection of all queries that are executed against the data source</DESCRIPTION>
<EVENTCOLUMNLIST>
<EVENTCOLUMN>
<ID>0</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>2</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>3</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>4</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>5</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>6</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>7</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>8</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>10</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>11</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>12</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>13</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>14</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>22</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>23</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>24</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>25</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>28</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>36</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>39</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>41</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>42</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>43</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>46</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>47</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>49</ID>
</EVENTCOLUMN>
<EVENTCOLUMN>
<ID>52</ID>
</EVENTCOLUMN>
</EVENTCOLUMNLIST>
</EVENT>
</EVENTLIST>
</EVENTCATEGORY>
</EVENTCATEGORYLIST>
<COLUMNLIST>
<COLUMN>
<ID>0</ID>
<TYPE>1</TYPE>
<NAME>EventClass</NAME>
<DESCRIPTION>Event Class is used to categorize events.</DESCRIPTION>
<FILTERABLE>false</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>1</ID>
<TYPE>1</TYPE>
<NAME>EventSubclass</NAME>
<DESCRIPTION>Event Subclass provides additional information about each event class.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>2</ID>
<TYPE>5</TYPE>
<NAME>CurrentTime</NAME>
<DESCRIPTION>Time at which the event started, when available. For filtering, expected formats are 'YYYY-MM-DD' and 'YYYY-MM-DD HH:MM:SS'.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>3</ID>
<TYPE>5</TYPE>
<NAME>StartTime</NAME>
<DESCRIPTION>Time at which the event started, when available. For filtering, expected formats are 'YYYY-MM-DD' and 'YYYY-MM-DD HH:MM:SS'.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>4</ID>
<TYPE>5</TYPE>
<NAME>EndTime</NAME>
<DESCRIPTION>Time at which the event ended. This column is not populated for starting event classes, such as SQL:BatchStarting or SP:Starting. For filtering, expected formats are 'YYYY-MM-DD' and 'YYYY-MM-DD HH:MM:SS'.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>5</ID>
<TYPE>2</TYPE>
<NAME>Duration</NAME>
<DESCRIPTION>Amount of time (in milliseconds) taken by the event.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>6</ID>
<TYPE>2</TYPE>
<NAME>CPUTime</NAME>
<DESCRIPTION>Amount of CPU time (in milliseconds) used by the event.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>7</ID>
<TYPE>1</TYPE>
<NAME>JobID</NAME>
<DESCRIPTION>Job ID for progress.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>8</ID>
<TYPE>8</TYPE>
<NAME>SessionType</NAME>
<DESCRIPTION>Session type (what entity caused the operation).</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>9</ID>
<TYPE>2</TYPE>
<NAME>ProgressTotal</NAME>
<DESCRIPTION>Progress total.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>10</ID>
<TYPE>2</TYPE>
<NAME>IntegerData</NAME>
<DESCRIPTION>Integer data.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>11</ID>
<TYPE>8</TYPE>
<NAME>ObjectID</NAME>
<DESCRIPTION>Object ID (note this is a string).</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>12</ID>
<TYPE>1</TYPE>
<NAME>ObjectType</NAME>
<DESCRIPTION>Object type.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>13</ID>
<TYPE>8</TYPE>
<NAME>ObjectName</NAME>
<DESCRIPTION>Object name.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>14</ID>
<TYPE>8</TYPE>
<NAME>ObjectPath</NAME>
<DESCRIPTION>Object path. A comma-separated list of parents, starting with the object's parent.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>15</ID>
<TYPE>8</TYPE>
<NAME>ObjectReference</NAME>
<DESCRIPTION>Object reference. Encoded as XML for all parents, using tags to describe the object.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>22</ID>
<TYPE>1</TYPE>
<NAME>Severity</NAME>
<DESCRIPTION>Severity level of an exception.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>23</ID>
<TYPE>1</TYPE>
<NAME>Success</NAME>
<DESCRIPTION>1 = success. 0 = failure (for example, a 1 means success of a permissions check and a 0 means a failure of that check).</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>24</ID>
<TYPE>1</TYPE>
<NAME>Error</NAME>
<DESCRIPTION>Error number of a given event.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>25</ID>
<TYPE>1</TYPE>
<NAME>ConnectionID</NAME>
<DESCRIPTION>Unique connection ID.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>28</ID>
<TYPE>8</TYPE>
<NAME>DatabaseName</NAME>
<DESCRIPTION>Name of the database in which the statement of the user is running.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>32</ID>
<TYPE>8</TYPE>
<NAME>NTUserName</NAME>
<DESCRIPTION>Windows user name.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>33</ID>
<TYPE>8</TYPE>
<NAME>NTDomainName</NAME>
<DESCRIPTION>Windows domain to which the user belongs.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>35</ID>
<TYPE>8</TYPE>
<NAME>ClientHostName</NAME>
<DESCRIPTION>Name of the computer on which the client is running. This data column is populated if the host name is provided by the client.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>36</ID>
<TYPE>1</TYPE>
<NAME>ClientProcessID</NAME>
<DESCRIPTION>The process ID of the client application.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>37</ID>
<TYPE>8</TYPE>
<NAME>ApplicationName</NAME>
<DESCRIPTION>Name of the client application that created the connection to the server. This column is populated with the values passed by the application rather than the displayed name of the program.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>39</ID>
<TYPE>8</TYPE>
<NAME>SessionID</NAME>
<DESCRIPTION>Session GUID.</DESCRIPTION>
<FILTERABLE>false</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>40</ID>
<TYPE>8</TYPE>
<NAME>NTCanonicalUserName</NAME>
<DESCRIPTION>User name in canonical form. For example, engineering.microsoft.com/software/someone.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>41</ID>
<TYPE>1</TYPE>
<NAME>SPID</NAME>
<DESCRIPTION>Server process ID. This uniquely identifies a user session. This directly corresponds to the session GUID used by XML/A.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>42</ID>
<TYPE>9</TYPE>
<NAME>TextData</NAME>
<DESCRIPTION>Text data associated with the event.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>43</ID>
<TYPE>8</TYPE>
<NAME>ServerName</NAME>
<DESCRIPTION>Name of the server producing the event.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>44</ID>
<TYPE>9</TYPE>
<NAME>RequestParameters</NAME>
<DESCRIPTION>Parameters for parameterized queries and commands.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>45</ID>
<TYPE>9</TYPE>
<NAME>RequestProperties</NAME>
<DESCRIPTION>XMLA request properties.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>46</ID>
<TYPE>8</TYPE>
<NAME>ActivityID</NAME>
<DESCRIPTION>The activity ID is used to track the request(s) from the same operation.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>47</ID>
<TYPE>8</TYPE>
<NAME>RequestID</NAME>
<DESCRIPTION>The request ID is used to track a request.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>48</ID>
<TYPE>9</TYPE>
<NAME>CalculationExpression</NAME>
<DESCRIPTION>Expression being evaluated when error occurred.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>49</ID>
<TYPE>1</TYPE>
<NAME>ErrorType</NAME>
<DESCRIPTION>Error Type: 0 = unknown, 1 = user, 2 = system.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>false</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>50</ID>
<TYPE>9</TYPE>
<NAME>FunctionName</NAME>
<DESCRIPTION>Name of the Dax extension function being executed.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>51</ID>
<TYPE>8</TYPE>
<NAME>UserObjectID</NAME>
<DESCRIPTION>User Object ID.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
<COLUMN>
<ID>52</ID>
<TYPE>8</TYPE>
<NAME>ApplicationContext</NAME>
<DESCRIPTION>The value of the ApplicationContext XMLA property as provided by external applications to assist with end-to-end correlation of user activities.</DESCRIPTION>
<FILTERABLE>true</FILTERABLE>
<REPEATABLE>true</REPEATABLE>
<REPEATEDBASE>false</REPEATEDBASE>
</COLUMN>
</COLUMNLIST>
</TRACEDEFINITION>
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