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[ %@0=8<K5 ?@>F54C@K A @07;8G=K<8 @568<0<8 >;8F5B2>@5=8O =5 <>3CB 1KBL 2K720=K 4@C3 87 4@C30. { 57>?0A=>ABL =0 C@>2=5 :>40 =5 1K;0 CAB0=>2;5=0 2 C?@02;O5<>< :>45 87- 70 >H81:8: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . N ?5@0B>@ P r e p a r e 2> 2@5<O 2K?>;=5=8O E@0=8<>9 ?@>F54C@K % { s p r o c / } =5157>?0A5=. P <O <5@K ' % { n a m e / } ' =54>?CAB8<>. => 4>;6=> 8<5BL 284 [ c u b e n a m e ] . [ m e a s u r e n a m e ] V <O 87<5@5=8O " % { n a m e / } " =54>?CAB8<>. => 4>;6=> 8<5BL 284 [ 8<O :C10] . [ 8<O 87<5@5=8O] . ' =AB@C:F8O C R E A T E G L O B A L C U B E . % { t e x t / } PA: B5:CI5< :>=B5:AB5 ?@>872>;L=0O D>@<0 =01>@0 =54>?CAB8<0. 7 ?5@0B>@ " % { o p / } " =5 <>65B 1KBL 8A?>;L7>20= A =01>@0<8. K #@>25=L G R O U P I N G " % { n a m e / } " =5 <>65B 1KBL ?>A;54=8< 2 >?@545;5=88 85@0@E88. $C=:F8O A x i s 1K;0 =5O2=> 2K720=0 2 :>=B5:AB5 8=AB@C:F88, >B;8G=>9 >B S E L E C T . #A?5H=>5 2KG8A;5=85 2:;NG0NI8E MBC DC=:F8N 2K@065=89 2>7<>6=> B>;L:> ?@8 =5O2=>< 8A?>;L7>20=88 87 8=AB@C:F88 S E L E C T . v $C=:F8O " % { f u n c / } " >68405B 4;O 0@3C<5=B0 % d { a r g / } M;5<5=B 8;8 =01>@ >4=>9 85@0@E88. K; ?5@540= =01>@ @07=KE 85@0@E89. ;O 2K?>;=5=8O :><0=4K S e t C a l c u l a t i o n s C o n t i n g e n t 8;8 S e t C a l c u l a t i o n s N o n C o n t i n g e n t =5>1E>48<K @07@5H5=8O C@>2=O 04<8=8AB@0B>@0 107K 40==KE. b K7>2 :><0=4K S e t C a l c u l a t i o n s N o n C o n t i n g e n t =52>7<>65= ?>A;5 :><0=4K S e t C a l c u l a t i o n s C o n t i n g e n t . C $C=:F8O % { f u n c / } =5 <>65B 1KBL 2K?>;=5=0 2 A>AB>O=88 N o n C o n t i n g e n t . 5 @3C<5=B>< % { a r g / } DC=:F88 % { f u n c / } 4>;65= 1KBL D;03. D @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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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 / } " . 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Q K;> >1=0@C65=> 1>;55 >4=>9 A2O78 A >4=8< 8 B5< 65 845=B8D8:0B>@>< ( " % { r e l i d / } " ) . h !2O7L, 2=5H=89 :;NG 8;8 :;NG, >1>7=0G5==K9 :0: " % { r e l i d / } " , 2 ?@54AB02;5=88 8AB>G=8:0 40==KE =5 =0945=K. q 54>?CAB8<>5 ?@54AB02;5=85 4;O MB>3> 8AB>G=8:0 40==KE. =5H=OO >H81:0: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . @8 2K?>;=5=88 >?5@0F88 =04 ?@54AB02;5=85< 8AB>G=8:0 40==KE 2>7=8:;> 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 / } % ] . | @8 A>740=88 B01;8FK 2 ?@54AB02;5=88 8AB>G=8:0 40==KE ?@>87>H;0 A;54CNI0O >H81:0: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . } @8 C40;5=88 B01;8FK 87 ?@54AB02;5=8O 8AB>G=8:0 40==KE ?@>87>H;0 A;54CNI0O >H81:0: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . @8 ?5@52>45 2 ?>A;54>20B5;L=K9 284 ?@54AB02;5=8O 8AB>G=8:0 40==KE ?@>87>H;0 A;54CNI0O >H81:0: % 1 [ % { e x c e p t i o n / } % ] % [ ; % { e x c e p t i o n i n n e r / } % ] . PA @8 8A?>;L7>20=88 35=5@0B>@0 87<5@5=8O 2@5<5=8 ( 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 . 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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. I >?KB:0 70?@>A8BL ?5@52>4 0B@81CB0, =0E>4OI89AO 70 4>?CAB8<K<8 ?@545;0<8. a =CB@5==OO >H81:0: G8A;> ?@82O7>: 8 A2O7K205<KE >1J5:B>2, : :>B>@K< >1@0I5= 70?@>A, =5 A>2?0405B. >48B5;LA:0O ?@82O7:0 ( AE5<0 " % { p a r s c h e m a / } " , B01;8F0 " % { p a r t a b l e / } " ) 8 4>G5@=OO ?@82O7:0 ( AE5<0 " % { c h i l d s c h e m a / } " , B01;8F0 " % { c h i l d t a b l e / } " ) ?@>8AE>4OB 87 @07=KE B01;8F. -B> =54>?CAB8<>5 A>G5B0=85. ?5@0F8O >1=>2;5=8O 70:>=G8;0AL =5C40G59, ?>A:>;L:C ?@54AB02;5=85 8AB>G=8:0 40==KE >?@545;O5B AB>;15F ( B01;8F0 " % { t a b l e / } " , AB>;15F " % { c o l u m n / } " ) :0: ?@54=07=0G5==K9 B>;L:> 4;O GB5=8O AB>;15F, 2KG8A;O5<K9 AB>;15F 8;8 AB>;15F 02B>8=:@5<5=B0. C #?@02;O5<0O D L L " % { m g d d l l / } " 8;8 =5 1K;0 703@C65=0, 8;8 =5?@83>4=0. N ?5@0F8O >1=>2;5=8O 2545B : 70?8A8 =5A:>;L:8E 7=0G5=89 2 AB>;15F " % { c o l u m n / } " . 1E>4 ?@54AB02;5=8O 8AB>G=8:0 40==KE B@51C5B 3;C18=K, ?@52KH0NI59 <0:A8<0;L=>5 7=0G5=85 ( % d { d e p t h / } ) , CAB0=>2;5==>5 ?0@0<5B@0<8 :>=D83C@0F88. @ @82O7:0 AB>;1F0 " % { c o l u m n / } " =5 >B=>A8BAO : B8?C C o l u m n B i n d i n g . _ "01;8F0 " % { t a b l e / } " A>45@68B 2K@065=85 S Q L . !AK;:0 =0 =55 ?@8 :>=2595@=>9 >1@01>B:5 =52>7<>6=0. ^ >=2595@=0O >1@01>B:0 <>65B AAK;0BLAO B>;L:> =0 >4=C B01;8FC 2 ?@54AB02;5=88 8AB>G=8:0 40==KE. "01;8F0 " % { t a b l e / } " >A=>20=0 =0 8<5=>20==>< 70?@>A5 8 A>45@68B :0: <8=8<C< >48= 2KG8A;O5<K9 AB>;15F. "01;8F0, >A=>20==0O =0 8<5=>20==>< 70?@>A5, =5 <>65B A>45@60BL @0AAG8BK205<KE AB>;1F>2. A;8 @0AAG8BK205<K5 AB>;1FK =5>1E>48<K, 4>102LB5 8E : 2K@065=8N 4;O 70?@>A0. PA ;O 87<5@5=89 B8?0 " @>48B5;8- ?>B><:8" ?>445@6820NBAO B>;L:> A2O78 " >48= :> <=>38<" . 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Z 52>7<>6=> 2K?>;=8BL >?5@0F8N >1@0B=>9 70?8A8, ?>A:>;L:C >=0 70B@038205B =5A:>;L:> B01;8F. t 52>7<>6=> 2K?>;=8BL >?5@0F8N >1@0B=>9 70?8A8, ?>A:>;L:C 2 =59 CG0AB2C5B C40;5==K9 8AB>G=8: 40==KE " % { d a t a s o u r c e / } " . r 52>7<>6=> 2K?>;=8BL >?5@0F8N >1@0B=>9 70?8A8, ?>A:>;L:C 4;O @>48B5;LA:>3> M;5<5=B0 C:070=> A;8H:>< <=>3> CA;>289. #40;5==K9 8AB>G=8: 40==KE " % { d a t a s o u r c e / } " >1=0@C65=, >4=0:> :0@B@846 =5 ?>445@68205B C40;5==K5 70?@>AK 8 B01;8G=K5 ?A524>=8<K. 52>7<>6=> A>740BL 03@530B R O L A P , B0: :0: :0@B@846 8AB>G=8:0 40==KE " % { d a t a s o u r c e / } " =5 ?>445@68205B 8=45:A8@>20==K5 ?@54AB02;5=8O. 5 C40;>AL A>740BL 70?@>A, B0: :0: >48= 8 B>B 65 AB>;15F ( T a b l e I d = " % { t a b l e / } " , C o l u m n I d = " % { c o l u m n / } " ) 8A?>;L7C5BAO =5A:>;L:> @07, => A @07;8G=K<8 B8?0<8 40==KE. A #40;5==K9 8AB>G=8: 40==KE " % { d a t a s o u r c e } " =5 =0945= 2 <5B040==KE. @8 >1@01>B:5 87<5@5=8O B8?0 " @>48B5;8- ?>B><:8" 2AB@5B8;AO C40;5==K9 8AB>G=8: 40==KE " % { d a t a s o u r c e } " , :>B>@K9 =52>7<>6=> 8A?>;L7>20BL. 0@B@846 8AB>G=8:0 40==KE " % { d a t a s o u r c e } " =5 ?>445@68205B 7040=85 B01;8G=KE ?A524>=8<>2, =5>1E>48<>5 4;O 70?@>A>2 : 87<5@5=8N B8?0 " @>48B5;8- ?>B><:8" . 5 # A2>9AB20 " % { p r o p e r t y / } " 87<5@5=8O 2@5<5=8 =5B B8?0. 52>7<>6=> 2K?>;=8BL >?5@0F8N C40;5=8O, ?>A:>;L:C A5@25@ >1=0@C68; =5A:>;L:> M;5<5=B>2 87<5@5=8O B8?0 " @>48B5;8- ?>B><:8" A >4=8< 8 B5< 65 :;NG><. B "8? % { t y p e / } =5 ?>445@68205BAO A;C610<8 A n a l y s i s S e r v i c e s 2 0 0 8 R 2 . F ?5@0F8O =04 107>9 40==KE 1K;0 >B<5=5=0 ?> ?@8G8=5 1>;55 @0==53> A1>O. x B>@8G=K9 8AB>G=8: 40==KE " % { d a t a s o u r c e / } " =5 O2;O5BAO @5;OF8>==K< 8AB>G=8:>< 40==KE 8;8 =5 8A?>;L7C5B ?>AB02I8: O L E D B . J 5 C40;>AL CAB0=>28BL A>548=5=85 A 8AB>G=8:>< 40==KE, C:070==K< 2 70?@>A5. AB>G=8: 40==KE " % { d a t a s o u r c e / } " B@51C5B 2:;NG5=8O C@>2=O 87>;OF88 S n a p s h o t I s o l a t i o n , :>B>@K9 =5 ?>445@68205BAO ?>AB02I8:>< 107K 40==KE. _ ?@>F5AA5 GB5=8O S Q L - B@0AAK ?@>87>H;0 A;54CNI0O >H81:0 C254><;5=8O: [ A>AB>O=85 = % d { s t a t u s / } ] . k @>87>H5; A1>9 A;54CNI59 >?5@0F88 C254><;5=8O S Q L S e r v e r : :>4 >H81:8 = % d { c o d e / } , >?5@0F8O = % { o p e r a t i o n / } . L !B>;15F " % { c o l 1 / } " =5 =0945= 2 ?@54;>65=88 25@E=53> C@>2=O 8=AB@C:F88 S H A P E . g !B>;15F " % { c o l 1 / } " 2 ?@54;>65=88 25@E=53> C@>2=O 70?@>A0 S H A P E 8A?>;L7>20= 42064K 2 ?@54;>65=88 R E L A T E . @54;>65=85 A P P E N D 70?@>A0 S H A P E A>45@68B 1>;55 >4=>3> AB>;1F0, AAK;0NI53>AO =0 >48= 8 B>B 65 :;NG52>9 AB>;15F " % { c o l 1 / } " 70?@>A0 25@E=53> C@>2=O. V !B>;15F " % { c o l 1 / } " ?@54;>65=8O R E L A T E S =5 =0945= 2 2KE>4=KE 40==KE 70?@>A0 O P E N R O W S E T . PA 5 A>2?0405B :>;8G5AB2> :;NG52KE AB>;1F>2 2 ?@54;>65=88 A P P E N D ?>4 =><5@>< % d { i C l a u s e / } 8 2 ?@54;>65=88 25@E=53> C@>2=O A P P E N D 70?@>A0 S H A P E . p @8 ?@>25@:5 ?>445@6:8 8=45:A8@>20==KE ?@54AB02;5=89 4;O 03@530B>2 R O L A P 1K; 2>72@0I5= =5?@542845==K9 @57C;LB0B. r 35=5@0B>@5 87<5@5=8O 2@5<5=8 C:070=0 =54>?CAB8<0O 40B0 =0G0;0 ( 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 . T i m e D i m G e n e r a t o r . d l l ) . v 35=5@0B>@5 87<5@5=8O 2@5<5=8 C:070=0 =54>?CAB8<0O 40B0 7025@H5=8O ( 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 . T i m e D i m G e n e r a t o r . d l l ) . =0G5=85, ?>@>645==>5 35=5@0B>@>< 87<5@5=8O 2@5<5=8 ( 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 . T i m e D i m G e n e r a t o r . d l l ) , >B=>A8BAO : =5?@542845==><C B8?C 40==KE. W @>87>H;0 >H81:0. "8?K 40BK O L E 8 A8AB5<=>9 40BK =52>7<>6=> ?@5>1@07>20BL 4@C3 2 4@C30. H :>=D83C@0F88 A5@25@0 7040=> A;8H:>< 1>;LH>5 2@5<O >6840=8O A>548=5=8O. 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X 54>?CAB8<K9 8AB>G=8: 8;8 @0A?>;>65=85 40==KE. #:068B5 4>?CAB8<K9 A5@25@ 4;O A>548=5=8O. T >;L7>20B5;L =5 8<55B 4>ABC?0 : :0B0;>3C % { s t r C a t a l o g / } , ;81> :0B0;>3 =5 ACI5AB2C5B. O 0 A5@25@5 " % { s e r v e r / } " =5 =0945= 4>?CAB8<K9 M:75<?;O@ A 8<5=5< " % { i n s t a n c e / } " . I ?@>F5AA5 >1@01>B:8 @57C;LB0B>2, ?>;CG5==KE A A5@25@0, ?@>87>H;0 >H81:0. f ?@>F5AA5 8=8F80;870F88 181;8>B5:8 ?@5>1@07>20=8O 40==KE O L E D B ( 2=5H=89 :><?>=5=B) ?@>87>H;0 >H81:0. _ @8 ?>?KB:5 ?>;CG8BL @0A?@545;8B5;L ?0<OB8 181;8>B5:8 C O M ( 2=5H=89 :><?>=5=B) ?@>87>H;0 >H81:0. \ ?@>F5AA5 8=8F80;870F88 @0AH8@5==>9 A;C61K >H81>: C O M ( 2=5H=89 :><?>=5=B) ?@>87>H;0 >H81:0. Q @8 703@C7:5 :><?>=5=B0 480;>3>2>3> >:=0 A>548=5=8O 4;O 70?@>A0 ?@>87>H;0 >H81:0. y ?@>F5AA5 872;5G5=8O 8=D>@<0F88 >1 8<5=>20==>< M:75<?;O@5 87 A;C61K S Q L B r o w s e r =0 A5@25@5 " % { s e r v e r / } " ?@>87>H;0 >H81:0. 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X % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " =5 =0945= 2 " % { p a r e n t n a m e / } " % { p a r e n t t y p e n a m e / } . 81> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " =5 ACI5AB2C5B 2 % { p a r e n t t y p e n a m e / } A 845=B8D8:0B>@>< " % { p a r e n t i d / } " , ;81> C ?>;L7>20B5;O =5B @07@5H5=89 4;O 4>ABC?0 : MB><C >1J5:BC. i 54>?CAB8<0O AAK;:0 =0 >1J5:B " % { o b j r e f i d s / } " . = =5 A>2?0405B A> AB@C:BC@>9 85@0@E88 :;0AA>2 <5B040==KE. % { t y p e n a m e / } A 8<5=5< % { n a m e / } C65 ACI5AB2C5B 2 % { p a r e n t n a m e / } % { p a r e n t t y p e n a m e / } . 5@54 A>740=85< 40==>3> >1J5:B0 =5>1E>48<> C40;8BL 53> 2 >B45;L=>9 B@0=70:F88. t =AB@C:F8O A L T E R 4>;6=0 1KBL ?>;=>ABLN @0725@=CB0, ?>A:>;L:C >=0 2K7K205B 87<5=5=85 AB@C:BC@K % { n a m e / } % { t y p e n a m 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. L @8 703@C7:5 % { n a m e / } % { t y p e n a m e / } 87 D09;0 " % { f i l e n a m e / } " ?@>87>H;0 >H81:0. @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. PA @54AB02;5=85 8AB>G=8:0 40==KE " % { d a t a s o u r c e v i e w i d / } " 87<5@5=8O " % { d i m e n s i o n / } " =5 A>>B25BAB2C5B ACI5AB2CNI5<C 2 1075 40==KE ?@54AB02;5=8N 8AB>G=8:0 40==KE. | 5@0@E8O ?> C<>;G0=8N % { d e f a u l t h i e r a r c h y / } 87<5@5=8O % { d i m e n s i o n / } =5 A>>B25BAB2C5B ACI5AB2CNI59 85@0@E88 40==>3> 87<5@5=8O. 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PA| 52>7<>6=> A>740BL 85@0@E8N 4;O 0B@81CB0 % { p r o p e r t y / } , ?>A:>;L:C C65 ACI5AB2C5B 85@0@E8O A B0:8< 845=B8D8:0B>@>< 8;8 8<5=5<. 1 >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P , A>>B25BAB2CNI0O 845=B8D8:0B>@C " % { m i n i n g m o d e l i d / } " 8AE>4=>9 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { d i m e n s i o n / } " , =5 ACI5AB2C5B, ;81> C ?>;L7>20B5;O =5B ?@02 4>ABC?0 : <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE O L A P . s # 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { d i m e n s i o n / } =5B 85@0@E88 M i n i n g C o n t e n t N o d e s B8?0 " @>48B5;8- ?>B><:8" . # :;NG52>3> 0B@81CB0 4;O 87<5@5=8O 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { d i m e n s i o n / } =5B >1O70B5;L=>3> A2O70==>3> 0B@81CB0 A 8<5=5< A T T R I B U T E _ N A M E . [ # 87<5@5=8O " % { d i m e n s i o n / } " =5B >?@545;O5<KE ?>;L7>20B5;5< 85@0@E89 8;8 85@0@E89 0B@81CB>2. T 52>7<>6=> ?@8A>548=8BL 8AE>4=>5 87<5@5=85 4;O A2O70==>3> 87<5@5=8O " % { d i m e n s i o n / } " . b 7<5@5=85 O2;O5BAO A2O70==K<, R O L A P 8;8 C?@5640NI5 :MH8@>20==K< 8 =5 <>65B 8<5BL 2=5H=8E ?@82O7>:. M AB>G=8: 4;O 87<5@5=8O " % { d i m e n s i o n / } " >BACBAB2C5B 8;8 O2;O5BAO =54>?CAB8<K<. O 7<5@5=85 " % { d i m e n s i o n / } " 8<55B =54>?CAB8<CN ?@82O7:C =0 C@>2=5 87<5@5=8O :C10. ? 7<5@5=85 % { d i m e n s i o n / } 8<55B =5A:>;L:> @>48B5;LA:8E 0B@81CB>2. 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 >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 ) . PAg #: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 ) . N AB>G=8: 4;O 3@C??K <5@ " % { d i m e n s i o n / } " >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. PA 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. PAo 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<. 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. B@81CB " % { p r o p e r t y / } " =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 . PAs 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 . B ;O :;NG52>3> 0B@81CB0 % { p r o p e r t y / } =5 2:;NG5=0 85@0@E8O 0B@81CB0. R >48B5;LA:89 0B@81CB 0B@81CB0 " % { p r o p e r t y / } " =5 ?>4;568B AB0B8AB8G5A:>9 >1@01>B:5. Y =CB@5==OO >H81:0: AB>;15F M e m b e r V a l u e 0B@81CB0 % { 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@><. 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 MB>3> 0B@81CB0 =5 2:;NG5=0 85@0@E8O 0B@81CB0. PA 3 5@0@E8O " % { h i e r a r c h y / } " =5 8<55B =8 >4=>3> C@>2=O. PA 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. w ;O 87<5@5=8O % { d i m e n s i o n / } =5;L7O 2K?>;=8BL >?5@0F8N 3@C??8@>20=8O, ?>A:>;L:C MB> 87<5@5=85 O2;O5BAO 87<5@5=85< R O L A P . { 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 . 5AB0B8AB8G5A:89 8AE>4=K9 0B@81CB " % { s o u r c e p r o p e r t y / } " =5 <>65B ?@8=04;560BL C@>2=N " % { l e v e l / } " , B0: :0: MB>B C@>25=L =5 O2;O5BAO 25@E=8< C@>2=5< 85@0@E88. p AE>4=K9 0B@81CB " % { 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;8- ?>B><:8" =5 O2;O5BAO :;NG52K< 0B@81CB><. 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 . 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. 7<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 :C1 " % { c u b 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@. M 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@. 4 AB>G=8: :C10 >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< " % { 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. 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. 9 !2O759 87<5@5=89 2 3@C??5 <5@ " % { d e t a i l / } " =5 ACI5AB2C5B. % @C??0 <5@ " % { 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==KE 3@C?? <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< 87<5@5=85<, 87<5@5=85< AAK;>: 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. b 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. ` ;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. U 7<5@5=85 % { d i m e n s i o n / } , =0 :>B>@>5 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. PAs 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 / } " . g !5:F8O 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. a #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 A>548=5=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. b 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 A>548=5=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. PA;O A;C61 A S 2 0 0 8 <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. 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=. PA ( 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 A>548=5=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. PA 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. ;O 87<5@5=8O " % { s t r R e f / } " , =0 :>B>@>5 AAK;05BAO @07@5H5=85 :C10 " % { s t r O b j / } " , @07@5H5=85 =0 70?8AL 8<55B 7=0G5=85 " 07@5H5=>" , ?>MB><C @07@5H5=8O 0B@81CB>2 =5 <>3CB C:07K20BL 7=0G5=8O " 07@5H5=>/ 0?@5I5=>" . 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PA n #:070==0O 8AE>4=0O AB@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " =5 =0945=0 2 <>45;8 " % { m o d e l / } " . ] # AB>;1F0 % { c o l u m n / } <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { m o d e l / } =5B :;NG52>3> AB>;1F0. i !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<K5 40==K5. b ;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 / } " =5 C:070= B8?. p ;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 / } " C:070= =5?>445@68205<K9 B8?. k 54>?CAB8<>5 @0A?@545;5=85 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 / } " . m ;O AB>;1F0 " % { c o l u m n / } " <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l / } " C:070=> =54>?CAB8<>5 ?@8<5=5=85. d # 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 / } =5B :;NG52>3> AB>;1F0. W >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { m o d e l n a m e / } " C65 5ABL 2 B5:CI59 1075 40==KE. g >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A 845=B8D8:0B>@>< " % { m o d e l i d / } " C65 5ABL 2 B5:CI59 1075 40==KE. ` 54>?CAB8<K9 ?0@0<5B@ C L U S T E R I N G _ M E T H O D <>45;8 % { m o d e l n a m e / } . >?CAB8<K5 7=0G5=8O 1 , 2 , 3 8 4 . w 54>?CAB8<K9 ?0@0<5B@ C L U S T E R _ C O U N T <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 C L U S T E R _ C O U N T 4>;6=> 1KBL =5>B@8F0B5;L=K<. d 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 =C;O. 54>?CAB8<K9 ?0@0<5B@ M O D E L L I N G _ C A R D I N A L I T Y <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 M O D E L L I N G _ C A R D I N A L I T Y 4>;6=> 1KBL 1>;LH5 0 . 0@0<5B@ S T O P P I N G _ T O L E R A N C E =54>?CAB8< 4;O <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 S T O P P I N G _ T O L E R A N C E 4>;6=> 1KBL F5;>G8A;5==K< 8 1>;LH5 0 . 0@0<5B@ S A M P L E _ S I Z E =54>?CAB8< 4;O <>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 @02=> 0 8;8 =5 <5=LH5 1 0 0 . 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 <>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 1>;LH5 0 . C1 " % { c u b e i d / } " , =0 :>B>@K9 AAK;05BAO ?@82O7:0 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 u m n = " % { c o l u m n / } " ) , =5 ACI5AB2C5B. BACBAB2C5B 8AE>4=0O ?@82O7:0 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 / } " ( AB>;15F= " % { c o l u m n / } " , 2;>65==K9 AB>;15F= " % { n e s t e d c o l u m n / } " ) . 7<5@5=85 " % { c u b e d i m e n s i o n / } " , =0 :>B>@>5 AAK;05BAO ?@82O7:0 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 u m n = " % { c o l u m n / } " ) , =5 ACI5AB2C5B. \ AB@C:BC@5 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " =5B :;NG52>3> AB>;1F0 20@80=B0. O !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " C65 ?@>H;0 >1CG5=85. R !B@C:BC@0 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 5I5 =5 ?@>H;0 >1CG5=85. PAv 52>7<>6=> 2K?>;=8BL >?5@0F8N, B0: :0: <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r u c t u r e / } " 5I5 =5 ?@>H;0 >1CG5=85. u >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { m o d e l n a m e / } =5 ?>445@68205B 2 :0G5AB25 2E>4=KE 40==KE =5?@5@K2=K5 0B@81CBK. | >45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { m o d e l n a m e / } =5 ?>445@68205B 2 :0G5AB25 ?@>3=>78@C5<KE 40==KE =5?@5@K2=K5 0B@81CBK. 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 <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ I N P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % 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 <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ O U T P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % d { M a x / } . y 0@0<5B@ S C O R E _ M E T H O D =54>?CAB8< 4;O <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 S C O R E _ M E T H O D 4>;6=> 1KBL @02=K< 1 , 3 8;8 4 . y 0@0<5B@ S P L I T _ M E T H O D =54>?CAB8< 4;O <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 S P L I T _ M E T H O D 4>;6=> 1KBL @02=K< 1 , 2 8;8 3 . | 0@0<5B@ M I N I M U M _ L E A F _ C A S E S =54>?CAB8< 4;O <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 M I N I M U M _ L E A F _ C A S E S 4>;6=> 1KBL 1>;LH5 0 . 0@0<5B@ C O M P L E X I T Y _ P E N A L T Y =54>?CAB8< 4;O <>45;8 % { m o d e l n a m e / } . =0G5=85 ?0@0<5B@0 C O M P L E X I T Y _ P E N A L T Y 4>;6=> 1KBL 1>;LH5 0 8 <5=LH5 1 . | 54>?CAB8<>5 7=0G5=85 ?0@0<5B@0 P R E D I C T I O N _ S M O O T H I N G 4;O <>45;8 " % { m o d e l n a m e / } " . =0G5=85 4>;6=> 1KBL 2 480?07>=5 >B 0 4> 1 . , % { N a m e / } =5 O2;O5BAO 4>?CAB8<K< 8<5=5< C7;0. u >45;L " % { m o d e l n a m e / } " =5;L7O 703@C78BL 87 ?>AB>O==>3> D09;0. $09; 8;8 ?>2@5645=, 8;8 D>@<0B D09;0 =5 ?>445@68205BAO. 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 / } . PAx 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 / } . 81> ?>;L7>20B5;L " % { s t r U s e r / } " =5 >1;0405B @07@5H5=8O<8 4;O 4>ABC?0 : C?><8=05<>9 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r N a m e / } " , ;81> >1J5:B =5 ACI5AB2C5B. P >45;L A1>@0 40==KE " % { N a m e / } " , =0 :>B>@CN 8<55B AAK;:0, 5I5 =5 1K;0 >1@01>B0=0. ~ 040==K9 AB>;15F @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 >1=0@C65= 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . } 040==K9 AB>;15F @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 @07@5H5= 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . r K@065=85 A B>G:>9 =5 @07@5H5=> 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . A?>;L7C9B5 ?>470?@>A S E L E C T . 7 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } <>6=> AAK;0BLAO B>;L:> =0 ?@>3=>78@C5<K9 AB>;15F ( 8;8 AB>;15F, :>B>@K9 A2O70= A ?@>3=>78@C5<K< AB>;1F><) . ` !AK;:0 =0 AB>;15F B01;8FK =5 ?>445@68205BAO 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . a 54>?CAB8<0O ?@>3=>7=0O A?5F8D8:0F8O 4;8=K 8;8 480?07>=0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . u 1=0@C65=> =58725AB=>5 2K@065=85 @0AH8@5=89 8=B5;;5:BC0;L=>3> 0=0;870 40==KE 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . T 0?@5I5=> 8A?>;L7>20BL A8<2>; * 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . V >38G5A:>5 2K@065=85 =5 @07@5H5=> 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . S 68405BAO ;>38G5A:>5 2K@065=85 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . | 5;L7O 8A?>;L7>20BL AB0B8AB8G5A:>5 2K@065=85 2<5AB5 A =5AB0B8AB8G5A:8<8 2K@065=8O<8 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . U N I O N A>45@68B =5A>2<5AB8<K5 2K@065=8O A ?>470?@>A0<8 S E L E C T 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . '8A;> 8E AB>;1F>2 4>;6=> 1KBL B0:8< 65 2 A?8A:5 S E L E C T . 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 / } . a $C=:F8N % { F u n c t i o n N a m e / } =5;L7O 8A?>;L7>20BL 2 :>=B5:AB5 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . ] 525@=>5 G8A;> 0@3C<5=B>2 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 / } . x B>@>9 0@3C<5=B 2 DC=:F88 T o p 8;8 B o t t o m 4>;65= 1KBL AB>;1F><. @>87>H;0 >H81:0 2 AB@>:5 % d { L i n e / } , AB>;1F5 % d { C o l u m n / } . d A?>;L7C5BAO =54>?CAB8<K9 0@3C<5=B 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 / } . E @>3=>78@>20=85 :;0AB5@>2 =5 ?>445@68205BAO 2 8A?>;L7C5<>< 0;3>@8B<5. O @>3=>78@>20=85 ?>A;54>20B5;L=>AB59 =5 ?>445@68205BAO 2 8A?>;L7C5<>< 0;3>@8B<5. 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 <>45;8 % { m o d e l n a m e / } . M A X I M U M _ I N P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % 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 <>45;8 % { m o d e l n a m e / } . M A X I M U M _ O U T P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % d { M a x / } . Y ;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 ( M i c r o s o f t ) 4>?CA:05B B01;8FK ?>A;54>20B5;L=>AB59 B>;L:> A >4=8< :;NG52K< AB>;1F>< ?>A;54>20B5;L=>AB59. b 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 / } . PAQ ;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. V @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 <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ S T A T E S 4>;65= 1KBL >B % d { M i n / } 4> % d { M a x / } 8;8 @025= 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. ? "8? S E L E C T =5 ?>445@68205BAO 2 <>45;8 8;8 AB@C:BC@5 " % { N a m e / } " . PAU 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 H81:0 ?@8 @071>@5 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 . e !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 u m n n a m e / } 4>;65= 8<5BL =587<5==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 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { m o d e l n a m e / } . P E R I O D I C I T Y _ H I N T 4>;65= 1KBL { n 1 , n 2 , n 3 . . . } , 345 n 1>;LH5 0 . L <>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. Z !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<><. PAk !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<><. n 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 / } . 6 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> AB>;1F>< K E Y @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 / } . i 5@53;0<5=B8@>20==K5 A>548=5=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 <>45;8 " % { m o d e l n a m e / } " =5 ?>445@68205BAO. M A X I M U M _ S T A T E S 4>;65= 1KBL @02=K< 0 , 2 8;8 8<5BL <0:A8<C< % d { M a x / } . 2 @>87>H;0 >H81:0 ?@8 A>740=88 2=CB@5==53> >1J5:B0. x 54>?CAB8<K9 ?0@0<5B@ C O M P L E X I T Y _ P E N A L T Y <>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 . v 54>?CAB8<K9 ?0@0<5B@ M I N _ L E A F _ C A S E S <>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 . v >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 ( M i c r o s o f t ) 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 / } " . T h e m i n i n g m o d e l , % { n a m e / } i s a l r e a d y t r a i n e d a n d d o e s n o t s u p p o r t i n c r e m e n t a l u p d a t e s . B e f o r e u s i n g t h e I N S E R T I N T O s t a t e m e n t , u s e 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 <>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 . 040209B5 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 <>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 H I S T O R I C _ M O D E L _ C O U N T @025= 0 . @5<5==K5 <5B: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 ( M i c r o s o f t ) 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 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE % { m o d e l n a m e / } . H O L D O U T _ P E R C E N T A G E 4>;65= 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. PA !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<. / 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 <>45;8 " % { m o d e l n a m e / } " . 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>;65= 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 <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ I N P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % 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 <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ O U T P U T _ A T T R I B U T E S 4>;65= 8<5BL <8=8<C<, @02=K9 0 , 8 <0:A8<C<, @02=K9 % d { M a x / } . v 54>?CAB8<K9 ?0@0<5B@ M A X I M U M _ S T A T E S <>45;8 " % { m o d e l n a m e / } " . M A X I M U M _ S T A T E S 4>;65= 1KBL @02=K< 0 8;8 >B 2 4> % d { M a x / } . ^ 54>?CAB8<K9 ?0@0<5B@ S A M P L E _ S I Z E <>45;8 " % { m o d e l n a m e / } " . S A M P L E _ S I Z E 4>;65= 1KBL =5 <5=LH5 0 . h 54>?CAB8<K9 ?0@0<5B@ H I D D E N _ N O D E _ R A T I O <>45;8 % { m o d e l n a m e / } . H I D D E N _ N O D E _ R A T I O 4>;65= 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 . a 54>?CAB8<K9 ?0@0<5B@ B R E N T _ T O L E R A N C E <>45;8 % { m o d e l n a m e / } . B R E N T _ T O L E R A N C E 4>;65= 1KBL 1>;LH5 0 . d 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 =C;O. $ 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. PAq ;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> A>548=5=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;LA:>9 DC=:F859 ( U D F ) , =8 A?5F80;L=>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 A?5F80;L=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 / } . 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. PA !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>@><. e @54;>65=85 G R O U P B Y =5 4>?CA:05BAO 2 B8?5 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 / } . \ @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. 81> ?>;L7>20B5;L % { 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 8<55BAO AAK;:0, ;81> >1J5:B =5 ACI5AB2C5B. j =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 _ 0:A_ 70?@>A>2/ } ) =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 / } .
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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<. !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. PAs !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 ?><>ILN A>45@68<>3> 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 ?><>ILN A>45@68<>3> 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 ?><>ILN A>45@68<>3> 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 ?><>ILN A>45@68<>3> 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 ?><>ILN A>45@68<>3> 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 ?><>ILN A>45@68<>3> 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=>. 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 / } " . 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 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 . 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B >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 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 " % { AB>;15F / } " 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 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 / } " ) . k ;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. 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"8? 40==KE, 7040==K9 4;O AB>;1F0 " % { AB>;15F / } " 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 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 / } " ) . e 54>?CAB8<K9 ?0@0<5B@ A C Y C L I C _ G R A P H <>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 K e y S e q u e n c e 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> . 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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: 2K?CA: S t a n d a r d E d i t i o n 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. q $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 / } ) . PAz !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. v 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. a =0G5=85 " % d { f o l d c o u n t / } " =54>?CAB8<> 4;O G8A;0 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 8;8 @02=> G8A;C A25@B>:. =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 . A;8 7=0G5=85 ?>@>30 A>AB>O=8O =5 >?@545;5=>, B> 8A?>;L7C5BAO 7=0G5=85 N U L L . e !25@BK20=85 =5;L7O ?@8<5=8BL : <>45;8 8=B5;;5:BC0;L=>3> 0=0;870, B0: :0: 2 =59 5ABL AB>;15F K e y T i m e . =AB@C:F8O I N S E R T I N T O . . . ' % s { n a m e / } ' . 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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 . x 81> ?>;L7>20B5;L % { s t r U s e r / } =5 8<55B ?@020 4>ABC?0 : 1075 40==KE % { s t r D a t a b a s e / } , ;81> MB>9 107K 40==KE =5 ACI5AB2C5B. w 81> ?>;L7>20B5;L % { 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. v 81> ?>;L7>20B5;L % { 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. w 81> ?>;L7>20B5;L % { 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. v 81> ?>;L7>20B5;L % { 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. 81> ?>;L7>20B5;L % { 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. 81> ?>;L7>20B5;L % { 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. PAb 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. m >;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 / } . 81> ?>;L7>20B5;L " % { s t r U s e r / } " =5 8<55B @07@5H5=8O =0 2>AAB0=>2;5=85 107K 40==KE " % { s t r O b j e c t / } " , ;81> MB0 1070 40==KE C65 ACI5AB2C5B. 81> ?>;L7>20B5;L " % { 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. v 81> ?>;L7>20B5;L " % { 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. 81> ?>;L7>20B5;L " % { 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. 81> ?>;L7>20B5;L " % { 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. 81> ?>;L7>20B5;L % { 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. 81> ?>;L7>20B5;L " % { s t r U s e r / } " =5 8<55B @07@5H5=8O =0 872;5G5=85 <5B040==KE >1J5:B0 " % { s t r O b j e c t / } " , ;81> MB>3> >1J5:B0 =5 ACI5AB2C5B. } 81> ?>;L7>20B5;L " % { 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. o 81> ?>;L7>20B5;L " % { 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. u 81> ?>;L7>20B5;L % { 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. M >;L7>20B5;L " % { s t r U s e r / } " =5 8<55B @07@5H5=8O =0 2K?>;=5=85 >?5@0F88 >B<5=K. H >;L7>20B5;L " % { 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 . z 81> ?>;L7>20B5;L " % { 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. 81> ?>;L7>20B5;L % { 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. z 81> ?>;L7>20B5;L % { 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. G "5:CI0O >?5@0F8O =5 @07@5H5=0 4;O >3@0=8G5==>3> :;85=BA:>3> A>548=5=8O. g 07@5H5=85 =0 70?8A8 ( A l l o w e d ) =5;L7O 704020BL, 5A;8 2 :0G5AB25 @07@5H5=8O =0 GB5=85 =5 7040=> A l l o w e d . x 81> ?>;L7>20B5;L % { 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. n !>740=> =54>?CAB8<>5 2K@065=85 157>?0A=>AB8 87<5@5=8O 4;O 0B@81CB0 " % { a t r i b u t e / } " 2 87<5@5=88 " % { d i m e n s i o n / } " . 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. S 0?@>H5==K9 C@>25=L 70I8BK =5 A>2?0405B A B@51C5<K< A5@25@>< C@>2=5< 70I8BK 40==KE. C 07@5H5=85, =5>1E>48<>5 4;O 40==>9 >?5@0F88, =5 1K;> ?@54>AB02;5=>. 070 40==KE " % { D a t a b a s e / } " =5 A>45@68B @568<0 >;8F5B2>@5=8O ( I m p e r s o n a t i o n M o d e ) 8;8 A>45@68B B0:>9 @568< >;8F5B2>@5=8O, :>B>@K9 =5 ?>445@68205BAO 4;O >?5@0F89 >1@01>B:8. 070 40==KE " % { D a t a b a s e / } " =5 A>45@68B @568<0 >;8F5B2>@5=8O ( I m p e r s o n a t i o n M o d e ) , :>B>@K9 70@575@28@>20= 4;O 04<8=8AB@0B>@>2 A5@25@0. c !2>9AB20 70?@>A0 U s e T r a n s a c t i o n 8 M a s t e r T r a n s a c t i o n 70@575@28@>20=K 4;O 04<8=8AB@0B>@>2 107 40==KE. 2 0?@>H5==K9 @568< ?@>25@:8 ?>4;8==>AB8 =5@07@5H5=. AB>G=8: 40==KE " % { 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 ?>445@68205BAO 4;O >?5@0F89 A>548=5=8O X M L A . 5@0@E8O 0B@81CB0 4;O 0B@81CB0 " % { a t r i b u t e / } " 87<5@5=8O :C10 " % { d i m e n s i o n / } " >B:;NG5=0 ?@8 0:B828@>20==>9 =5B@8280;L=>9 70I8B5 87<5@5=8O ( 7040=> ;81> @07@5H5==>5, ;81> =54>?CAB8<>5 <=>65AB2>) , GB> 70?@5I5=>. 5@0@E8O 0B@81CB0 " % { a t r i b u t e / } " 87<5@5=8O 107K 40==KE " % { d i m e n s i o n / } " >B:;NG5=0 ?@8 0:B828@>20==>9 =5B@8280;L=>9 70I8B5 87<5@5=8O ( 7040=> ;81> @07@5H5==>5, ;81> =54>?CAB8<>5 <=>65AB2>) , GB> 70?@5I5=>. ! @>25@:0 ?>4;8==>AB8 =5 ?@>945=0. >;L7>20B5;L " % { s t r U s e r / } " =5 >1;0405B @07@5H5=85< =0 45B0;870F8N @>48B5;LA:>9 AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE " % { s t r O b j e c t / } " . Y > 2@5<O ?@>25@:8 ?>4;8==>AB8 70?@>AK =54>?CAB8<K. !>548=5=85 1K;> ?@8=C48B5;L=> 70:@KB>. X > 2@5<O ?@>25@:8 ?>4;8==>AB8 A50=AK =54>?CAB8<K. !>548=5=85 1K;> ?@8=C48B5;L=> 70:@KB>. P #G5B=K5 40==K5 ?>;L7>20B5;O =5 A>2?040NB. !>548=5=85 1K;> ?@8=C48B5;L=> 70:@KB>. <O 2E>40 S P U s e r 4;O A>548=5=8O =5 A>2?0405B A 8<5=5< 2E>40 4;O A50=A0. !>7409B5 =>2>5 A>548=5=85 8 A=>20 2K?>;=8B5 S e t A u t h C o n t e x t . PA6 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. b 070 40==KE, C:070==0O 2 AB@>:5 A>548=5=8O, =5 A>2?0405B A 107>9 40==KE, A>?>AB02;5==>9 A A50=A><. 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. ; 040G0 " >=2595@=0O >1@01>B:0" M i c r o s o f t S Q L S e r v e r 2 0 0 8 R 2 M S M D P P 1@01>B:0 A5:F89 1@01>B:0 87<5@5=890 1CG5=85 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE0 ">G=>ABL <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE' 0?@>A 8=B5;;5:BC0;L=>3> 0=0;870 40==KEPA 1@01>B:0 A5:F89 1@01>B:0 87<5@5=890 1CG5=85 <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE0 ">G=>ABL <>45;8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE' 0?@>A 8=B5;;5:BC0;L=>3> 0=0;870 40==KE= 1=0@C65=> =525@=>5 G8A;> 2E>4>2. 68405BAO B>;L:> >48= 2E>4. * !B@>:0 A>548=5=8O A M:75<?;O@>< =5 7040=0. !AK;:0 =0 >1J5:B =5 7040=0. 1 0?@>A 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 7040=. <O :0B0;>30 =5 7040=>. # 45=B8D8:0B>@ 107K 40==KE =5 7040=. B 45=B8D8:0B>@ AB@C:BC@K 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 7040=. < 0?@>AK B>G=>AB8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE =5 7040=K. S 0?@>AK B>G=>AB8 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A>E@0=5=K 2 =5?@028;L=>< D>@<0B5. ) ">G=>ABL 8=B5;;5:BC0;L=>3> 0=0;870 40==KE' 0?@>A 8=B5;;5:BC0;L=>3> 0=0;870 40==KE1 ><?>=5=B =5 ?@54>AB02;O5B >?8A0=89 :>4>2 >H81>:. A 040==K9 2E>4=>9 AB>;15F 4>;65= A>45@60BL >BA>@B8@>20==K5 40==K5. A n a l y s i s S e r v i c e s S e r v e r I n p u t PA 3 0?@>H5==0O >?5@0F8O =5 ?>445@68205BAO :><?>=5=B><. C "8? 40==KE AB>;1F0 " % { C o l u m n / } " =5 ?>445@68205BAO MB8< :><?>=5=B><. -B>B :><?>=5=B ?>445@68205B B>;L:> 70?@>AK 8=B5;;5:BC0;L=>3> 0=0;870 40==KE P R E D I C T I O N J O I N , 8A?>;=O5<K5 4;O <>45;8 =07=0G5=8O =0 >A=>25 40==KE 2 =01>@5 AB@>: :>=2595@0. J 5 ?>445@68205BAO :>=2595@=0O >1@01>B:0 87<5@5=89 B8?0 " @>48B5;8- ?>B><:8" . PA 59AB2C5B <5B:0 @5AC@A>2. Z @5>1@07C5B >4=> 8;8 1>;55 <=>65AB2 2 <0AA82 4;O 8A?>;L7>20=8O 2 ?>;L7>20B5;LA:>9 DC=:F88. 8 >72@0I05B 87<5@5=85, :>B>@>5 A>45@68B 7040==K9 C@>25=L. 8 >72@0I05B 87<5@5=85, :>B>@>5 A>45@68B 7040==K9 M;5<5=B. 9 >72@0I05B 87<5@5=85, :>B>@>5 A>45@68B 7040==CN 85@0@E8N. \ >72@0I05B 87<5@5=85, ?>78F8O :>B>@>3> 2 :C15 A >BAG5B>< >B =C;O 7040=0 G8A;>2K< 2K@065=85<. 2 >72@0I05B 87<5@5=85, 8<O :>B>@>3> 7040=> AB@>:>9. ( >72@0I05B 85@0@E8N 7040==>3> 87<5@5=8O. % >72@0I05B 85@0@E8N 7040==>3> C@>2=O. >72@0I05B C@>25=L M;5<5=B0. _ >72@0I05B C@>25=L, ?>78F8O :>B>@>3> 2 87<5@5=88 c >BAG5B>< >B =C;O 7040=0 G8A;>2K< 2K@065=85<. = >72@0I05B C@>25=L, 8<O :>B>@>3> 7040=> AB@>:>2K< 2K@065=85<. W >72@0I05B T R U E , 5A;8 420 A@02=8205<KE >1J5:B0 M:2820;5=BK, 8 F A L S E 2 ?@>B82=>< A;CG05. o >72@0I05B T R U E , 5A;8 7040==K9 M;5<5=B O2;O5BAO ?@54:>< 4@C3>3> 7040==>3> M;5<5=B0, 8 F A L S E 2 ?@>B82=>< A;CG05. i >72@0I05B T R U E , 5A;8 2KG8A;5==>5 2K@065=85 O2;O5BAO 7=0G5=85< ?CAB>9 OG59:8, 8 F A L S E 2 ?@>B82=>< A;CG05. b >72@0I05B T R U E , 5A;8 7040==K9 M;5<5=B =0E>48BAO 2 7040==>< ?>:>;5=88, 8 F A L S E 2 ?@>B82=>< A;CG05. _ >72@0I05B T R U E , 5A;8 7040==K9 M;5<5=B O2;O5BAO :>=F52K< M;5<5=B><, 8 F A L S E 2 ?@>B82=>< A;CG05. u >72@0I05B T R U E , 5A;8 7040==K9 M;5<5=B O2;O5BAO @>4AB25==8:>< 4@C3>3> 7040==>3> M;5<5=B0, 8 F A L S E 2 ?@>B82=>< A;CG05. . >72@0I05B ?@54:0 M;5<5=B0 =0 7040==>< C@>2=5. I >72@0I05B ?@54:0 M;5<5=B0, >BAB>OI53> =0 7040==>< @0AAB>O=88 2 85@0@E88. 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V H81:0 A8=E@>=870F88: =52>7<>6=> A8=E@>=878@>20BL >1J5:BK >4=>3> 8 B>3> 65 M:75<?;O@0. H81:0 A8=E@>=870F88: =52>7<>6=> A8=E@>=878@>20BL >1J5:BK M:75<?;O@0 A @07;8G=K<8 ?0@0<5B@0<8 E@0=5=8O D09;0, =0?@8<5@ ?0@0<5B@K 42>8G=>3> X M L 8 A60B8O. 5 =0945= 8;8 ?>2@5645= 6C@=0;, E@0=OI89AO 2 D09;5 @575@2=>9 :>?88. A B F - D09; ?>2@5645=, 8 ?>MB><C 1070 40==KE =5 <>65B 1KBL 2>AAB0=>2;5=0. H81:0 2>AAB0=>2;5=8O 8;8 A8=E@>=870F88: ?> ?@8G8=5 ?>2@5645=8O @575@2=KE <5B040==KE ?@>F5AAC =5 C405BAO >1=0@C68BL 8;8 >1@01>B0BL C75; % { n o d e / } 87 D09;0 @575@2=>9 :>?88. u H81:0 @575@2=>3> :>?8@>20=8O: =54>AB0B>G=> A2>1>4=>3> <5AB0 =0 48A:5 " % { d r i v e / } " 4;O A>740=8O D09;0 @575@2=>9 :>?88. L H81:0 2>AAB0=>2;5=8O: :><0=40 R e s t o r e 4;O 02B>=><=KE :C1>2 4570:B828@>20=0. N H81:0 A8=E@>=870F88: :><0=40 S y n c h r o n i z e 4;O ;>:0;L=KE :C1>2 4570:B828@>20=0. H81:0 A8=E@>=870F88: =5 C40;>AL 2K?>;=8BL :><0=4C S y n c h r o n i z e ?@8 ?>?KB:5 A8=E@>=870F88 ?CAB>3> A?8A:0 D09;>2 ( ?5@20O ABC?5=L >BACBAB2C5B) . U H81:0 A8=E@>=870F88: :><0=40 S y n c h r o n i z e ?KB05BAO ?>2B>@=> 2K?>;=8BL ?5@2CN ABC?5=L. { H81:0 A8=E@>=870F88: :;85=B ?KB05BAO ?>;CG8BL 4>ABC? : D09;C " % { f i l e / } " , :>B>@K9 =5 2:;NG5= 2 A?8A>: A8=E@>=870F88 D09;>2. B > 2@5<O A8=E@>=870F88 >1=0@C65=K =5?@542845==0O :><0=40 8;8 C75;. 0 H81:0 A8=E@>=870F88 107K 40==KE " % { D a t a b a s e / } " . H81:0 A8=E@>=870F88 107K 40==KE " % { D a t a b a s e / } " : 8AE>4=K9 8 F5;52>9 M:75<?;O@K 4>;6=K 8<5BL >48=0:>2>5 7=0G5=85 A2>9AB20 S u p p o r t E n c r y p t e d C o n n e c t i o n S t r i n g . U H81:0 :><0=4K R e s t o r e / S y n c h r o n i z a t i o n : 25@A88 8A?>;L7C5<KE M:75<?;O@>2 =5A>2<5AB8<K. 8 $09;0 @575@2=>9 :>?88 <>65B 8<5BL B>;L:> @0AH8@5=85 A B F . H81:0 ?@8 A8=E@>=870F88: <5B040==K5 L O G A8=E@>=870F88 ?>2@5645=K, =5 C405BAO =09B8 8 ( 8;8) >1@01>B0BL C75; ?@>F5AA0 % { n o d e / } , D09; % { f i l e / } . >AAB0=>2;5==0O 8;8 A8=E@>=878@>20==0O 1070 40==KE % { d a t a b a s e / } 4>;6=0 C65 ACI5AB2>20BL =0 F5;52>< :><?LNB5@5 8 A>45@60BL >A=>2=>9 8AB>G=8: 40==KE, C:07K20NI89 =0 3;02=CN 107C 40==KE. 15 107K: 2>AAB0=>2;5==0O ( 8;8 A8=E@>=878@>20==0O) 8 =>20O 4>;6=K 8<5BL >48=0:>2K9 3;02=K9 845=B8D8:0B>@ 8AB>G=8:0 40==KE ( d a t a s o u r c e I d ) . D a t a s o u r c e I d % { d a t a s o u r c e i d / } , C:070==K9 2 :><0=45 S y n c h r o n i z e , =5 ACI5AB2C5B 2 A8=E@>=878@C5<>< 8AB>G=8:5 40==KE. #:068B5 25@=K9 8AB>G=8: 40==KE 8 ?>2B>@8B5 :><0=4C. H81:0 A8=E@>=870F88 2>AAB0=>2;5=8O 107K 40==KE " % { D a t a b a s e / } " : D09; @575@2=>9 :>?88 1K; A>740= =0 A5@25@5 A 8=K< 7=0G5=85< 4;O A2>9AB20 S u p p o r t E n c r y p t e d C o n n e c t i o n S t r i n g . n >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 C40;5==K<8 A5:F8O<8. 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 / } . PA >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@>: A>548=5=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@>: A>548=5=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. :><0=45 2>AAB0=>2;5=8O C:070=0 A> 7=0G5=8O<8 n a m e = " % { o b j e c t N a m e / } " 8 I D = " % { o b j e c t I d / } " , :>B>@0O 5I5 =5 ACI5AB2C5B =0 A5@25@5, => 2>AAB0=02;8205BAO 2 4@C3>9 B@0=70:F88. "5:CI0O B@0=70:F8O ?@5@20=0. PA: 575@2=>5 E@0=8;8I5 25@A88 % d { v e r s i o n / } =5 ?>445@68205BAO. z ><0=40 S y n c h r o n i z 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?>:. H81:0 2> 2@5<O 2>AAB0=>2;5=8O 8;8 A8=E@>=870F88: M;5<5=B :0B0;>30 @575@2=>3> E@0=8;8I0 ?>2@5645=, ?>MB><C >?5@0F8O =5 <>65B =09B8 8;8 >1@01>B0BL 2 =5< C75; " % { n o d e / } " ?@8 AG8BK20=88 M;5<5=B0 :0B0;>30 E@0=8;8I0. H81:0 2> 2@5<O 2>AAB0=>2;5=8O 8;8 A8=E@>=870F88: :0B0;>3 @575@2=>3> E@0=8;8I0 ?>2@5645=, ?>MB><C >?5@0F8O =5 <>65B =09B8 8;8 >1@01>B0BL 2 =5< C75; " % { n o d e / } " ?> AG8B0==><C 703>;>2:C :0B0;>30 E@0=8;8I0. H81:0 2> 2@5<O 2>AAB0=>2;5=8O 8;8 A8=E@>=870F88: 703>;>2>: :0B0;>30 @575@2=>3> E@0=8;8I0 ?>2@5645=, ?>MB><C >?5@0F8O =5 <>65B =09B8 8;8 >1@01>B0BL 2 =5< C75; " % { n o d e / } " ?> AG8B0==><C 703>;>2:C :0B0;>30 E@0=8;8I0. H81:0 2> 2@5<O @575@2=>3> :>?8@>20=8O 8;8 2>AAB0=>2;5=8O: ?>2@5645= D09; @575@2=>9 :>?88 " % { f i l e N a m e / } " , E@0=OI89AO 2 0@E825 @575@2=KE :>?89: >H81:0 ?@>25@:8 :>=B@>;L=>9 AC<<K. H81:0 2> 2@5<O @575@2=>3> :>?8@>20=8O 8;8 2>AAB0=>2;5=8O: ?>2@5645= D09; @575@2=>9 :>?88 " % { f i l e N a m e / } " , E@0=OI89AO 2 0@E825 @575@2=KE :>?89: >H81:0 ?@>25@:8 ?@87=0:0 :>=F0 D09;0. H81:0 2> 2@5<O @575@2=>3> :>?8@>20=8O 8;8 2>AAB0=>2;5=8O: DC=:F8O A B F D u m p e r =5 ?>445@68205BAO 4;O D09;>2 @575@2=KE :>?89, A>740==KE ?@8 ?><>I8 A5@25@0 A S 2 0 0 5 . $09; " % { f i l e N a m e / } " ?@>?CI5=. >AAB0=>2;5=85 107K 40==KE A 8<5=5< " % { D B N a m e / } " 8 845=B8D8:0B>@>< " % { D B I d / } " =52>7<>6=>, ?>A:>;L:C >=0 C65 ACI5AB2C5B =0 A5@25@5 8 4>ABC?=0 B>;L:> 4;O GB5=8O. !8=E@>=870F8O 107K 40==KE A 8<5=5< " % { D B N a m e / } " 8 845=B8D8:0B>@>< " % { D B I d / } " =52>7<>6=0, ?>A:>;L:C >=0 C65 ACI5AB2C5B =0 F5;52>< A5@25@5 8 4>ABC?=0 B>;L:> 4;O GB5=8O. g $09; " % { f i l e N a m e / } " , C:070==K9 2 :><0=45 2>AAB0=>2;5=8O, ?>2@5645= 8;8 =5 O2;O5BAO @575@2=>9 :>?859 A S . $09; " % { f i l e N a m e / } " , C:070==K9 2 :><0=45 R e s t o r e , O2;O5BAO 70H8D@>20==K< D09;>< @575@2=>9 :>?88 A;C61 A S , A>740==K< 2 ?@54K4CI59 ?@5420@8B5;L=>9 25@A88 S Q L 2 0 0 8 4;O ?;0BD>@<K I A 6 4 . 3> 2>AAB0=>2;5=85 =0 ?;0BD>@<0E x 8 6 8 A M D 6 4 =52>7<>6=>. >AAB0=>2;5=85 =5 C40;>AL. $09; @575@2=>9 :>?88 A>740= =0 A5@25@5 A D e p l o y m e n t M o d e = % d { B L S e t / } , 0 B5:CI89 A5@25@ @01>B05B A D e p l o y m e n t M o d e = % d { C S S e t / } . 5 C40;>AL 2K?>;=8BL 8<?>@B. <?>@B8@C5<0O <>45;L 8=B5;;5:BC0;L=>3> 0=0;870 40==KE A>740=0 =0 A5@25@5 A D e p l o y m e n t M o d e = % d { B L S e t / } , 0 B5:CI89 A5@25@ @01>B05B A D e p l o y m e n t M o d e = % d { C S S e t / } . S $C=:F8O A8=E@>=870F88 =5 ?>445@68205BAO 4;O A5@25@0, @01>B0NI53> 2 @568<5 V e r t i P a q . i 5A>2?045=85 @568<>2 F5;52>3> A5@25@0: >?5@0F88 I m a g e L o a d 8 I m a g e S a v e @07@5H5=K B>;L:> 2 @568<5 V e r t i P a q . PAD <?>@B =5 ?>445@68205BAO 4;O A5@25@0, @01>B0NI53> 2 @568<5 V e r t i P a q . T -:A?>@B =5 ?>445@68205BAO 4;O A;C61 A n a l y s i s S e r v i c e s , @01>B0NI8E 2 @568<5 V e r t i P a q . 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PA 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=>. 2 0G0;>AL GB5=85 40==KE 4;O 0B@81CB0 " % { s t r N a m e / } " . 3 0?8AL 40==KE 4;O 0B@81CB0 " % { s t r N a m e / } " 7025@H5=0. 8 0G0;>AL ?>AB@>5=85 8=45:A>2 4;O 0B@81CB0 " % { s t r N a m e / } " . D >AB@>5=85 8=45:A>2 4;O 40==KE 4;O 0B@81CB0 " % { s t r N a m e / } " 7025@H5=>. * 0G0;0AL >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 / } " . >;8G5AB2> A53<5=B>2, >1=0@C65==KE ?@8 ?><>I8 <5B>40 48A:@5B870F88, =5 A>2?0405B A :>;8G5AB2>< A53<5=B>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 / } . 6 0G0B0 >1@01>B:0 :MH0 AF5=0@8O 4;O :C10 " % { s t r N a m e / } " . 9 025@H5=0 >1@01>B:0 :MH0 AF5=0@8O 4;O :C10 " % { s t r N a m e / } " . 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 / } " .
;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 AF5=0@89. 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. PA 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. 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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. PA 5@A8O A2O70==>3> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " C40;5==>3> M:75<?;O@0 87<5=5=0. ;O @5H5=8O ?@>1;5<K ?>2B>@8B5 >?5@0F8N. 5@A8O A2O70==>3> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " C40;5==>3> A5@25@0 87<5=5=0. ;O @5H5=8O ?@>1;5<K ?>2B>@8B5 >?5@0F8N. 5@A8O A2O70==>3> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " C40;5==>3> A5@25@0 87<5=5=0. ;O @5H5=8O ?@>1;5<K ?>2B>@8B5 >?5@0F8N. 5@A8O A2O70==>3> % { t y p e n a m e / } A 845=B8D8:0B>@>< " % { i d / } " 8 8<5=5< " % { n a m e / } " C40;5==>3> A5@25@0 87<5=5=0. ;O @5H5=8O ?@>1;5<K ?>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< " % { i d / } " =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. PA M >4C;L C?@02;O5<>3> :>40 A;C61 M i c r o s o f t S Q L S e r v e r 2 0 0 8 R 2 A n a l y s i s S e r v i c e s PA ; "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 . N 52>7<>6=> 2K?>;=8BL AB0B8AB8G5A:CN >1@01>B:C <5@K " % { m e a s u r e / } " DC=:F859 M a x . !B>;15F " % { c o l u m n / } " O2;O5BAO 0B@81CB>< 8 =5 <>65B 1KBL ?>425@3=CB AB0B8AB8G5A:>9 >1@01>B:5. = 4>;65= 1KBL 2:;NG5= 2 ?@54;>65=85 G R O U P B Y . @ 5B0;870F8O <>65B 2>72@0I0BL AB>;1FK B>;L:> 87 >4=>9 3@C??K <5@. 8 52>7<>6=> 2K?>;=8BL S Q L - 70?@>A, 5A;8 =5 C:070= :0B0;>3. 1 !E5<0 " % { s c h e m a / } " =5459AB28B5;L=0 2 S Q L - 70?@>A5. _ "01;8F0 " % { t a b l e / } " 2 ?@54;>65=88 F R O M S Q L - 70?@>A0 =5 :;0AA8D8F8@>20=0 8<5=5< AE5<K ( 8;8 :C10) . !E5<0 ( 8;8 :C1) " % { c u b e / } " =5 ACI5AB2C5B 2 1075 40==KE " % { d a t a b a s e / } " , ;81> ?>;L7>20B5;L =5 8<55B =5>1E>48<KE @07@5H5=89 4;O 4>ABC?0 : =59. Y A5 B01;8FK, C:070==K5 2 S Q L - 70?@>A5, 4>;6=K 8AE>48BL 87 >4=>9 8 B>9 65 AE5<K ( 8;8 :C10) . 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 . F ?@54;>65=88 W H E R E ?@8<5=5=0 =525@=0O DC=:F8O : AB>;1FC " % { c o l u m n / } " . e 85@0@E88 " % { h i e r a r c h y / } " =5 C405BAO >1=0@C68BL M;5<5=B " % { m e m b e r / } " , C:070==K9 2 ?@54;>65=88 W H E R E . r >=5G=K9 D>@<0B, C:070==K9 4;O S Q L - 70?@>A0, 1K; =525@=K<. >445@6820NBAO B>;L:> :>=5G=K5 D>@<0BK T a b u l a r 8 N a t i v e . - 0?@>AK S Q L A ?>470?@>A0<8 =5 ?>445@6820NBAO. @ 0?@>AK S Q L A >?5@0F8O<8 S K I P , T O P 8;8 B O T T O M =5 ?>445@6820NBAO. 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 . P <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 / } " . >?@>1C9B5 7040BL 53> ?@8 ?><>I8 ?@54;>65=8O S Y S T E M R I S T R I C T S C H E M A . { ;O S Q L Q u e r y M o d e <>6=> CAB0=>28BL B>;L:> 7=0G5=85 D a t a K e y s , :>340 A;C61K A n a l y s i s S e r v i c e s 8A?>;L7CNBAO 2 @568<5 V e r t i P a q . > ?@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. > ?@54;>65=88 O R D E R B Y C:070=> A;8H:>< <=>3> AB>;1F>2 O r d e r B y . : "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 . ] "01;8G=K5 70?@>AK =5 ?>445@6820NB 8A?>;L7>20=85 2K7>20 DC=:F88 M D X F i l t e r 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 . ^ 54>?CAB8<K9 AB>;15F O r d e r B y : 48A:@5B870F8O <>65B 2K?>;=OBLAO B>;L:> 4;O AB>;1F>2 A 85@0@E859. R "01;8G=K9 70?@>A: =5A>>B25BAB285 B8?>2 AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . "01;8G=K9 70?@>A: =54>?CAB8<>5 2K@065=85 O R . >?CAB8<>5 2K@065=85 O R 4>;6=> 70:;NG0BLAO 2 A:>1:8 8 A>45@60BL B>;L:> >48= AB>;15F. @><5 B>3>, 2K@065=8O O R 4;O A8<2>;L=KE AB>;1F>2 <>3CB 8A?>;L7>20BL B>;L:> >?5@0B>@K @025=AB20 ( = ) 8 I S N U L L . t "01;8G=K9 70?@>A: D8;LB@K 480?07>=>2 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " =5 A>45@60B 4>?CAB8<K9 480?07>=. g "01;8G=K9 70?@>A: 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " C:070=> 1>;55 42CE D8;LB@>2 480?07>=0. k "01;8G=K9 70?@>A: =54>?CAB8<0O <5@0 C O U N T 2 70?@>A5. #:068B5 <5@C C O U N T 2 D>@<0B5 " C O U N T ( ) " 8;8 " C O U N T ( * ) " . 3 "01;8G=K9 70?@>A: ?>445@6820NBAO B>;L:> <5@K C O U N T . "01;8G=K9 70?@>A: A?8A>: 2K18@05<KE AB>;1F>2 2 70?@>A5 C O U N T 4>;65= A>45@60BL @>2=> >4=C <5@C " C O U N T ( * ) " . 5 4>?CA:0NBAO 4@C385 AB>;1FK 8 :>=AB@C:F88 " S K I P n " 8 " T O P k " . B "01;8G=K9 70?@>A: >?5@0=4 >?5@0B>@0 I S 4>;65= 8<5BL 7=0G5=85 N U L L . 8 "01;8G=K9 70?@>A: >?5@0B>@ =5A>2<5AB8< A >?5@0=4>< N U L L . @ "01;8G=K9 70?@>A: =5 =0945= AB>;15F O r d e r B y , 8;8 MB> <5@0 C O U N T . ;O A2>9AB20 S Q L Q u e r y M o d e =5>1E>48<> CAB0=>28BL 7=0G5=85 D a t a K e y s 4;O ?>445@6:8 A8=B0:A8A0 B01;8G=KE S Q L - 70?@>A>2 ?@8 8A?>;L7>20=88 A;C61 A n a l y s i s S e r v i c e s 2 @568<5 V e r t i P a q . "01;8G=K9 70?@>A: =54>?CAB8<>5 ?@54;>65=85 W H E R E 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . >445@6820NBAO B>;L:> :>=AB0=BK, ?5@54 :>B>@K<8 C:070= 7=0: " + " 8;8 " - " . "01;8G=K9 70?@>A: 4;O S E L E C T D I S T I N C T =5>1E>48<> 2K1@0BL @>2=> >48= AB>;15F, 8 A>@B8@>2:0 <>65B 2K?>;=OBLAO B>;L:> ?> AB>;1FC D I S T I N C T . PAx >;L7>20B5;L " % { s t r U s e r / } " =5 8<55B @07@5H5=8O =0 4>ABC? : C?><8=05<>9 B01;8F5 " % { s t r N a m e / } " , ;81> >1J5:B =5 ACI5AB2C5B. =0G5=85 D r i l l T h r o u g h =5 ?>445@68205BAO, ?>A:>;L:C A5@25@ @01>B05B 2 @568<5 V e r t i P a q 8;8 ?>;L7>20B5;L =5 8<55B 4>AB0B>G=KE @07@5H5=89. U =0G5=85 D r i l l T h r o u g h =5 ?>445@68205BAO, ?>A:>;L:C A5@25@ @01>B05B 2 @568<5 V e r t i P a q . 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. W $C=:F8O P r e d i c t A s s o c i a t i o n 2>72@0I05B =01>@ AB@>:, :>B>@K5 A2O70=K A 2E>4=K< 20@80=B><. $C=:F8O P r e d i c t S e q u e n c e 2>72@0I05B ?>A;54>20B5;L=>ABL A>1KB89, A>45@60ICN n H03>2 ( >48= H03, 5A;8 n =5 C:070=>) 8 >A=>2K20NICNAO =0 2E>4=>< 20@80=B5. p $C=:F8O P r e d i c t T i m e S e r i e s 2>72@0I05B A;54CNI85 n H03>2 2@5<5==>9 ?>A;54>20B5;L=>AB8 ( >48= H03, 5A;8 =5 C:070=>) . ~ $C=:F8O P r e d i c t S u p p o r t 2>72@0I05B ?>445@68205<>5 7=0G5=85 ;81> 4;O =081>;55 25@>OB=>3> 7=0G5=8O, ;81> 4;O C:070==>3> 7=0G5=8O. I $C=:F8O P r e d i c t V a r i a n c e 2>72@0I05B 7=0G5=85 48A?5@A88 C:070==>3> AB>;1F0. [ $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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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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H81:0 ?@8 >1@01>B:5 >H81>:. ; @>87>H;0 A;54CNI0O >H81:0: =5 CAB0=>2;5= :>=B5:AB >1J5:B0. =B5@D59A =5 @50;87>20=. 5 @56452@5<5==K9 A1>9 ?> ?@8G8=5 <>45;8@>20=8O >H81:8. # >7=8:;> =5?@542845==>5 8A:;NG5=85. ] 5 C405BAO A>740BL A@54AB2> >F5=:8, B0: :0: ?@54?>;030NBAO B>;L:> C?@>I5==K5 A@54AB20 >F5=:8. . & S A X ?@>87>H;0 =5?@542845==0O >H81:0. PA' S S P I ?@>87>H;0 =5?@542845==0O >H81:0. 8 > 2@5<O ?@5>1@07>20=8O ?@>87>H;0 =5?@542845==0O >H81:0. 8 $C=:F8O p f M S M D G e t M D X U t i l s ( ) =5 A<>3;0 703@C78BL M D X U t i l . X <O <5@K 4>;6=> A>2?040BL A 8<5=5< 0B@81CB0 2 87<5@5=88 87 3@C??K <5@ 2 @568<5 V e r t i P a q . o > 2@5<O 2K7>20 <5B>40 : : G e t E n v i r o n m e n t V a r i a b l e ( ) ?@>87>H;0 >H81:0 ?@8 ?>;CG5=88 ?5@5<5==>9 A@54K " % { E n v V a r / } " . 9 ;O B5:CI53> ?>;L7>20B5;O =5 >?@545;5= 2@5<5==K9 :0B0;>3. ~ 5 C40;>AL A>E@0=8BL 70H8D@>20==K9 D09; ;>:0;L=>3> :C10 " % { u s e r C u b e P a t h / } " . @5<5==K9 D09; A>E@0=5= 2 ?0?:C " % { t e m p C u b P a t h / } " . 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PA J @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0: % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] q > 2@5<O 703@C7:8 2=5H=59 181;8>B5:8 ?@>87>H;0 A;54CNI0O >H81:0 " % { N o t e 1 / } " % 1 [ : % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . f > 2@5<O 2K3@C7:8 2=5H=59 181;8>B5:8 ?@>87>H;0 A;54CNI0O >H81:0: % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 2> 2@5<O >1@0I5=8O : G e t F i l e S i z e 4;O D09;0: " % { N o t e 1 / } " % 1 [ : % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . i @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e E v e n t : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . i @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C l o s e H a n d l e : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : G e t O v e r l a p p e d R e s u l t 4;O D878G5A:>3> D09;0: " % { P h y s i c a l F i l e / } " , ;>38G5A:89 D09;: " % { L o g i c a l F i l e / } " % 1 [ : % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . l @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : S e t F i l e P o i n t e r : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . j @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : S e t E n d O f F i l e : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . n @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e T i m e r Q u e u e : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . n @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : D e l e t e T i m e r Q u e u e : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . s @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e T i m e r Q u e u e T i m e r : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . s @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : D e l e t e T i m e r Q u e u e T i m e r : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . y @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : R e g i s t e r W a i t F o r S i n g l e O b j e c t : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . n @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : U n R e g i s t e r W a i t E x : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . v @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : B i n d I o C o m p l e t i o n C a l l b a c k : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . x @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : P o s t Q u e u e d C o m p l e t i o n S t a t u s : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . j @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e T h r e a d : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . t @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e I o C o m p l e t i o n P o r t : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . h @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 87- 70 >1@0I5=8O : C r e a t e H e a p : % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . s @>87>H;0 A;54CNI0O A8AB5<=0O >H81:0 ?@8 ?>;CG5=88 40==KE > A>AB>O=88 ?0<OB8: % 1 [ % { E x t e r n a l / } % ] % [ , % { E x t e r n a l / } % ] . 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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 / } " . PA] ><0=40 I m a g e S a v e 4>?CA:05BAO B>;L:> 4;O 107 40==KE, 703@C65==KE A ?><>ILN :><0=4K I m a g e L o a d . 9 0@>;L 2 I m a g e S a v e : . . 0 A5@25@5 4>ABC?=0 =>20O 25@A8O MB>3> 4>:C<5=B0. ;O @01>BK A 4>:C<5=B>< >B:@>9B5 ?>A;54=NN 25@A8N. ;O A>E@0=5=8O B5:CI53> D09;0 2K15@8B5 4@C3>5 8<O 8;8 @0A?>;>65=85. D $09; E x c e l " % { F r o m F i l e / } " =5 ACI5AB2C5B. ><0=40 I m a g e S a v e ?@5@20=0. A ;O MB>9 :><0=4K =5>1E>48<K @07@5H5=8O 04<8=8AB@0B>@0 =0 A5@25@5. A ;O MB>9 :><0=4K =5>1E>48<K @07@5H5=8O 04<8=8AB@0B>@0 =0 A5@25@5. I ;O MB>9 :><0=4K =5>1E>48< B>:5= ?@8 A>E@0=5=88 D09;0 ?> ?CB8 S h a r e P o i n t . G ;O MB>9 :><0=4K =5>1E>48< B>:5= ?@8 703@C7:5 D09;0 87 ?CB8 S h a r e P o i n t . 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 ? . + 0G0B0 >1@01>B:0 B01;8FK " % { I M B I T a b l e I d / } " . . 025@H5=0 >1@01>B:0 B01;8FK " % { I M B I T a b l e I d / } " . 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 / } " . B 0G0B 0=0;87 8 :>48@>20=85 A53<5=B0 4;O B01;8FK " % { I M B I T a b l e I d / } " . E 025@H5= 0=0;87 8 :>48@>20=85 A53<5=B0 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 / } " . , 0G0B> A60B85 4;O B01;8FK " % { I M B I T a b l e I d / } " . !60B85 4;O B01;8FK " % { I M B I T a b l e I d / } " 7025@H5=> 70 " % d { s t e p s / } " H03>2. A53> 2KG8A;5=> :;0AB5@>2: " % d { c l u s t e r s / } " . ;O 2K?>;=5=8O 7040=> >3@0=8G5=85 ?> 2@5<5=8. !60B85 4;O B01;8FK " % { I M B I T a b l e I d / } " 7025@H5=> 70 " % d { s t e p s / } " H03>2. A53> 2KG8A;5=> :;0AB5@>2: " % d { c l u s t e r s / } " . ;O 2K?>;=5=8O =5 7040=> >3@0=8G5=85 ?> 2@5<5=8. S 0G0B0 >1@01>B:0 85@0@E88 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 / } " . V 025@H5=0 >1@01>B:0 85@0@E88 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. " 0:;NG8B5;L=0O 703@C7:0 7025@H5=0. % 0:;NG8B5;L=0O 703@C7:0 =5 2K?>;=5=0. 0945= ?>2B>@ONI89AO :;NG 0B@81CB0 ?@8 >1@01>B:5: [ B01;8F0: " % { I M B I T a b l e I d / } " , AB>;15F: " % { I M B I C o l u m n I d / } " , 7=0G5=85: " % { v a l u e / } " ] . E>45 >1@01>B:8 >1=0@C65=> 7=0G5=85 N U L L : [ B01;8F0: " % { I M B I T a b l e I d / } " , AB>;15F: " % { I M B I C o l u m n I d / } " ] . !B>;15F =5 4>?CA:05B 7=0G5=8O N U L L . 5 C40;>AL 2K?>;=8BL CB>G=ONI89 70?@>A :;NG0 ?@8 >1@01>B:5 A2O78 " % { n a m e / } " 87 B01;8FK " % { I M B I T a b l e I d / } " . ;NG: [ 7=0G5=85: " % { v a l u e / } " ] . % { q u e r y / } % { q u e r y / } PA R $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 @568<5 V e r t i P a q . M $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 @568<5 V e r t i P a q . 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@. 7<5@5=85 " % { I M B I T a b l e I d / } " =5;L7O A>740BL 2 @568<5 V e r t i P a q , ?>A:>;L:C 0B@81CB " % { I M B I C o l u m n I d / } " 2K?>;=O5B ?@82O7:C : B8?C 40==KE 1>;LH8E 42>8G=KE >1J5:B>2. 7<5@5=85 " % { I M B I T a b l e I d / } " =5;L7O A>740BL 2 @568<5 V e r t i P a q , ?>A:>;L:C >=> ?@82O70=> : =5A:>;L:8< B01;8F0< 2 ?@54AB02;5=88 8AB>G=8:0 40==KE. F <O AB>;1F0 " % { I M B I C o l u m n I d / } " =5 =0945=> 2 B01;8F5 " % { I M B I T a b l e I d / } " . Z ! B01;8F59 " % { I M B I T a b l e I d / } " 8 AB>;1F>< " % { I M B I C o l u m n I d / } " =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 M B I T a b l e I d / } " 8 AB>;1F>< " % { I M B I C o l u m n I d / } " . O !;C61K A n a l y s i s S e r v i c e s 2 @568<5 V e r t i P a q =5 ?>445@6820NBAO =0 ?;0BD>@<5 I A 6 4 . V @8 703@C7:5 B01;8FK " % { s t r 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 / } " . PA @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 / } " . 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; E@0=8;8I0 40==KE 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 . m 1J5:B " % { n a m e / } " % { t y p e n a m e / } =5;L7O >1@010BK20BL, 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 "8? 40==KE 4;O AB>;1F0 " % { I M B I C o l u m n I d / } " =5 ?>445@68205BAO. D B T Y P E = % { 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 M B I T a b l e I d / } " =5 >?@545;5= ?5@28G=K9 :;NG. G B01;8F5 " % { I M B I T a b l e I d / } " 4>;6=0 1KBL >?@545;5=0 E>BO 1K >4=0 A5:F8O. 5 C40;>AL A>740BL AAK;>G=>5 87<5@5=85 " % { n a m e / } " 4;O 3@C??K <5@ " % { m g n a m e / } " , ?>A:>;L:C 0B@81CB 3@0=C;O@=>AB8 " % { a t t r i b u t e n a m e / } " =5 O2;O5BAO :;NG52K< 8;8 C=8:0;L=K< 4;O 87<5@5=8O " % { p k d i m e n s i o n n a m e / } " . 8 !2O7L " % { n a m e / } " =5 =0945=0 2 B01;8F5 " % { I M B I T a b l e I d / } " . < 070 40==KE V e r t i P a q " % { n a m e / } " <>65B 8<5BL B>;L:> >48= :C1. O !2>9AB2> V e r t i P a q " % { I M B I C o l u m n I d / } " <>65B 8<5BL B>;L:> >4=C :;NG52CN ?@82O7:C. C !2>9AB2> V e r t i P a q " % { I M B I C o l u m n I d / } " =5 <>65B 8<5BL ?@82O7:C 8<5=8. > 2@5<O @01>BK 2 @568<5 V e r t i P a q 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. ] K@>645==>5 87<5@5=85 V e r t i P a q " % { I M B I T a b l e I d / } " <>65B C?><8=0BLAO B>;L:> 2 >4=>9 3@C??5 <5@. > @C??0 <5@ V e r t i P a q " % { n a m e / } " <>65B 8<5BL B>;L:> >4=C A5:F8N. A;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 , B> 2 A2O78 A> AAK;>G=K< 87<5@5=85< " % { 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 ?@><56CB>G=>5 87<5@5=85 " % { d i m n a m e / } " O2;O5BAO 87<5@5=85< D0:B>2 4;O 3@C??K <5@ " % { n a m e / } " . @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 . i !2>9AB2> " % { I M B I C o l u m n I d / } " =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 @568<5 V e r t i P a q . d !2>9AB2> " % { I M B I C o l u m n I d / } " 8<55B 7=0G5=85 " % { v a l u e / } " , :>B>@>5 =5 ?>445@68205BAO 2 @568<5 V e r t i P a q . \ % { 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 / } " . j ;NG52>9 0B@81CB 87<5@5=8O " % { I M B I C o l u m n I d / } " 4>;65= 1KBL A2O70= A> 2A5<8 >AB0;L=K<8 0B@81CB0<8 87<5@5=8O. N B@81CB >1KG=>3> 87<5@5=8O " % { I M B I C o l u m n I d / } " =5 <>65B 8<5BL A2O759 0B@81CB>2. A;8 4;O AB>;1F0 " % { I M B I C o l u m n I d / } " K e y C o l u m n 0B@81CB0 87<5@5=8O C:07K205BAO 8AB>G=8:, >= <>65B 8<5BL B8? B>;L:> 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 . PA !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 @568<5 V e r t i P a q . >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 @568<5 V e r t i P a q . 7<5@5=85 " % { I M B I T a b l e I d / } " 2 @568<5 V e r t i P a q 4>;6=> 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 . i B@81CB " % { I M B I C o l u m n I d / } " 87<5@5=8O " % { I M B I T a b l e I d / } " 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 . s B@81CB " % { I M B I C o l u m n I d / } " 87<5@5=8O " % { I M B I T a b l e I d / } " 8<55B R o w N u m b e r B i n d i n g , >4=0:> 53> B8? >B;8G5= >B 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 @568<5 V e r t i P a q . 525@=K9 @07<5@ 40==KE 4;O A53<5=B0 AB>;1F0 2 B01;8F5 " % { I M B I T a b l e I d / } " . >2@5645= D09; A5:F88 " % { s t r P a r t F i l e N a m e / } " 8;8 D09; <5B040==KE B01;8FK. x !5:F8O " % { s t r P a r t I d x / } " B01;8FK " % { I M B I T a b l e I d / } " =5 <>65B A>45@60BL A53<5=BK AB>;1F>2, 8<5NI8E @07;8G=K5 25@A88 40==KE. A;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 , B> 2 A2O78 A> AAK;>G=K< 87<5@5=85< " % { 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 ?@><56CB>G=>5 87<5@5=85 " % { d i m n a m e / } " =5 O2;O5BAO 87<5@5=85< D0:B>2 4;O 3@C??K <5@ " % { n a m e / } " . s B@81CB R o w N u m b e r " % { I M B I C o l u m n I d / } " 2 87<5@5=88 V e r t i P a q " % { I M B I T a b l e I d / } " ?>445@68205B B>;L:> B8? 40==KE I n t e g e r . B@81CB R o w N u m b e r " % { I M B I C o l u m n I d / } " 2 87<5@5=88 V e r t i P a q " % { I M B I T a b l e I d / } " 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 " . 5 C405BAO A>740BL A2O7L " % { s t r N e w R e l a t i o n s h i p / } " , ?>A:>;L:C C65 ACI5AB2C5B A2O7L " % { s t r E x i s t i n g R e l a t i o n s h i p / } " <564C B01;8F59 " % { s t r F K T a b l e N a m e / } " 8 B01;8F59 " % { s t r P K T a b l e N a m e / } " . 0945= ?>2B>@ONI89AO :;NG 0B@81CB0 ?@8 >1@01>B:5: [ B01;8F0: " % { I M B I T a b l e I d / } " , AB>;15F: " % { I M B I C o l u m n I d / } " , 7=0G5=85: " % { v a l u e / } " ] . E>45 >1@01>B:8 >1=0@C65=> 7=0G5=85 N U L L : [ B01;8F0: " % { I M B I T a b l e I d / } " , AB>;15F: " % { I M B I C o l u m n I d / } " ] . !B>;15F =5 4>?CA:05B 7=0G5=8O N U L L . #: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 / } " . 5 C40;>AL 2K?>;=8BL CB>G=ONI89 70?@>A :;NG0 ?@8 >1@01>B:5 A2O78 " % { n a m e / } " 87 B01;8FK " % { I M B I T a b l e I d / } " . ;NG: [ 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 @568<5 V e r t i P a q . 5 C40;>AL 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 F8:;8G5A:CN A2O7L 4;O AAK;>G=KE 87<5@5=89, GB> =54>?CAB8<> 2 @568<5 V e r t i P a q ( " % { c y c l e / } " ) . 5 C40;>AL 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 87<5@5=8O<8 " % { s t a r t n a m e / } " 8 " % { e n d n a m e / } " , GB> =54>?CAB8<> 2 @568<5 V e r t i P a q . ~ ><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 @568<5 V e r t i P a q . u !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 @568<5 V e r t i P a q . @568<5 V e r t i P a q 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 / } " . q 7<5@5=85 " % { I M B I T a b l e I d / } " 4>;6=> 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. y 5 C40;>AL ?@5>1@07>20BL B8? 40==KE 4;O [ B01;8F0: " % { I M B I T a b l e I d / } " , AB>;15F: " % { I M B I C o l u m n I d / } " , 7=0G5=85: " % { v a l u e / } " ] . 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 M B I C o l u m n I d / } " 87<5@5=8O " % { I M B I T a b l e I d / } " , 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 " . s 7<5@5=85 " % { I M B I T a b l e I d / } " A>45@68B 2KG8A;O5<K9 AB>;15F " % { I M B I C o l u m n I d / } " , => =5 ?@82O70=> =8 : >4=>9 3@C??5 <5@. ] !8=B0:A8G5A:0O >H81:0 2 2KG8A;O5<>< AB>;1F5 " % { I M B I C o l u m n I d / } " 2 87<5@5=88 " % { I M B I T a b l e I d / } " . 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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>. \ 5 C40;>AL >1@01>B0BL 87<5@5=85 " % { n a m e / } " , ?>A:>;L:C C:070=> =54>AB0B>G=> 2=5H=8E ?@82O7>:. >;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 / } " . @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 / } " ?@>87>H;0 >H81:0: >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 / } " . [ 0A:0 A>E@0=5=8O= " 0 x % { m s k s a v e / } " ] [ !>AB>O=85 >1J5:B0 40==KE= " % { 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. [ !>AB>O=85 A5@25@0= " % { s e r v e r s t a t e / } " ] [ K7K20NI89 >1J5:B= " % { c a l l e r / } " ] [ !>AB>O=85 87<5@5=8O= " % { d i m s t a t e / } " ] [ !>AB>O=85 B01;8FK= " % { t a b l e s t a t e / } " ] . -B> 2=CB@5==OO >H81:0 A5@25@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. 7<5@5=85 " % { I M B I T a b l e I d / } " =5;L7O A>740BL 2 @568<5 V e r t i P a q , ?>A:>;L:C 2 =5< 7040=> =5A:>;L:> ?0@0<5B@>2 A>@B8@>2:8 8;8 O7K:>2KE =0AB@>5: 4;O @07;8G=KE 0B@81CB>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 / } " . PA !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 AB>;1F>< 2=5H=53> :;NG0 " % { f k t a b l e / } " [ % { f k c o l / } ] 8 AB>;1F>< ?5@28G=>3> :;NG0 " % { 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. PA 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 / } " ) . I 81;8>B5:0 M e t r o 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. l :=835 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) =5 =0945=> A>548=5=85, A>>B25BAB2CNI55 2=54@5==K< 40==K< P o w e r P i v o t . l :=835 E x c e l ( D09; " % { X L S X P a t h n a m e / } " ) ?>2@5645=> A>548=5=85, A>>B25BAB2CNI55 2=54@5==K< 40==K< P o w e r P i v o t . 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 . 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e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=858 >72@0I05B A@54=55 ( 0@8D<5B8G5A:>5) 2A5E G8A5; 2 AB>;1F5 c o l u m n : !B>;15F, A>45@60I89 G8A;0, 4;O :>B>@KE 2KG8A;O5BAO A@54=55; >72@0I05B A@54=55 ( 0@8D<5B8G5A:>5) 2A5E 7=0G5=89 2 AB>;1F5 c o l u m n = !B>;15F, A>45@60I89 7=0G5=8O, 4;O :>B>@KE 2KG8A;O5BAO A@54=558 >72@0I05B A@54=55 ( 0@8D<5B8G5A:>5) 2A5E G8A5; 2 AB>;1F5
e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=85' >4AG8BK205B :>;8G5AB2> G8A5; 2 AB>;1F5 c o l u m n !B>;15F, A>45@60I89 G8A;0* >4AG8BK205B :>;8G5AB2> 7=0G5=89 2 AB>;1F5 c o l u m n !B>;15F, A>45@60I89 7=0G5=8Oj >4AG8BK205B :>;8G5AB2> 7=0G5=89, ?>;CG5==KE 2 @57C;LB0B5 2KG8A;5=8O 2K@065=8O 4;O :064>9 AB@>:8 2 B01;8F5
e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=851 >4AG8BK205B :>;8G5AB2> ?CABKE 7=0G5=89 2 AB>;1F5 c o l u m n 0 !B>;15F, A>45@60I89 ?CABK5 7=0G5=8O 4;O ?>4AG5B0' >4AG8BK205B :>;8G5AB2> AB@>: 2 B01;8F5 t a b l e "01;8F0, A>45@60I0O AB@>:8j >4AG8BK205B :>;8G5AB2> 7=0G5=89, ?>;CG5==KE 2 @57C;LB0B5 2KG8A;5=8O 2K@065=8O 4;O :064>9 AB@>:8 2 B01;8F5
e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=85` >72@0I05B A0<>5 1>;LH>5 G8A;>2>5 7=0G5=85 2 AB>;1F5. "5:AB 8 ;>38G5A:85 7=0G5=8O =5 CG8BK20NBAO c o l u m n ? !B>;15F, 2 :>B>@>< >?@545;O5BAO A0<>5 1>;LH>5 G8A;>2>5 7=0G5=85R >72@0I05B A0<>5 1>;LH>5 7=0G5=85 2 AB>;1F5. #G8BK205B ;>38G5A:85 7=0G5=8O 8 B5:AB c o l u m n 6 !B>;15F, 2 :>B>@>< >?@545;O5BAO A0<>5 1>;LH>5 7=0G5=85r >72@0I05B A0<>5 1>;LH>5 G8A;>2>5 7=0G5=85, ?>;CG5==>5 2 @57C;LB0B5 2KG8A;5=8O 2K@065=8O 4;O :064>9 AB@>:8 B01;8FK
e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=85b >72@0I05B A0<>5 <0;5=L:>5 G8A;>2>5 7=0G5=85 2 AB>;1F5. "5:AB 8 ;>38G5A:85 7=0G5=8O =5 CG8BK20NBAO c o l u m n A !B>;15F, 2 :>B>@>< >?@545;O5BAO A0<>5 <0;5=L:>5 G8A;>2>5 7=0G5=85T >72@0I05B A0<>5 <0;5=L:>5 7=0G5=85 2 AB>;1F5. #G8BK205B ;>38G5A:85 7=0G5=8O 8 B5:AB c o l u m n 8 !B>;15F, 2 :>B>@>< >?@545;O5BAO A0<>5 <0;5=L:>5 7=0G5=85t >72@0I05B A0<>5 <0;5=L:>5 G8A;>2>5 7=0G5=85, ?>;CG5==>5 2 @57C;LB0B5 2KG8A;5=8O 2K@065=8O 4;O :064>9 AB@>:8 B01;8FK
e x p r e s s i o n 2 K@065=85, 2KG8A;O5<>5 4;O :064>9 AB@>:8 2 B01;8F5 t a b l e = "01;8F0, A>45@60I0O AB@>:8, 4;O :>B>@KE 2KG8A;O5BAO 2K@065=85 PA % { e r r o r / } % { e r r o r / } % { e r r o r / } ) H81:0 7028A8<>AB8 2 2KG8A;O5<>< AB>;1F5. H81:0 7028A8<>AB8 2 <5@5. 6 0?CI5=0 >1@01>B:0 2KG8A;O5<>3> AB>;1F0 " % { s t r N a m e / } " . 7 025@H5=0 >1@01>B:0 2KG8A;O5<>3> AB>;1F0 " % { s t r N a m e / } " . 2 0?CI5=0 >1@01>B:0 A2O78 A B01;8F59 " % { s t r N a m e / } " . 3 025@H5=0 >1@01>B:0 A2O78 A B01;8F59 " % { s t r N a m e / } " . 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. t 1=0@C65=K F8:;8G5A:85 7028A8<>AB8, 2 :>B>@KE CG0AB2CNB A;54CNI85 2KG8A;O5<K5 AB>;1FK, <5@K 8;8 A2O78: % { s t r C y c l e / } . % 5 C40;>AL =09B8 B01;8FC " % { t a b l e / } " . < 5 C40;>AL =09B8 AB>;15F " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . & 5 C40;>AL =09B8 AB>;15F " % { c o l u m n / } " . x $C=:F8O " % { f u n c t i o n / } " 8A?>;L7C5BAO 2 ;>38G5A:>< 2K@065=88, :>B>@>5 O2;O5BAO :@8B5@85< D8;LB@0 B01;8FK. -B> =54>?CAB8<>. K@065=85 A>45@68B =5A:>;L:> AB>;1F>2, >4=0:> 2 ;>38G5A:>< 2K@065=88, 8A?>;L7C5<>< 2 :0G5AB25 :@8B5@8O D8;LB@0 B01;8FK, <>65B 8A?>;L7>20BLAO B>;L:> >48= AB>;15F. ;>38G5A:>< 2K@065=88 =5 C:070= AB>;15F. 064>5 ;>38G5A:>5 2K@065=85, 8A?>;L7C5<>5 2 :0G5AB25 :@8B5@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 8;8 AF5=0@8O <=>3><5@=KE 2K@065=89. "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. b B5:CI5< :>=B5:AB5 =52>7<>6=> >?@545;8BL 7=0G5=85 4;O AB>;1F0 " % { c o l u m n / } " 2 B01;8F5 " % { t a b l e / } " . T MB>< 2K@065=88 8A?>;L7C5BAO =54>?CAB8<0O DC=:F8O, :>B>@0O =5 O2;O5BAO 8<5=5< <5@K. H B>@K< 0@3C<5=B>< DC=:F88 E A R L I E R 4>;6=> 1KBL ?>;>68B5;L=>5 F5;>5 G8A;>. PAR E A R L I E R / E A R L I E S T AAK;05BAO =0 1>;55 @0==89 :>=B5:AB AB@>:8, :>B>@K9 =5 ACI5AB2C5B. f 5@2K9 0@3C<5=B E A R L I E R / E A R L I E S T =5 O2;O5BAO 4>?CAB8<>9 AAK;:>9 =0 AB>;15F 2 ?@56=5< :>=B5:AB5 AB@>:8. 2 $C=:F88 E A R L I E R / E A R L I E S T =5 <>3CB 1KBL 2;>65==K<8. z !B>;15F " % { t a b l e / } [ % { c o l u m n / } ] " =5 ACI5AB2C5B 8;8 =5 CG0AB2C5B 2 A2O78 =8 A >4=>9 B01;8F59, 4>ABC?=>9 2 B5:CI5< :>=B5:AB5. P 6840;>AL 548=AB25==>5 7=0G5=85, >4=0:> ?5@540=0 B01;8F0 8;8 =5A:>;L:> 7=0G5=89. S K@065=85 4;O 2KG8A;O5<>9 <5@K " % { t a b l e / } [ % { c o l u m n / } ] " A>45@68B F8:;8G5A:CN AAK;:C. 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@. : 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 . 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<_locDefinition>
<_locDefault _loc="locNone"/>
Microsoft Analysis Services
10
50
0
RTM
Normal trace definition
Security Audit
0
Collection of database audit event classes.
1
Audit Login
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.
0
2
3
22
23
24
25
32
33
35
36
37
40
43
2
Audit Logout
Collects all new disconnect events since the trace was started, such as when a client issues a disconnect command.
0
2
4
5
6
23
25
32
33
35
36
37
40
43
4
Audit Server Starts And Stops
Records service shut down, start, and pause activities.
0
1
1
Instance Shutdown
2
Instance Started
3
Instance Paused
4
Instance Continued
2
22
23
24
42
43
18
Audit Object Permission Event
Records object permission changes.
11
12
13
14
15
22
23
24
25
28
32
33
35
36
37
39
40
41
42
43
19
Audit Admin Operations Event
Records server backup/restore/synchronize/attach/detach/imageload/imagesave.
1
1
Backup
2
Restore
3
Synchronize
4
Detach
5
Attach
6
ImageLoad
7
ImageSave
22
23
24
25
28
32
33
35
36
37
39
40
41
42
43
Progress Reports
0
Collection of events for progress reporting.
5
Progress Report Begin
Progress report begin.
0
1
1
Process
2
Merge
3
Delete
4
DeleteOldAggregations
5
Rebuild
6
Commit
7
Rollback
8
CreateIndexes
9
CreateTable
10
InsertInto
11
Transaction
12
Initialize
13
Discretize
14
Query
15
CreateView
16
WriteData
17
ReadData
18
GroupData
19
GroupDataRecord
20
BuildIndex
21
Aggregate
22
BuildDecode
23
WriteDecode
24
BuildDMDecode
25
ExecuteSQL
26
ExecuteModifiedSQL
27
Connecting
28
BuildAggsAndIndexes
29
MergeAggsOnDisk
30
BuildIndexForRigidAggs
31
BuildIndexForFlexibleAggs
32
WriteAggsAndIndexes
33
WriteSegment
34
DataMiningProgress
35
ReadBufferFullReport
36
ProactiveCacheConversion
37
Backup
38
Restore
39
Synchronize
40
Build Processing Schedule
41
Detach
42
Attach
43
Analyze\Encode Data
44
Compress Segment
45
Write Table Column
46
Relationship Build Prepare
47
Build Relationship Segment
48
Load
49
Metadata Load
50
Data Load
51
Post Load
52
Metadata traversal during Backup
53
VertiPaq
54
Hierarchy processing
2
3
7
8
11
12
13
14
15
25
28
32
33
39
40
41
42
43
6
Progress Report End
Progress report end.
0
1
1
Process
2
Merge
3
Delete
4
DeleteOldAggregations
5
Rebuild
6
Commit
7
Rollback
8
CreateIndexes
9
CreateTable
10
InsertInto
11
Transaction
12
Initialize
13
Discretize
14
Query
15
CreateView
16
WriteData
17
ReadData
18
GroupData
19
GroupDataRecord
20
BuildIndex
21
Aggregate
22
BuildDecode
23
WriteDecode
24
BuildDMDecode
25
ExecuteSQL
26
ExecuteModifiedSQL
27
Connecting
28
BuildAggsAndIndexes
29
MergeAggsOnDisk
30
BuildIndexForRigidAggs
31
BuildIndexForFlexibleAggs
32
WriteAggsAndIndexes
33
WriteSegment
34
DataMiningProgress
35
ReadBufferFullReport
36
ProactiveCacheConversion
37
Backup
38
Restore
39
Synchronize
40
Build Processing Schedule
41
Detach
42
Attach
43
Analyze\Encode Data
44
Compress Segment
45
Write Table Column
46
Relationship Build Prepare
47
Build Relationship Segment
48
Load
49
Metadata Load
50
Data Load
51
Post Load
52
Metadata traversal during Backup
53
VertiPaq
54
Hierarchy processing
2
3
4
5
6
7
8
9
10
11
12
13
14
15
22
23
24
25
28
32
33
39
40
41
42
43
7
Progress Report Current
Progress report current.
0
1
1
Process
2
Merge
3
Delete
4
DeleteOldAggregations
5
Rebuild
6
Commit
7
Rollback
8
CreateIndexes
9
CreateTable
10
InsertInto
11
Transaction
12
Initialize
13
Discretize
14
Query
15
CreateView
16
WriteData
17
ReadData
18
GroupData
19
GroupDataRecord
20
BuildIndex
21
Aggregate
22
BuildDecode
23
WriteDecode
24
BuildDMDecode
25
ExecuteSQL
26
ExecuteModifiedSQL
27
Connecting
28
BuildAggsAndIndexes
29
MergeAggsOnDisk
30
BuildIndexForRigidAggs
31
BuildIndexForFlexibleAggs
32
WriteAggsAndIndexes
33
WriteSegment
34
DataMiningProgress
35
ReadBufferFullReport
36
ProactiveCacheConversion
37
Backup
38
Restore
39
Synchronize
40
Build Processing Schedule
41
Detach
42
Attach
43
Analyze\Encode Data
44
Compress Segment
45
Write Table Column
46
Relationship Build Prepare
47
Build Relationship Segment
48
Load
49
Metadata Load
50
Data Load
51
Post Load
52
Metadata traversal during Backup
53
VertiPaq
54
Hierarchy processing
2
3
7
8
9
10
11
12
13
14
15
25
28
39
41
42
43
8
Progress Report Error
Progress report error.
0
1
1
Process
2
Merge
3
Delete
4
DeleteOldAggregations
5
Rebuild
6
Commit
7
Rollback
8
CreateIndexes
9
CreateTable
10
InsertInto
11
Transaction
12
Initialize
13
Discretize
14
Query
15
CreateView
16
WriteData
17
ReadData
18
GroupData
19
GroupDataRecord
20
BuildIndex
21
Aggregate
22
BuildDecode
23
WriteDecode
24
BuildDMDecode
25
ExecuteSQL
26
ExecuteModifiedSQL
27
Connecting
28
BuildAggsAndIndexes
29
MergeAggsOnDisk
30
BuildIndexForRigidAggs
31
BuildIndexForFlexibleAggs
32
WriteAggsAndIndexes
33
WriteSegment
34
DataMiningProgress
35
ReadBufferFullReport
36
ProactiveCacheConversion
37
Backup
38
Restore
39
Synchronize
40
Build Processing Schedule
41
Detach
42
Attach
43
Analyze\Encode Data
44
Compress Segment
45
Write Table Column
46
Relationship Build Prepare
47
Build Relationship Segment
48
Load
49
Metadata Load
50
Data Load
51
Post Load
52
Metadata traversal during Backup
53
VertiPaq
54
Hierarchy processing
2
3
4
5
7
8
9
10
11
12
13
14
15
22
24
25
28
39
41
42
43
Queries Events
0
Collection of events for queries.
9
Query Begin
Query begin.
0
1
0
MDXQuery
1
DMXQuery
2
SQLQuery
2
3
25
28
32
33
36
37
39
40
41
42
43
44
45
10
Query End
Query end.
0
1
0
MDXQuery
1
DMXQuery
2
SQLQuery
2
3
4
5
6
22
23
24
25
28
32
33
36
37
39
40
41
42
43
Command Events
0
Collection of events for commands.
15
Command Begin
Command begin.
0
1
0
Create
1
Alter
2
Delete
3
Process
4
DesignAggregations
5
WBInsert
6
WBUpdate
7
WBDelete
8
Backup
9
Restore
10
MergePartitions
11
Subscribe
12
Batch
13
BeginTransaction
14
CommitTransaction
15
RollbackTransaction
16
GetTransactionState
17
Cancel
18
Synchronize
19
Import80MiningModels
20
Attach
21
Detach
22
SetAuthContext
23
ImageLoad
24
ImageSave
10000
Other
2
3
8
25
28
32
33
36
37
39
40
41
42
43
44
45
16
Command End
Command end.
0
1
0
Create
1
Alter
2
Delete
3
Process
4
DesignAggregations
5
WBInsert
6
WBUpdate
7
WBDelete
8
Backup
9
Restore
10
MergePartitions
11
Subscribe
12
Batch
13
BeginTransaction
14
CommitTransaction
15
RollbackTransaction
16
GetTransactionState
17
Cancel
18
Synchronize
19
Import80MiningModels
20
Attach
21
Detach
22
SetAuthContext
23
ImageLoad
24
ImageSave
10000
Other
2
3
4
5
6
8
22
23
24
25
28
32
33
36
37
39
40
41
42
43
Errors and Warnings
2
Collection of events for server errors.
17
Error
Server error.
0
3
8
22
23
24
25
28
32
33
35
36
37
39
41
42
43
Discover Server State Events
0
Collection of events for server state discovers.
33
Server State Discover Begin
Start of Server State Discover.
0
1
1
DISCOVER_CONNECTIONS
2
DISCOVER_SESSIONS
3
DISCOVER_TRANSACTIONS
6
DISCOVER_DB_CONNECTIONS
7
DISCOVER_JOBS
8
DISCOVER_LOCKS
12
DISCOVER_PERFORMANCE_COUNTERS
13
DISCOVER_MEMORYUSAGE
14
DISCOVER_JOB_PROGRESS
15
DISCOVER_MEMORYGRANT
2
3
25
32
33
36
37
39
40
41
42
43
45
34
Server State Discover Data
Contents of the Server State Discover Response.
0
1
1
DISCOVER_CONNECTIONS
2
DISCOVER_SESSIONS
3
DISCOVER_TRANSACTIONS
6
DISCOVER_DB_CONNECTIONS
7
DISCOVER_JOBS
8
DISCOVER_LOCKS
12
DISCOVER_PERFORMANCE_COUNTERS
13
DISCOVER_MEMORYUSAGE
14
DISCOVER_JOB_PROGRESS
15
DISCOVER_MEMORYGRANT
2
3
25
39
41
42
43
35
Server State Discover End
End of Server State Discover.
0
1
1
DISCOVER_CONNECTIONS
2
DISCOVER_SESSIONS
3
DISCOVER_TRANSACTIONS
6
DISCOVER_DB_CONNECTIONS
7
DISCOVER_JOBS
8
DISCOVER_LOCKS
12
DISCOVER_PERFORMANCE_COUNTERS
13
DISCOVER_MEMORYUSAGE
14
DISCOVER_JOB_PROGRESS
15
DISCOVER_MEMORYGRANT
2
3
4
5
6
25
32
33
36
37
39
40
41
42
43
Discover Events
0
Collection of events for discover requests.
36
Discover Begin
Start of Discover Request.
0
1
0
DBSCHEMA_CATALOGS
1
DBSCHEMA_TABLES
2
DBSCHEMA_COLUMNS
3
DBSCHEMA_PROVIDER_TYPES
4
MDSCHEMA_CUBES
5
MDSCHEMA_DIMENSIONS
6
MDSCHEMA_HIERARCHIES
7
MDSCHEMA_LEVELS
8
MDSCHEMA_MEASURES
9
MDSCHEMA_PROPERTIES
10
MDSCHEMA_MEMBERS
11
MDSCHEMA_FUNCTIONS
12
MDSCHEMA_ACTIONS
13
MDSCHEMA_SETS
14
DISCOVER_INSTANCES
15
MDSCHEMA_KPIS
16
MDSCHEMA_MEASUREGROUPS
17
MDSCHEMA_COMMANDS
18
DMSCHEMA_MINING_SERVICES
19
DMSCHEMA_MINING_SERVICE_PARAMETERS
20
DMSCHEMA_MINING_FUNCTIONS
21
DMSCHEMA_MINING_MODEL_CONTENT
22
DMSCHEMA_MINING_MODEL_XML
23
DMSCHEMA_MINING_MODELS
24
DMSCHEMA_MINING_COLUMNS
25
DISCOVER_DATASOURCES
26
DISCOVER_PROPERTIES
27
DISCOVER_SCHEMA_ROWSETS
28
DISCOVER_ENUMERATORS
29
DISCOVER_KEYWORDS
30
DISCOVER_LITERALS
31
DISCOVER_XML_METADATA
32
DISCOVER_TRACES
33
DISCOVER_TRACE_DEFINITION_PROVIDERINFO
34
DISCOVER_TRACE_COLUMNS
35
DISCOVER_TRACE_EVENT_CATEGORIES
36
DMSCHEMA_MINING_STRUCTURES
37
DMSCHEMA_MINING_STRUCTURE_COLUMNS
38
DISCOVER_MASTER_KEY
39
MDSCHEMA_INPUT_DATASOURCES
40
DISCOVER_LOCATIONS
41
DISCOVER_PARTITION_DIMENSION_STAT
42
DISCOVER_PARTITION_STAT
43
DISCOVER_DIMENSION_STAT
44
MDSCHEMA_MEASUREGROUP_DIMENSIONS
2
3
25
28
32
33
36
37
39
40
41
42
43
45
38
Discover End
End of Discover Request.
0
1
0
DBSCHEMA_CATALOGS
1
DBSCHEMA_TABLES
2
DBSCHEMA_COLUMNS
3
DBSCHEMA_PROVIDER_TYPES
4
MDSCHEMA_CUBES
5
MDSCHEMA_DIMENSIONS
6
MDSCHEMA_HIERARCHIES
7
MDSCHEMA_LEVELS
8
MDSCHEMA_MEASURES
9
MDSCHEMA_PROPERTIES
10
MDSCHEMA_MEMBERS
11
MDSCHEMA_FUNCTIONS
12
MDSCHEMA_ACTIONS
13
MDSCHEMA_SETS
14
DISCOVER_INSTANCES
15
MDSCHEMA_KPIS
16
MDSCHEMA_MEASUREGROUPS
17
MDSCHEMA_COMMANDS
18
DMSCHEMA_MINING_SERVICES
19
DMSCHEMA_MINING_SERVICE_PARAMETERS
20
DMSCHEMA_MINING_FUNCTIONS
21
DMSCHEMA_MINING_MODEL_CONTENT
22
DMSCHEMA_MINING_MODEL_XML
23
DMSCHEMA_MINING_MODELS
24
DMSCHEMA_MINING_COLUMNS
25
DISCOVER_DATASOURCES
26
DISCOVER_PROPERTIES
27
DISCOVER_SCHEMA_ROWSETS
28
DISCOVER_ENUMERATORS
29
DISCOVER_KEYWORDS
30
DISCOVER_LITERALS
31
DISCOVER_XML_METADATA
32
DISCOVER_TRACES
33
DISCOVER_TRACE_DEFINITION_PROVIDERINFO
34
DISCOVER_TRACE_COLUMNS
35
DISCOVER_TRACE_EVENT_CATEGORIES
36
DMSCHEMA_MINING_STRUCTURES
37
DMSCHEMA_MINING_STRUCTURE_COLUMNS
38
DISCOVER_MASTER_KEY
39
MDSCHEMA_INPUT_DATASOURCES
40
DISCOVER_LOCATIONS
44
MDSCHEMA_MEASUREGROUP_DIMENSIONS
2
3
4
5
6
22
23
24
25
28
32
33
36
37
39
40
41
42
43
45
Notification Events
0
Collection of notification events.
39
Notification
Notification event.
0
1
0
Proactive Caching Begin
1
Proactive Caching End
2
Flight Recorder Started
3
Flight Recorder Stopped
4
Configuration Properties Updated
5
SQL Trace
6
Object Created
7
Object Deleted
8
Object Altered
9
Proactive Caching Polling Begin
10
Proactive Caching Polling End
11
Flight Recorder Snapshot Begin
12
Flight Recorder Snapshot End
13
Proactive Caching: notifiable object updated
14
Lazy Processing: start processing
15
Lazy Processing: processing complete
16
SessionOpened Event Begin
17
SessionOpened Event End
18
SessionClosing Event Begin
19
SessionClosing Event End
20
CubeOpened Event Begin
21
CubeOpened Event End
22
CubeClosing Event Begin
23
CubeClosing Event End
24
Transaction abort requested
2
3
4
5
10
11
12
13
14
15
25
28
32
33
39
40
41
42
43
45
40
User Defined
User defined Event.
0
1
2
10
25
28
32
33
39
40
41
42
43
Session Events
1
Collection of session events.
41
Existing Connection
Existing user connection.
2
3
25
32
33
35
36
37
41
43
42
Existing Session
Existing session.
2
3
5
6
25
28
32
33
35
36
37
40
41
42
43
45
43
Session Initialize
Session Initialize.
2
3
25
28
32
33
35
36
37
40
41
42
43
45
Locks
0
Collection of lock related events.
50
Deadlock
Metadata locks deadlock.
0
2
28
42
43
51
Lock timeout
Metadata lock timeout.
0
2
3
4
5
10
12
14
25
28
32
33
39
40
41
43
Query Processing
0
Collection of key events during the process of a query execution.
70
Query Cube Begin
Query cube begin.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
71
Query Cube End
Query cube end.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
72
Calculate Non Empty Begin
Calculate non empty begin.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
73
Calculate Non Empty Current
Calculate non empty current.
0
1
1
Get Data
2
Process Calculated Members
3
Post Order
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
74
Calculate Non Empty End
Calculate non empty end.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
75
Serialize Results Begin
Serialize results begin.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
76
Serialize Results Current
Serialize results current.
0
1
1
Serialize Axes
2
Serialize Cells
3
Serialize SQL Rowset
4
Serialize Flattened Rowset
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
77
Serialize Results End
Serialize results end.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
78
Execute MDX Script Begin
Execute MDX script begin.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
79
Execute MDX Script Current
Execute MDX script current.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
80
Execute MDX Script End
Execute MDX script end.
0
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
81
Query Dimension
Query dimension.
0
1
1
Cache data
2
Non-cache data
2
3
4
5
6
9
10
12
14
25
28
40
41
42
43
11
Query Subcube
Query subcube, for Usage Based Optimization.
0
1
1
Cache data
2
Non-cache data
3
Internal data
4
SQL data
11
Measure Group Structural Change
12
Measure Group Deletion
2
3
4
5
6
14
25
28
39
40
41
42
43
12
Query Subcube Verbose
Query subcube with detailed information. This event may have a negative impact on performance when turned on.
0
1
21
Cache data
22
Non-cache data
23
Internal data
24
SQL data
2
3
4
5
6
14
25
28
39
40
41
42
43
60
Get Data From Aggregation
Answer query by getting data from aggregation. This event may have a negative impact on performance when turned on.
0
2
3
4
5
6
14
25
28
39
40
41
42
43
61
Get Data From Cache
Answer query by getting data from one of the caches. This event may have a negative impact on performance when turned on.
0
1
1
Get data from measure group cache
2
Get data from flat cache
3
Get data from calculation cache
4
Get data from persisted cache
2
3
4
5
6
14
25
28
39
40
41
42
43
82
VertiPaq SE Query Begin
VertiPaq SE query
0
1
0
VertiPaq Scan
1
Tabular Query
10
VertiPaq Scan internal
11
Tabular Query internal
2
3
7
8
11
12
13
14
15
25
28
32
33
39
40
41
42
43
83
VertiPaq SE Query End
VertiPaq SE query
0
1
0
VertiPaq Scan
1
Tabular Query
10
VertiPaq Scan internal
11
Tabular Query internal
2
3
4
5
6
7
8
9
10
11
12
13
14
15
22
23
24
25
28
32
33
39
40
41
42
43
File Load and Save
0
Collection of events for file load and save operations reporting.
90
File Load Begin
File Load Begin.
0
2
3
7
8
11
12
13
14
25
28
36
39
42
43
91
File Load End
File Load End.
0
2
3
4
5
7
8
10
11
12
13
14
22
23
24
25
28
36
39
42
43
92
File Save Begin
File Save Begin.
0
2
3
7
8
11
12
13
14
25
28
36
39
42
43
93
File Save End
File Save End
0
2
3
4
5
7
8
10
11
12
13
14
22
23
24
25
28
36
39
42
43
94
PageOut Begin
PageOut Begin.
0
2
3
7
8
11
12
13
14
25
28
36
39
42
43
95
PageOut End
PageOut End
0
2
3
4
5
7
8
10
11
12
13
14
22
23
24
25
28
36
39
42
43
96
PageIn Begin
PageIn Begin.
0
2
3
7
8
11
12
13
14
25
28
36
39
42
43
97
PageIn End
PageIn End
0
2
3
4
5
7
8
10
11
12
13
14
22
23
24
25
28
36
39
42
43
0
1
EventClass
Event Class is used to categorize events.
false
false
false
1
1
EventSubclass
Event Subclass provides additional information about each event class.
true
false
false
2
5
CurrentTime
Time at which the event started, when available. For filtering, expected formats are 'YYYY-MM-DD' and 'YYYY-MM-DD HH:MM:SS'.
true
false
false
3
5
StartTime
Time at which the event started, when available. For filtering, expected formats are 'YYYY-MM-DD' and 'YYYY-MM-DD HH:MM:SS'.
true
false
false
4
5
EndTime
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'.
true
false
false
5
2
Duration
Amount of time (in milliseconds) taken by the event.
true
false
false
6
2
CPUTime
Amount of CPU time (in milliseconds) used by the event.
true
false
false
7
1
JobID
Job ID for progress.
true
false
false
8
8
SessionType
Session type (what entity caused the operation).
true
false
false
9
1
ProgressTotal
Progress total.
true
false
false
10
1
IntegerData
Integer data.
true
false
false
11
8
ObjectID
Object ID (note this is a string).
true
false
false
12
1
ObjectType
Object type.
true
false
false
13
8
ObjectName
Object name.
true
false
false
14
8
ObjectPath
Object path. A comma-separated list of parents, starting with the object's parent.
true
false
false
15
8
ObjectReference
Object reference. Encoded as XML for all parents, using tags to describe the object.
true
false
false
22
1
Severity
Severity level of an exception.
true
false
false
23
1
Success
1 = success. 0 = failure (for example, a 1 means success of a permissions check and a 0 means a failure of that check).
true
false
false
24
1
Error
Error number of a given event.
true
false
false
25
1
ConnectionID
Unique connection ID.
true
false
false
28
8
DatabaseName
Name of the database in which the statement of the user is running.
true
false
false
32
8
NTUserName
Windows user name.
true
true
false
33
8
NTDomainName
Windows domain to which the user belongs.
true
true
false
35
8
ClientHostName
Name of the computer on which the client is running. This data column is populated if the host name is provided by the client.
true
true
false
36
1
ClientProcessID
The process ID of the client application.
true
true
false
37
8
ApplicationName
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.
true
true
false
39
8
SessionID
Session GUID.
false
true
false
40
8
NTCanonicalUserName
User name in canonical form. For example, engineering.microsoft.com/software/someone.
true
true
false
41
1
SPID
Server process ID. This uniquely identifies a user session. This directly corresponds to the session GUID used by XML/A.
true
true
false
42
9
TextData
Text data associated with the event.
true
true
false
43
8
ServerName
Name of the server producing the event.
true
true
false
44
9
RequestParameters
Parameters for parameterized queries and commands.
true
true
false
45
9
RequestProperties
XMLA request properties.
true
true
false
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