$ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH  $7$),1$/ 3UHIHLWXUD 0XQLFLSDO GH 7ULXQIR 3UHIHLWXUD 0XQLFLSDO GH 7ULXQIR 3UHJmR (OHWU{QLFR   'DWDV5HOHYDQWHV 3XEOLFDGR ,QLFLRGH3URSRVWDV /LPLWHGH,PSXJQDomR )LQDOGH3URSRVWDV ,QLFLRGD6HVVmR       $OWHUDo}HVGH3UD]RV5HSXEOLFDo}HV ,QLFLRGH3URSRVWDV /LPLWHGH,PSXJQDomR )LQDOGH3URSRVWDV ,QLFLRGD6HVVmR $OWHUDGRHP $OWHUDGR3RU      9DOGDLU $OII %DUFHORV 3HGLGRVGH,PSXJQDomR 'DWD3HGLGR 3HGLGR 'DWD5HVSRVWD -XOJDPHQWR $UTXLYRV    1­2 (;,*Ç1&,$ '( 48$/,),&$d­2 7e&1,&$    'HIHULGR 3HGLGR 6DIUD   ,PSXJQDomR 7ULXQIR  56SGI -XOJDPHQWR 3(    -8/*$0(172 '( ,038*1$d­2SGI $ /,&,7$d­2 7(0 325 2%-(72 $ &2175$7$d­2 '( (035(6$ 3$5$ (/$%25$d­2 '( 129$ 3*9  3/$17$ *(1e5,&$ '( 9$/25(6 ( $78$/,=$d­2 '( /(*,6/$d­2 3(57,1(17( 75$7$6( '( 6(59,d2 7e&1,&2 (63(&,$/,=$'2 325 (66( 027,92 e 1(&(66È5,$ $ (;,*Ç1&,$ '( &$3$&,'$'( 7e&1,&$ &$3$&,'$'( 7e&1,&$ 23(5$&,21$/ '$ (035(6$ ( &$3$&,'$'( 7e&1,&$ 352),66,21$/ '2 5(63216$9e/ 7e&1,&2 'HIHULGR ,WHQV/LFLWDGRV &yGLJR 3URGXWR 95HIHUrQFLD 4WGH8QLGDGH 6LWXDomR  6(59,d26 7e&1,&26 (63(&,$/,=$'2681 +RPRORJDGR 'RFXPHQWRV$QH[DGRVDR3URFHVVR 'DWD 'RFXPHQWR  3UHJmR (OHWU{QLFR  3ODQWD *HQpULFD GH 9DORUHV  3(    5(7,),&$d­2SGI 0HQVDJHQV(QYLDGDVSHOR3UHJRHLUR 'DWD $VVXQWR )UDVH    5HSXEOLFDomR GR SURFHVVR    5HSXEOLFDomR FRQFOXtGD    5HSXEOLFDomR FRQFOXtGD $ UHSXEOLFDomR GR SURFHVVR IRL FRQFOXtGD    1HJRFLDomR DEHUWD SDUD R SURFHVVR  9RFr UHFHEHX XP QRYR SHGLGR GH QHJRFLDomR QR LWHP  GR SURFHVVR  $FHVVH R VHX DPELHQWH ORJDGR SDUD YHULILFDU RV GHWDOKHV    $JHQGDPHQWR GD GDWD OLPLWH GD IDVH GH QHJRFLDomR $ GDWD OLPLWH SDUD QHJRFLDomR IRL GHILQLGD SHOR SUHJRHLUR SDUD  jV     (QYLR GH 3URSRVWDV 5HDGHTXDGDV  $ GDWD OLPLWH GH HQYLR GH SURSRVWD UHDGHTXDGD SDUD R IRUQHFHGRU 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ IRL GHILQLGD SHOR SUHJRHLUR SDUD  jV  9HQFHGRUHV &yGLJR 3URGXWR )RUQHFHGRU 0RGHOR 0DUFD)DEULFDQWH 9DORUGH 5HIHUrQFLD 4XDQWLGDGH 9DORU7RWDO  6HUYLoRV WpFQLFRV HVSHFLDOL]DGRV 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ VHUYLFR VHUYLFR  $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH  'HFODUDo}HV2EULJDWyULDV 7tWXOR 'HFODUDomR 'HFODUDomR GH &RQKHFLPHQWR GR (GLWDO 'HFODUR SDUD RV GHYLGRV ILQV OHJDLV TXH FRQKHoR WRGDV DV UHJUDV GR HGLWDO EHP FRPR WRGRV RV UHTXLVLWRV GH KDELOLWDomR H TXH PLQKD SURSRVWD HVWi HP FRQIRUPLGDGH FRP DV H[LJrQFLDV GR LQVWUXPHQWR FRQYRFDWyULR 'HFODUDomR GH ,QH[LVWrQFLD GH ,PSHGLWLYRV 'HFODUR SDUD RV GHYLGRV ILQV OHJDLV HP FXPSULPHQWR DR H[LJLGR QR HGLWDO TXH DWp D SUHVHQWH GDWD LQH[LVWHP IDWRV LPSHGLWLYRV SDUD D KDELOLWDomR QR SUHVHQWH SURFHVVR OLFLWDWyULR FLHQWH GD REULJDWRULHGDGH GH GHFODUDU RFRUUrQFLDV SRVWHULRUHV 'HFODUDomR GH 1mR(PSUHJR GH 0HQRUHV 'HFODUR SDUD RV GHYLGRV ILQV OHJDLV FRQIRUPH R GLVSRVWR QR LQFLVR 9 GR DUW  GD /HL  GH  GH MXQKR GH  DFUHVFLGR SHOD /HL  GH  GH RXWXEUR GH  TXH QmR HPSUHJD PHQRU GH GH]RLWR DQRV HP WUDEDOKR QRWXUQR SHULJRVR RX LQVDOXEUH H QmR HPSUHJD PHQRU GH GH]HVVHLV DQRV 'HFODUDomR GH 9HUDFLGDGH 'HFODUR FXPSULU RV UHTXLVLWRV GH KDELOLWDomR H TXH DV GHFODUDo}HV LQIRUPDGDV VmR YHUtGLFDV FRQIRUPH SDUiJUDIRV ? H? GR DUW  GR GHFUHWR  $V GHFODUDo}HV VXSUDFLWDGDV IRUDP DFHLWDV SRU WRGRV RV SDUWLFLSDQWHV 3URSRVWDV(QYLDGDV 6HUYLoRVWpFQLFRVHVSHFLDOL]DGRV )RUQHFHGRU &13-&3) 'DWD 0RGHOR 0DUFD)DEULFDQWH4XDQWLGDGH /DQFH 9DORU7RWDO/&  *$5'(1 &2168/725,$ 352-(726 ( *(67­2 /7'$         5  5  6LP /tGHU (QJHQKDULD H *HVWmR GH &LGDGHV /7'$      3UySULR 3UySULD  5  5  6LP 'U] *HRWHFQRORJLD H &RQVXOWRULD 6V /WGD      3UySULR 3UySULR  5  5  6LP &/('621 /,0$ $/0(,'$      35235,$ 35235,$  5  5  6LP *$866 *(27(&12/2*,$ ( (1*(1+$5,$ /7'$      3*9 &DOF 3*9 &DOF  5  5  6LP 6&6 $VVHVVRULD H &RQVXOWRULD /WGD      6&6 $66(6625,$ ( &2168/725,$ /7'$ 6&6 $66(6625,$ ( &2168/725,$ /7'$  5  5  6LP 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$      VHUYLFR VHUYLFR  5  5  6LP 3$+(1%5$&$5 (1*(1+$5,$ /7'$      35Ï35,2 35Ï35,2 5 5 6LP 9DOLGDGHGDV3URSRVWDV )RUQHFHGRU &3)&13- 9DOLGDGH FRQIRUPHHGLWDO 'U] *HRWHFQRORJLD H &RQVXOWRULD 6V /WGD   GLDV 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$   GLDV 6&6 $VVHVVRULD H &RQVXOWRULD /WGD   GLDV *$866 *(27(&12/2*,$ ( (1*(1+$5,$ /7'$   GLDV *$5'(1 &2168/725,$ 352-(726 ( *(67­2 /7'$   GLDV /tGHU (QJHQKDULD H *HVWmR GH &LGDGHV /7'$   GLDV &/('621 /,0$ $/0(,'$   GLDV 3$+(1%5$&$5 (1*(1+$5,$ /7'$  GLDV /DQFHV(QYLDGRV 6HUYLoRVWpFQLFRVHVSHFLDOL]DGRV 'DWD 9DORU&13- 6LWXDomR     SURSRVWD   /tGHU (QJHQKDULD H *HVWmR GH &LGDGHV /7'$ 9iOLGR     SURSRVWD   'U] *HRWHFQRORJLD H &RQVXOWRULD 6V /WGD 9iOLGR     SURSRVWD   *$5'(1 &2168/725,$ 352-(726 ( *(67­2 /7'$ 9iOLGR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH      SURSRVWD   &/('621 /,0$ $/0(,'$ &DQFHODGR  7HQGR HP YLVWD D PDQLIHVWDomR GD HPSUHVD TXH ODQoRX SURSRVWD LQH[HTXLYHO GHVFODVVLILFR D SURSRVWD GD PHVPD       SURSRVWD   *$866 *(27(&12/2*,$ ( (1*(1+$5,$ /7'$ 9iOLGR     SURSRVWD   6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR     SURSRVWD   3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR     SURSRVWD   6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       *$5'(1 &2168/725,$ 352-(726 ( *(67­2 /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       'U] *HRWHFQRORJLD H &RQVXOWRULD 6V /WGD 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       *$5'(1 &2168/725,$ 352-(726 ( *(67­2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       *$866 *(27(&12/2*,$ ( (1*(1+$5,$ /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD &DQFHODGR          6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH        6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH        3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6&6 $VVHVVRULD H &RQVXOWRULD /WGD 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH        6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH        3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR       6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR       3$+(1%5$&$5 (1*(1+$5,$ /7'$ 9iOLGR     6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ 9iOLGR 'RFXPHQWRVGRV)RUQHFHGRUHV )RUQHFHGRU 'DWD+RUD (QYLDGRSRU 1~PHUR ÏUJmRGH ([SHGLomR 'DWDGH ([SHGLomR 'WGH9DOLGDGH$UTXLYR &/('621 /,0$ $/0(,'$    &/('621 /,0$ $/0(,'$     'RFXPHQWRV GH KDELOLWDomR FRQIRUPH HGLWDO DUTXLYR ~QLFR 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$   )DEUtFLR 9HUJDUD 0RWD    'RFXPHQWRV GH KDELOLWDomR FRQIRUPH HGLWDO DUTXLYR ~QLFR ,QDELOLWDGRV 'DWD )RUQHFHGRU &13- 'HWDOKH    &/('621 /,0$ $/0(,'$  ,WHP   6HUYLoRV WpFQLFRV HVSHFLDOL]DGRV 'HVFODVVLILFDomR 7HQGR HP YLVWD D PDQLIHVWDomR GD HPSUHVD TXH ODQoRX SURSRVWD LQH[HTXLYHO GHVFODVVLILFR D SURSRVWD GD PHVPD ,QWHQo}HVGH5HFXUVR5HFXUVRVH&RQWUDUUD]}HV 3UD]RV ,QWHQomRGH5HFXUVR 5HFXUVR &RQWUDUUD]mR      $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH  &KDW 'DWD $SHOLGR )UDVH    6LVWHPD 2 3UHJRHLUR DGLFLRQRX R DUTXLYR 3(    5(7,),&$d­2SGI HP  jV     6LVWHPD 2 SURFHVVR IRL UHSXEOLFDGR HP  jV     6LVWHPD 2 3UHJRHLUR DGLFLRQRX R DUTXLYR 3(    -8/*$0(172 '( ,038*1$d­2SGI HP  jV     6LVWHPD 2 SURFHVVR HVWi HP IDVH GH DQiOLVH GDV SURSRVWDV    6LVWHPD $V SURSRVWDV IRUDP DQDOLVDGDV H R SURFHVVR IRL DEHUWR    6LVWHPD &RQIRUPH $UW  GR 'HFUHWR  GH TXH WUDWD R LQFLVR , GR FDSXW GR DUW  1R PRGR GH GLVSXWD DEHUWR D HWDSD GH HQYLR GH ODQFHV QD VHVVmR S~EOLFD GXUDUi GH] PLQXWRV H DSyV LVVR VHUi SURUURJDGD DXWRPDWLFDPHQWH SHOR VLVWHPD TXDQGR KRXYHU ODQFH RIHUWDGR QRV ~OWLPRV GRLV PLQXWRV GR SHUtRGR GH GXUDomR GD VHVVmR S~EOLFD    6LVWHPD 2 SURFHVVR XWLOL]D R LQWHUYDOR GH ODQFHV GH   6H R ODQFH IRU LQIHULRU DR OLPLWH PtQLPR R LQWHUYDOR VHUi GHVFRQVLGHUDGR    6LVWHPD &RQIRUPH R DUWLJR ? GD LQVWUXomR QRUPDWLYD Q?  GH  GH RXWXEUR GH  R LQWHUYDOR HQWUHRV ODQFHV HQYLDGRV SHOR PHVPR OLFLWDQWH QmR SRGHUi VHU LQIHULRU D  VHJXQGRV H R LQWHUYDOR HQWUH RV ODQFHV GRV SDUWLFLSDQWHV QmR SRGHUi VHU LQIHULRU D  VHJXQGRV    6LVWHPD 2 LWHP  IRL DEHUWR SHOR SUHJRHLUR    6LVWHPD 2 LWHP  WHP HPSUHVDV EHQHILFLDGDV SHOD /&  HP VXD GLVSXWD    6LVWHPD )RL VROLFLWDGR R FDQFHODPHQWR GR ODQFH GH 5  SDUD R LWHP  SHOR IRUQHFHGRU UHVSRQViYHO SHOR VHX UHJLVWUR    6LVWHPD 2 SHGLGR GH FDQFHODPHQWR GR ODQFH GH 5  SDUD R LWHP  IRL DSURYDGR SHOR SUHJRHLUR    6LVWHPD 2 LWHP  IRL HQFHUUDGR    6LVWHPD 2 LWHP  WHYH FRPR DUUHPDWDQWH &/('621 /,0$ $/0(,'$  0( FRP ODQFH GH 5     6LVWHPD ,QLFLDGD D IDVH GH QHJRFLDomR FRQIRUPH GHFUHWR  DUW     6LVWHPD $ GDWD OLPLWH SDUD QHJRFLDomR IRL GHILQLGD SHOR SUHJRHLUR SDUD  jV     3UHJRHLUR 6HQKRU OLFLWDQWH DEHUWR SUD]R GH QHJRFLDomR SDUD SRVVLELOLWDU D HPSUHVD DUUHPDWDQWH RIHUWDU PHOKRU ODQFH    ) &/('621 /,0$ $/0(,'$ 1HJRFLDomR ,WHP  %RP GLD 6U 3UHJRHLUD ,QIRUPR TXH R YDORU TXH R YDORU FDGDVWUDGR KRXYH XP HUUR GH GLJLWDomR R YDORU FRUUHWR VHULD 5     6LVWHPD 2 SUD]R GH QHJRFLDomR IRL HQFHUUDGR SHOR SUHJRHLUR    6LVWHPD 2 IRUQHFHGRU &/('621 /,0$ $/0(,'$ IRL GHVFODVVLILFDGR SDUD R LWHP  SHOR SUHJRHLUR    6LVWHPD 0RWLYR 7HQGR HP YLVWD D PDQLIHVWDomR GD HPSUHVD TXH ODQoRX SURSRVWD LQH[HTXLYHO GHVFODVVLILFR D SURSRVWD GD PHVPD    6LVWHPD 2 LWHP  WHP FRPR QRYR DUUHPDWDQWH 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ FRP ODQFH GH 5     6LVWHPD )RL DEHUWD QHJRFLDomR SDUD R LWHP  2 SUD]R p DWp jV  GR GLD     6LVWHPD 0RWLYR $EHUWR R SUD]R GH QHJRFLDomR SDUD SRVVLELOLWDU D HPSUHVD DUUHPDWDQWH HP RIHUWDU PHOKRU ODQFH    ) 6$)5$ 3/$1(-$0(17 1HJRFLDomR ,WHP  1mR WHPRV FRPR PHOKRUDU R ODQFH    3UHJRHLUR 6HQKRU OLFLWDQWH IDYRU DQH[DU D SURSRVWD UHDGHTXDGD MXQWR DR VLVWHPD    ) 6$)5$ 3/$1(-$0(17 1HJRFLDomR ,WHP  1mR ORFDOL]DPRV RQGH HVWi GLVSRQLYHO SDUD DQH[DU D SURSRVWD UHDGHTXDGD QR VLVWHPD    3UHJRHLUR 9RD HIHWXDU R DJHQGDPHQWR GD SURSRVWD QR VLVWHPD    6LVWHPD )RL HQFHUUDGD D QHJRFLDomR SDUD R LWHP     6LVWHPD 0RWLYR 7HQGR HP YLVWD D PDQLIHVWDomR GD HPSUHVD DUUHPDWDQWH    6LVWHPD $ GDWD OLPLWH GH HQYLR GH SURSRVWD UHDGHTXDGD SDUD R IRUQHFHGRU 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ IRL GHILQLGD SHOR SUHJRHLUR SDUD  jV     6LVWHPD 2 IRUQHFHGRU 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$ HQYLRX XPD QRYD SURSRVWD UHDGHTXDGD H XP QRYR DUTXLYR SDUD R LWHP     6LVWHPD 3DUD R LWHP  IRL KDELOLWDGR H GHFODUDGR YHQFHGRU R IRUQHFHGRU 6$)5$ 3/$1(-$0(172 ( *(67$2 /7'$    6LVWHPD $ GDWD OLPLWH GH LQWHQomR GH UHFXUVRV IRL GHILQLGD SHOR SUHJRHLUR SDUD  jV     6LVWHPD $ VHVVmR IRL ILQDOL]DGD H R SURFHVVR IRL HQFDPLQKDGR SDUD DGMXGLFDomR    6LVWHPD 2 LWHP  IRL DGMXGLFDGR SRU 9DOGDLU $OII %DUFHORV   6LVWHPD 2 ,WHP  IRL KRPRORJDGR SRU 085,/2 0$&+$'2 6,/9$ 9DOGDLU $OII %DUFHORV 3UHJRHLUR $ DXWHQWLFLGDGH GR GRFXPHQWR SRGH VHU YHULILFDGD QR VLWH KWWSVYDOLGDDUTXLYRSRUWDOGHFRPSUDVSXEOLFDVFRPEU 'RFXPHQWR JHUDGR HOHWURQLFDPHQWH QR 3RUWDO GH &RPSUDV 3~EOLFDV HP  jV  &yGLJR YHULILFDGRU )' 3iJLQD  GH  &$5/26 +(15,48( 9,(,5$ &(=,0%5$ $SRLR &/$8',2 52%(572 (+/(56 $SRLR &5,67,$1( 2/,9(,5$ '26 6$1726 $SRLR