University Press of Florida

Introductory Statistics

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Title:
Introductory Statistics
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Book
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English
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OpenStax College
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OpenStax College
Rice University
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Houston, TX
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University Press of Florida
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University Press of Florida
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This item is licensed with the Creative Commons Attribution License. This license lets others distribute, remix, tweak, and build upon this work, even commercially, as long as they credit the author for the original creation.
Resource Identifier:
isbn-10 - 1938168208
isbn-13 - 978-1-938168-20-8
System ID:
AA00026953:00001


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Full Text

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Introductory Statistics

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OpenStax College Rice University 6100 Main Street MS380 Houston, Texas 77005 To learn more about OpenStax College, visit http://openstaxcollege.org Individual print copies and bulk orders can be purchased through our website. 2013 Rice University. Textbook content produced by OpenStax College is licensed under a Creative Commons Attribution 3.0 Unported License. Under this license, any user of this textbook or the textb ook contents herein must provide proper attribution as follows: If you redistribute this textbook in a digital format (including but not limited to EPUB, PDF, and HTML), then you must retai n on every page the following attribution: Download for free at http://cnx.org/content/col11562 /latest/. If you redistribute this textbook in a print format, then you must include on every physical page the following attribution: Download for free at http://cnx.org/content/col11562 /latest/. If you redistribute part of this textbook, then you must retain in every digital format page view (including but not limited to EPUB, PDF, and HTML) and on ever y physical printed page the following attribution: Download for free at http://cnx.org/content/col11562 /latest/. If you use this textbook as a bibliographic reference, then you should cite it as follows: OpenStax College, Introductory Statistics OpenStax College. 19 September 2013 < http://cnx.org/content/col11 562/latest/> For questions regarding this licensing, please contact partners @openstaxcollege.org Trademarks The OpenStax College name, OpenStax College logo, OpenStax College book covers, OpenStax CNX name, and OpenStax CNX logo are registered trademarks of Rice University. All rights reserved. Any of the trademarks, service marks, collective marks, design rights, or similar rights that are mentioned, used, or cited in OpenStax College, OpenStax CNX, or OpenStax CNXs site s are the property of their respective owners. ISBN 10 1938168208 ISBN 13 9781 9381682 0 8 Revision S T 1 000RS

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OpenStax College OpenStax College is a non profit organization committed to improving student access to quality learning materials. Our free textbooks are developed and peer reviewed by educators to ensure they are readable, accurate, and meet the scope and sequence requirements of modern college courses Through our partnerships with companies and foundations committed to r educing costs for students, OpenStax College is working to improve access to higher education for all. OpenStax CNX The technology platform supporting OpenStax College is OpenStax CNX ( http://cnx.org ), one of the worlds first and largest open education projects. OpenStax CNX provides students with free online and low cost print editions of the OpenStax College library and provides instructors with tools to customize the content so that they can have the perfect book for their course. Rice University OpenStax College and OpenStax CNX are initiative s of Rice University. As a leading research university with a distinctive commitment to undergraduate education, Rice University aspires to path breaking r esearch, unsurpassed teaching, and contributions to the betterment of our world. It seeks to fulfill this mission by cultivating a diverse community of learning and discovery that produces leaders across the spectrum of human endeavor. Foundation Support OpenStax College is grateful for the tremendous support of our sponsors. Without their strong engagement, the goal of free ac cess to highquality textbooks would remain just a dream. Laura and John Arnold Foundation (LJAF) actively seeks opportunities to invest in organizations and thought leaders that have a sincere interest in implementing fundamental changes that not only yield immediate gains, but also repair broken systems for future generations. LJAF currently focuses its strat egic investments on education, criminal justice, research integrity, and public accountability The William and Flora Hewlett Foundation has been making grants since 1967 to help solve social and environmental problems at home and around the world. The Foundation concentrates its resources on activities in educatio n, the environment, global development and population, performing arts, and philanthropy, and makes grants to support disadvantaged communities in the San Francisco Bay Area. Guided by the belief that every life has equal value, the Bill & Melinda Gates Foundation works to help al l people lead healthy, productive lives. In developing countries, it focuses on improving peoples health with vaccines and other life saving tools and giving them the chance to lift themselves out of hunger and extreme poverty. In the United States, it se eks to significantly improve education so that all young people have the opportunity to reach their full potential. Based in Seattle, Washington, the foundation is led by CEO Jeff Raikes and Co chair William H. Gates Sr., under the direction of Bill and Me linda Gates and Warren Buffett. The Maxfield Foundation supports projects with potential for high impact in science, education, sustainability, and other areas of social importance. Our mission at the Twenty Million Minds Foundation is to grow access and success by eliminating unnecessary hurdles to affordability. We support the creation, sharing, and proliferation of more effective, more affordable educational content by leveraging disruptive technologies, open educational resources, and new models for collaboration between for profit, nonprofit, and public entities.

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= (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > 0M@UDQ@FDrGNVL@MXCD@KDQRGHORVNTKCVDDWODBSGDQSNG@UDSNB@KKTMSHKRGDEHMCRNMDSG@SG@RSGDB@Q ? 'HMCSGDOQNA@AHKHSXSG@SRGDLTRSB@KK@SLNRSENTQCD@KDQRGHOR @ 'HMCSGDOQNA@AHKHSXSG@SRGDLTRSB@KKSGQDDNQENTQCD@KDQRGHOR 4TOONRDSG@SSGDOQNA@AHKHSXSG@S@M@CTKSHM"LDQHB@VHKKV@SBGSGD4TODQ#NVKHR&@BGODQRNMHRBNMRHCDQDC HMCDODMCDMS8D@QDHMSDQDRSDCHMSGDMTLADQNE@CTKSRHM"LDQHB@VDLTRSRTQUDXTMSHKVDEHMCNMDVGNVHKKV@SBGSGD 4TODQ#NVK ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > )NVL@MX@CTKSRHM"LDQHB@CNXNTDWODBSSNRTQUDXTMSHKXNTEHMCNMDVGNVHKKV@SBGSGD4TODQ#NVK ? 'HMCSGDOQNA@AHKHSXSG@SXNTLTRS@RJRDUDMODNOKD @ 'HMCSGDOQNA@AHKHSXSG@SXNTLTRS@RJSGQDDNQENTQODNOKD *SG@RADDMDRSHL@SDCSG@SNMKX@ANTSNE$@KHENQMH@QDRHCDMSRG@UD@CDPT@SDD@QSGPT@JDRTOOKHDR4TOONRDVD @QDHMSDQDRSDCHMSGDMTLADQNE$@KHENQMH@QDRHCDMSRVDLTRSRTQUDXTMSHKVDEHMC@QDRHCDMSVGNCNDR DEJ G@UD@CDPT@SD D@QSGPT@JDRTOOKHDR ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > 8G@SHRSGDOQNA@AHKHSXSG@SVDLTRSRTQUDXITRSNMDNQSVNQDRHCDMSRTMSHKVDEHMC@$@KHENQMH@QDRHCDMSVGNCNDR MNSG@UD@CDPT@SDD@QSGPT@JDRTOOKHDR ? 8G@SHRSGDOQNA@AHKHSXSG@SVDLTRSRTQUDX@SKD@RSSGQDD$@KHENQMH@QDRHCDMSRTMSHKVDEHMC@$@KHENQMH@QDRHCDMS VGNCNDRMNSG@UD@CDPT@SDD@QSGPT@JDRTOOKHDR @ )NVL@MX$@KHENQMH@QDRHCDMSRCNXNTDWODBSSNMDDCSNRTQUDXTMSHKXNTEHMC@$@KHENQMH@QDRHCDMSVGN :E;IDEJ G@UD@CDPT@SDD@QSGPT@JDRTOOKHDR A )NVL@MX$@KHENQMH@QDRHCDMSRCNXNTDWODBSSNMDDCSNRTQUDXTMSHKXNTEHMC@$@KHENQMH@QDRHCDMSVGN :E;I G@UD@CDPT@SDD@QSGPT@JDRTOOKHDR *MNMDNEHSR4OQHMFB@S@KNFRr--#D@M_@CUDQSHRDCENNSVD@QNMNEHSRB@S@KNFO@FDR4TOONRDVDQ@MCNLKX RTQUDXO@FDR8D@QDHMSDQDRSDCHMSGDMTLADQNEO@FDRSG@S@CUDQSHRDENNSVD@Q&@BGO@FDL@XADOHBJDCLNQDSG@M NMBD ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n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tDUDMS NBBTQRn ^ G OQNA@AHKHSXNEE@HKTQDtDUDMS CNDRMNSNBBTQn ; 8QHSDSGDCDRBQHOSHNMNESGDQ@MCNLU@QH@AKD 1 < 8G@S@QDSGDU@KTDRSG@S 1 B@MS@JDNM = 'HMCSGDU@KTDRNE F @MC G > 'HMCSGDOQNA@AHKHSXSG@SSGDEHQRSNBBTQQDMBDNEDUDMS tQNKKHMF@ENTQNQEHUDnHRNMSGDRDBNMCSQH@K &KKDMG@RLTRHBOQ@BSHBDSGQDDC@XR@VDDJ4GDOQ@BSHBDRENQ@KKNESGDSGQDDC@XRNESGDSHLDrSVNC@XRNESGD SHLDrNMDC@XNESGDSHLDr@MCMNC@XRNESGDSHLDMDVDDJHRRDKDBSDC@SQ@MCNLG@SU@KTDRCNDR 1 S@JDNM 5GD8NQKC#@MJQDBNQCRSGDOQDU@KDMBDNE)*7HMBNTMSQHDR@QNTMCSGDVNQKC"BBNQCHMFSNSGDHQC@S@rp1QDU@KDMBDNE )*7QDEDQRSNSGDODQBDMS@FDNEODNOKD@FDRSNVGN@QDHMEDBSDCVHSG)*7q <= *M4NTSG"EQHB@rSGDOQDU@KDMBDNE)*7 HR-DS 1 SGDMTLADQNEODNOKDXNTSDRSTMSHKXNTEHMC@ODQRNMHMEDBSDCVHSG)*7 ; 4JDSBG@FQ@OGNESGDCHRSQHATSHNMNESGDCHRBQDSDQ@MCNLU@QH@AKD 1 < 8G@SHRSGDOQNA@AHKHSXSG@SXNTLTRSSDRSODNOKDSNEHMCNMDVHSG)*7 = 8G@SHRSGDOQNA@AHKHSXSG@SXNTLTRS@RJSDMODNOKD "' /3$1U#(2"1$3$ -#., 1( !+$2 3BCM=IHN?HNCM;P;CF;
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> 'HMCSGDtHnLD@M@MCtHHnRS@MC@QCCDUH@SHNMNESGDCHRSQHATSHNMNE 1 "BBNQCHMFSN@QDBDMS1DV3DRD@QBGONKKrNELHKKDMH@KRtODNOKDANQMADSVDDM@MCnG@UD@OQNEHKDNM @RNBH@KMDSVNQJHMFRHSD-DS 1 SGDMTLADQNELHKKDMH@KRXNT@RJTMSHKXNTEHMC@ODQRNMVHSGNTS@OQNEHKDNM@RNBH@K MDSVNQJHMFRHSD ; %DRBQHADSGDCHRSQHATSHNMNE 1 < 'HMCSGDtHnLD@M@MCtHHnRS@MC@QCCDUH@SHNMNE 1 = 8G@SHRSGDOQNA@AHKHSXSG@SXNTLTRS@RJSDMODNOKDSNEHMCNMDODQRNMVHSGNTS@RNBH@KMDSVNQJHMFRHSD > 8G@SHRSGDOQNA@AHKHSXSG@SXNTLTRS@RJODNOKDSNEHMCNMDODQRNMVHSGNTS@RNBH@KMDSVNQJHMFRHSD ? 8G@SHRSGDOQNA@AHKHSXSG@SXNTLTRS@RJ 7JCEIJ EHUDODNOKD &SJ?LA?IG?NLC="CMNLC )NVL@MXGNSNJ@M,@Q@SDRSTCDMSRCNVDDWODBSSNADHMSG@SEHQRSCDLNMRSQ@SHNM *MNMDNEHSR4OQHMFB@S@KNFRr--#D@M_@CUDQSHRDCENNSVD@QNMNEHSRB@S@KNFO@FDR4TOONRDVDQ@MCNLKX RTQUDXO@FDR8D@QDHMSDQDRSDCHMSGDMTLADQNEO@FDRSG@S@CUDQSHRDENNSVD@Q&@BGO@FDL@XADOHBJDC@SLNRSNMBD ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > )NVL@MXO@FDRCNXNTDWODBSSN@CUDQSHRDENNSVD@QNMSGDL ? $@KBTK@SDSGDRS@MC@QCCDUH@SHNM 4TOONRDSG@S@SDBGMNKNFXS@RJENQBDHRADHMFENQLDCSNRSTCXSDBGMNKNFX@V@QDMDRR@LNMFHMRSQTBSNQR"RRTLDSG@S SDMODNOKDVHKKADQ@MCNLKXBGNRDMSNADNMSGDBNLLHSSDDEQNL@FQNTONEUNKTMSDDQRrVGN@QDSDBGMHB@KKXOQNEHBHDMS @MCDHFGSVGN@QDMNSD@QDHMSDQDRSDCHMSGDMTLADQNMSGDBNLLHSSDDVGN@QD DEJ SDBGMHB@KKXOQNEHBHDMS ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > )NVL@MXHMRSQTBSNQRCNXNTDWODBSNMSGDBNLLHSSDDVGN@QD DEJ SDBGMHB@KKXOQNEHBHDMS ? 'HMCSGDOQNA@AHKHSXSG@S@SKD@RSEHUDNMSGDBNLLHSSDD@QDMNSSDBGMHB@KKXOQNEHBHDMS @ 'HMCSGDOQNA@AHKHSXSG@S@SLNRSSGQDDNMSGDBNLLHSSDD@QDMNSSDBGMHB@KKXOQNEHBHDMS 4TOONRDSG@SMHMD.@RR@BGTRDSSR@SGKDSDR@QDRBGDCTKDCSN@OOD@Q@S@BG@QHSXADMDEHS5GDMHMD@QDQ@MCNLKXBGNRDM EQNLDHFGSUNKTMSDDQREQNLSGD#NRSNM$DKSHBR@MCENTQUNKTMSDDQREQNLSGD/DV&MFK@MC1@SQHNSR8D@QDHMSDQDRSDCHMSGD MTLADQNE@SQHNSROHBJDC ; *MVNQCRrCDEHMDSGDQ@MCNLU@QH@AKD 1 < -HRSSGDU@KTDRSG@S 1 L@XS@JDNM = (HUDSGDCHRSQHATSHNMNE 1 1 ]?????t?????r?????n > "QDXNTBGNNRHMFSGDMHMD@SGKDSDRVHSGNQVHSGNTSQDOK@BDLDMS "AQHCFDG@MCHRCDEHMDC@RB@QCRRDKDBSDC@SQ@MCNL@MCVHSGNTSQDOK@BDLDMSEQNL@CDBJNEB@QCR*M@RS@MC@QC CDBJNEB@QCRrSGDQD@QDB@QCREQNLD@BGRTHSGD@QSRrRO@CDRrBKTARr@MCCH@LNMCR8G@SHRSGDOQNA@AHKHSXNEADHMFCD@KS @G@MCSG@SCNDRMNSBNMS@HM@GD@QS ; 8G@SHRSGDFQNTONEHMSDQDRS < )NVL@MX@QDHMSGDFQNTONEHMSDQDRS = )NVL@MX@QDHMSGDNSGDQFQNTO > -DS 1 ?????????G@SU@KTDRCNDR 1 S@JDNM ? 5GDOQNA@AHKHSXPTDRSHNMHR ) t???????n @ 'HMCSGDOQNA@AHKHSXHMPTDRSHNM A 'HMCSGDtHnLD@M@MCtHHnRS@MC@QCCDUH@SHNMNE 1 .ICMMIH"CMNLC
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r "MTMJMNVMCHRSQHATSHNMG@R@LD@MNE@MC@RS@MC@QCCDUH@SHNMNEDHFGS"R@LOKDRHYDNEHRCQ@VM Q@MCNLKXEQNLSGDONOTK@SHNM'HMCSGDOQNA@AHKHSXSG@SSGDRTLNESGDU@KTDRHRLNQDSG@Mr 5NEHMCODQBDMSHKDRENQRTLRNMSGDB@KBTK@SNQrENKKNVSGDRDRSDOR MC %*4S3 HMU/NQL A HMU/NQLt@QD@SNSGDKDESNE A rtDntLD@Mnr tRS@MC@QCCDUH@SHNMnn VGDQD ^ A HRSGD A SG F;H9;DJ?B; ^ C;7D HRSGDLD@MNESGDNQHFHM@KCHRSQHATSHNM ^ IJ7D:7H::;L?7J?ED HRSGDRS@MC@QCCDUH@SHNMNESGDNQHFHM@KCHRSQHATSHNM ^ I7CFB;I?P; D $R;GJF? *M@QDBDMSRSTCXQDONQSDC0BSrNMSGD'KTQQX#KNFrSGDLD@M@FDNES@AKDSTRDQRHRXD@QR4TOONRDSGD RS@MC@QCCDUH@SHNMHRXD@QRGDR@LOKDNERHYDHR @8G@S@QDSGDLD@M@MCRS@MC@QCCDUH@SHNMENQSGDRTLNESGD@FDRNES@AKDSTRDQR G@SHRSGDCHRSQHATSHNM A'HMCSGDOQNA@AHKHSXSG@SSGDRTLNESGD@FDRHRADSVDDMr@MCrXD@QR B'HMCSGD SG ODQBDMSHKDENQSGDRTLNESGD@FDR 1IFONCIH @ Z TN DZ N tnr@MC \ TN \ N tn 5GDCHRSQHATSHNMHRMNQL@KENQRTLRAXSGDBDMSQ@KKHLHSSGDNQDL A ) tf N n >?B=3<568 trrrrtntnr tnn B-DS A SGD SG ODQBDMSHKD A ;>F$?B=trtntnr tnnr r *M@QDBDMSRSTCXQDONQSDC0BSrNMSGD'KTQQX#KNFrSGDLD@M@FDNES@AKDSTRDQRHRXD@QR4TOONRDSGD RS@MC@QCCDUH@SHNMHRSDMXD@QRGDR@LOKDRHYDHR ; 8G@S@QDSGDLD@M@MCRS@MC@QCCDUH@SHNMENQSGDRTLNESGD@FDRNES@AKDSTRDQR G@SHRSGDCHRSQHATSHNM < 'HMCSGDOQNA@AHKHSXSG@SSGDRTLNESGD@FDRHRADSVDDMr@MCrXD@QR = 'HMCSGD SG ODQBDMSHKDENQSGDRTLNESGD@FDR "' /3$1U'$"$-31 ++(,(3'$.1$,

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$R;GJF? 5GDLD@MMTLADQNELHMTSDRENQ@OODMF@FDLDMSAX@S@AKDSTRDQHRLHMTSDR4TOONRDSGDRS@MC@QCCDUH@SHNM HRNMDLHMTSD@JD@R@LOKDNERHYD @8G@S@QDSGDLD@M@MCRS@MC@QCCDUH@SHNMENQSGDRTLR A'HMCSGD SG ODQBDMSHKDENQSGDRTLNESGDR@LOKD*MSDQOQDSSGHRU@KTDHM@BNLOKDSDRDMSDMBD B'HMCSGDOQNA@AHKHSXSG@SSGDRTLNESGDR@LOKDHR@SKD@RSSDMGNTQR 1IFONCIH @ Z TN DZ N tnLHMTSDR@MC \ TN tnLHMTSDR A-DS A SGD SG ODQBDMSHKD A HMU/NQLtrtntnr tnnLHMTSDR /HMDSXEHUDODQBDMSNESGD@OODMF@FDLDMSSHLDR@QD@SLNRSLHMTSDR BSDMGNTQRLHMTSDR ) tfN zn >?B=3<568tr&rtntnr tnn r 5GDLD@MMTLADQNELHMTSDRENQ@OODMF@FDLDMSAX@S@AKDTRDHRLHMTSDR4TOONRDSGDRS@MC@QCCDUH@SHNMHR NMDLHMTSD@JD@R@LOKDRHYDNE ; 8G@SHRSGDOQNA@AHKHSXSG@SSGDRTLNESGDR@LOKDHRADSVDDMRDUDMGNTQR@MCSDMGNTQR 8G@SCNDRSGHRLD@MHM BNMSDWSNESGDOQNAKDL < 'HMCSGD SG @MC SG ODQBDMSHKDRENQSGDRTLNESGDR@LOKD*MSDQOQDSSGDRDU@KTDRHMBNMSDWS U 3MCHANB?!?HNL;F*CGCNB?IL?G *SHRHLONQS@MSENQXNTSNTMCDQRS@MCVGDMSNTRDSGD 9;DJH7BB?C?JJ>;EH;C *EXNT@QDADHMF@RJDCSNEHMCSGDOQNA@AHKHSX NESGDLD@MrTRDSGDBKSENQSGDLD@M*EXNT@QDADHMF@RJDCSNEHMCSGDOQNA@AHKHSXNE@RTLNQSNS@KrTRDSGDBKSENQRTLR 5GHR@KRN@OOKHDRSNODQBDMSHKDRENQLD@MR@MCRTLR ,-2# *EXNT@QDADHMF@RJDCSNEHMCSGDOQNA@AHKHSXNE@M ?D:?L?:K7B U@KTDrCN DEJ TRDSGDBKS 2I;J>;:?IJH?8KJ?EDE
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0#+',"#0 5GDRL@KKDRSRSQDRRRBNQDHRNMD A'HMCSGD SG ODQBDMSHKDENQSGDLD@MNERSQDRRRBNQDR%Q@V@FQ@OG 1IFONCIH A-DS A SGD SG OQDBDMSHKD 'HMC A rVGDQD ) t A n A $CAOL? 5GD SG ODQBDMSHKDENQSGDLD@MNERBNQDRHR@ANTS5GHRSDKKRTRSG@SNE@KKSGDLD@MRNERSQDRR RBNQDR@QD@SLNRSr@MCSG@S@QD@SKD@RS ;>F$?B= 'NQOQNAKDLRB@MCCrKDS T1 SGDRTLNESGDRSQDRRRBNQDRGDMr T1 ]
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5GDOQNA@AHKHSXSG@SSGDSNS@KNERBNQDRHRKDRRSG@MHR@ANTSYDQN >?B=3<568 trrtntnr tnn 0#+',"#0 5GDRL@KKDRSSNS@KNERSQDRRRBNQDRHRrADB@TRDSGDRL@KKDRSRHMFKDRBNQDHRNMD C'HMCSGD SG ODQBDMSHKDENQSGDSNS@KNERSQDRRRBNQDR%Q@V@FQ@OG 1IFONCIH C-DS A SGD SG ODQBDMSHKD 'HMC A VGDQD ) tTN A n A $CAOL? 5GD SG ODQBDMSHKDENQSGDRTLNERBNQDRHR@ANTS5GHRSDKKRTRSG@SNE@KKSGDRTLRNERBNQDR@QD MNLNQDSG@M@MC@QDMNKDRRSG@M ;>F$?B=trtntnr tnn r 6RDSGDHMENQL@SHNMHM #R;GJF? rATSTRD@R@LOKDRHYDNESN@MRVDQSGDENKKNVHMFPTDRSHNMR ; 'HMC ) t n < 'HMC ) tTN n = 'HMCSGD SG ODQBDMSHKDENQSGDLD@MNERBNQDR > 'HMCSGD SG ODQBDMSHKDENQSGDRTLNERBNQDR $R;GJF? 4TOONRDSG@S@L@QJDSQDRD@QBG@M@KXRSENQ@BDKKOGNMDBNLO@MXBNMCTBSR@RSTCXNESGDHQBTRSNLDQRVGNDWBDDC SGDSHLD@KKNV@MBDHMBKTCDCNMSGDHQA@RHBBDKKOGNMDBNMSQ@BSSGD@M@KXRSEHMCRSG@SENQSGNRDODNOKDVGNDWBDDC SGDSHLDHMBKTCDCHMSGDHQA@RHBBNMSQ@BSrSGD ;N9;IIJ?C;KI;: ENKKNVR@M ;NFED;DJ?7B:?IJH?8KJ?ED VHSG@LD@M NELHMTSDR "' /3$1U'$"$-31 ++(,(3'$.1$,

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$NMRHCDQ@Q@MCNLR@LOKDNEBTRSNLDQRVGNDWBDDCSGDSHLD@KKNV@MBDHMBKTCDCHMSGDHQA@RHBBDKKOGNMD BNMSQ@BS -DS 1 SGDDWBDRRSHLDTRDCAXNMD*/%*7*%6"-BDKKOGNMDBTRSNLDQVGNDWBDDCRGHRBNMSQ@BSDCSHLD @KKNV@MBD 1 NF 'QNLOQDUHNTRBG@OSDQRrVDJMNVSG@S Z @MC \ -DS SGDLD@MDWBDRRSHLDTRDCAX@R@LOKDNE D BTRSNLDQRVGNDWBDDCSGDHQBNMSQ@BSDCSHLD@KKNV@MBD ] AXSGDBDMSQ@KKHLHSSGDNQDLENQR@LOKDLD@MR 2I?D=J>;BJJE?B=3<568 5GDOQNA@AHKHSXHRSG@SSGDLD@MDWBDRRSHLDTRDCHRLNQDSG@MLHMTSDRrENQ@R@LOKDNE BTRSNLDQRVGNDWBDDCSGDHQBNMSQ@BSDCSHLD@KKNV@MBD $CAOL? 0#+',"#0 7D:S"S QDRRSGD JDXENQ&QITRSTRD HMRSD@CNE& A'HMC ) tWnDLDLADQSNTRDSGDDWONMDMSH@KCHRSQHATSHNMENQ@M ?D:?L?:K7B NQ ; tltnn B ) tN nATS ) t n 5GDOQNA@AHKHSHDR@QDMNSDPT@KADB@TRDVDTRDCHEEDQDMSCHRSQHATSHNMRSNB@KBTK@SDSGDOQNA@AHKHSXENQ HMCHUHCT@KR@MCENQLD@MR "' /3$1U'$"$-31 ++(,(3'$.1$, 3BCM=IHN?HNCM;P;CF;
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8G@SHR ) tTN rn 3MCHANB?!?HNL;F*CGCNB?IL?G .I;J>;;D;NJJ;D;N;H9?I;I "L@MTE@BSTQDQOQNCTBDRONTMCKHESHMFVDHFGSR5GD KNVDRS@BST@KVDHFGSHRONTMCRr@MCSGDGHFGDRSHRONTMCR&@BGVDHFGSHRDPT@KKXKHJDKXRNSGDCHRSQHATSHNMNEVDHFGSR HRTMHENQL"R@LOKDNEVDHFGSRHRS@JDM ; 8G@SHRSGDCHRSQHATSHNMENQSGDVDHFGSRNENMDONTMCKHESHMFVDHFGS 8G@SHRSGDLD@M@MCRS@MC@QCCDHU@SHNM < 8G@SHRSGDCHRSQHATSHNMENQSGDLD@MVDHFGSNEONTMCKHESHMFVDHFGSR = 'HMCSGDOQNA@AHKHSXSG@SSGDLD@M@BST@KVDHFGSENQSGDVDHFGSRHRKDRRSG@M %Q@VSGDFQ@OGEQNL #R?L=CM? 'HMCSGDOQNA@AHKHSXSG@SSGDLD@M@BST@KVDHFGSENQSGDVDHFGSRHRFQD@SDQSG@M %Q@VSGDFQ@OGEQNL #R?L=CM? 'HMCSGD SG ODQBDMSHKDENQSGDLD@MVDHFGSENQSGDVDHFGSR %Q@VSGDFQ@OGEQNL #R?L=CM? ; 8G@SHRSGDCHRSQHATSHNMENQSGDRTLNESGDVDHFGSRNEONTMCKHESHMFVDHFGSR < 'HMC ) tTN rn %Q@VSGDFQ@OGEQNL #R?L=CM? 'HMCSGD SG ODQBDMSHKDENQSGDSNS@KVDHFGSNESGDVDHFGSR %Q@VSGDFQ@OGEQNL #R?L=CM? .I;J>;;D;NJ;;D;NJ;?=>J;N;H9?I;I "TMHENQLCHRSQHATSHNMG@R@LHMHLTLNERHW@MC@ L@WHLTLNESDM"R@LOKDNEHRS@JDM 'HMC ) tTN n 'HMCSGD SG ODQBDMSHKDENQSGDRTLR 'HMCSGD SG ODQBDMSHKDENQSGDRTLR 'HMCSGDEHQRSPT@QSHKDENQSGDRTLR 'HMCSGDSGHQCPT@QSHKDENQSGDRTLR 'HMCSGD SG ODQBDMSHKDENQSGDRTLR &-+#5-0) 2B?!?HNL;F*CGCNB?IL?G@IL;GJF?+?;HMbP?L;A?Mt "' /3$1U'$"$-31 ++(,(3'$.1$,

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1QDUHNTRKXr%D"MY@RS@SHRSHBRRSTCDMSRDRSHL@SDCSG@SSGD@LNTMSNEBG@MFDC@XSHLDRS@SHRSHBRRSTCDMSRB@QQXHR DWONMDMSH@KKXCHRSQHATSDCVHSG@LD@MNETOONRDSG@SVDQ@MCNLKXOHBJC@XSHLDRS@SHRSHBRRSTCDMSR ; *MVNQCRr U ???????????? < U ]?????t?????r?????n = *MVNQCRr ???????????? > ]??????t??????r??????n ? 'HMCSGDOQNA@AHKHSXSG@S@MHMCHUHCT@KG@CADSVDDM@MC(Q@OGSGDRHST@SHNMr@MCRG@CDHMSGD@QD@SN ADCDSDQLHMDC @ 'HMCSGDOQNA@AHKHSXSG@SSGD@UDQ@FDNESGDRSTCDMSRV@RADSVDDM@MC(Q@OGSGDRHST@SHNMr@MC RG@CDHMSGD@QD@SNADCDSDQLHMDC A &WOK@HMVGXSGDQDHR@CHEEDQDMBDHMO@QSD@MCO@QSE 4TOONRDSG@SSGDCHRS@MBDNEEKXA@KKRGHSSNSGDNTSEHDKCtHMA@RDA@KKnHRMNQL@KKXCHRSQHATSDCVHSG@LD@MNEEDDS@MC @RS@MC@QCCDUH@SHNMNEEDDSDQ@MCNLKXR@LOKDEKXA@KKR ; *E @UDQ@FDCHRS@MBDHMEDDSENQEKXA@KKRrSGDM ]???????t???????r???????n < 8G@SHRSGDOQNA@AHKHSXSG@SSGDA@KKRSQ@UDKDC@M@UDQ@FDNEKDRRSG@MEDDS 4JDSBGSGDFQ@OG4B@KDSGD GNQHYNMS@K@WHRENQ G@CDSGDQDFHNMBNQQDRONMCHMFSNSGDOQNA@AHKHSX'HMCSGDOQNA@AHKHSX = 'HMCSGD SG ODQBDMSHKDNESGDCHRSQHATSHNMNESGD@UDQ@FDNEEKXA@KKR "BBNQCHMFSNSGD*MSDQM@K3DUDMTD4DQUHBDrSGD@UDQ@FDKDMFSGNESHLDENQ@MHMCHUHCT@KSNBNLOKDSDtJDDOQDBNQCRENQr KD@QMrOQDO@QDrBNOXr@RRDLAKDr@MCRDMCn*34'NQLHRGNTQRtVHSGNTS@MX@SS@BGDCRBGDCTKDRn5GDCHRSQHATSHNM HRTMJMNVM-DSTR@RRTLDSG@SSGDRS@MC@QCCDUH@SHNMHRSVNGNTQRTOONRDVDQ@MCNLKXR@LOKDS@WO@XDQR ; *MVNQCRr U ????????????? < *MVNQCRr ????????????? = ]?????t?????r?????n > 8NTKCXNTADRTQOQHRDCHESGDS@WO@XDQREHMHRGDCSGDHQ'NQLRHM@M@UDQ@FDNELNQDSG@MGNTQR &WOK@HMVGXNQVGXMNSHMBNLOKDSDRDMSDMBDR ? 8NTKCXNTADRTQOQHRDCHENMDS@WO@XDQEHMHRGDCGHRNQGDQ'NQLHMLNQDSG@MGNTQR *M@BNLOKDSD RDMSDMBDrDWOK@HMVGX 4TOONRDSG@S@B@SDFNQXNEVNQKCBK@RRQTMMDQR@QDJMNVMSNQTM@L@Q@SGNMtLHKDRnHM@M@UDQ@FDNELHMTSDR VHSG@RS@MC@QCCDUH@SHNMNELHMTSDR$NMRHCDQNESGDQ@BDR-DS SGD@UDQ@FDNESGDQ@BDR ; ]?????t?????r?????n < 'HMCSGDOQNA@AHKHSXSG@SSGDQTMMDQVHKK@UDQ@FDADSVDDM@MCLHMTSDRHMSGDRDL@Q@SGNMR = 'HMCSGD SG ODQBDMSHKDENQSGD@UDQ@FDNESGDRDL@Q@SGNMR > 'HMCSGDLDCH@MNESGD@UDQ@FDQTMMHMFSHLDR 5GDKDMFSGNERNMFRHM@BNKKDBSNQoRH5TMDR@KATLBNKKDBSHNMHRTMHENQLKXCHRSQHATSDCEQNLSVNSNLHMTSDR4TOONRD VDQ@MCNLKXOHBJEHUD@KATLREQNLSGDBNKKDBSHNMGDQD@QD@SNS@KNERNMFRNMSGDEHUD@KATLR ; *MVNQCRr U ????????? < U ]????????????? = *MVNQCRr ????????????? > ]?????t?????r?????n ? 'HMCSGDEHQRSPT@QSHKDENQSGD@UDQ@FDRNMFKDMFSG @ 5GD*23tHMSDQPT@QSHKDQ@MFDnENQSGD@UDQ@FDRNMFKDMFSGHREQNL???????l??????? *MSGD@UDQ@FDRHYDNE@6E@QLV@R@BQDR-DSoRR@XSG@SSGDRS@MC@QCCDUH@SHNMV@R@BQDR4TOONRDVD Q@MCNLKXRTQUDXE@QLDQREQNL ; *MVNQCRr U ????????????? < *MVNQCRr ????????????? = ]?????t?????r?????n > 5GD*23ENQ HREQNL???????@BQDRSN???????@BQDR %DSDQLHMDVGHBGNESGDENKKNVHMF@QDSQTD@MCVGHBG@QDE@KRD5GDMrHMBNLOKDSDRDMSDMBDRrITRSHEXXNTQ@MRVDQR ; 8GDMSGDR@LOKDRHYDHRK@QFDrSGDLD@MNE HR@OOQNWHL@SDKXDPT@KSNSGDLD@MNE U "' /3$1U'$"$-31 ++(,(3'$.1$, 3BCM=IHN?HNCM;P;CF;
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< 8GDMSGDR@LOKDRHYDHRK@QFDr HR@OOQNWHL@SDKXMNQL@KKXCHRSQHATSDC = 8GDMSGDR@LOKDRHYDHRK@QFDrSGDRS@MC@QCCDUH@SHNMNE HR@OOQNWHL@SDKXSGDR@LD@RSGDRS@MC@QCCDUH@SHNM NE U 5GDODQBDMSNEE@SB@KNQHDRSG@S@ODQRNMHM"LDQHB@BNMRTLDRD@BGC@XHRMNQL@KKXCHRSQHATSDCVHSG@LD@MNE@ANTS @MC@RS@MC@QCCDUH@SHNMNE@ANTSSDM4TOONRDSG@SHMCHUHCT@KR@QDQ@MCNLKXBGNRDM-DS @UDQ@FDODQBDMSNEE@S B@KNQHDR ; ]??????t??????r??????n < 'NQSGDFQNTONErEHMCSGDOQNA@AHKHSXSG@SSGD@UDQ@FDODQBDMSNEE@SB@KNQHDRBNMRTLDCHRLNQDSG@MEHUD(Q@OG SGDRHST@SHNM@MCRG@CDHMSGD@QD@SNADCDSDQLHMDC = 'HMCSGDEHQRSPT@QSHKDENQSGD@UDQ@FDODQBDMSNEE@SB@KNQHDR 5GDCHRSQHATSHNMNEHMBNLDHMRNLD5GHQC8NQKCBNTMSQHDRHRBNMRHCDQDCVDCFDRG@ODCtL@MXUDQXONNQODNOKDrUDQX EDVLHCCKDHMBNLDODNOKDr@MCDUDMEDVDQVD@KSGXODNOKDn4TOONRDVDOHBJ@BNTMSQXVHSG@VDCFDRG@ODCCHRSQHATSHNM -DSSGD@UDQ@FDR@K@QXADrODQXD@QVHSG@RS@MC@QCCDUH@SHNMNEr8DQ@MCNLKXRTQUDXrQDRHCDMSRNESG@S BNTMSQX ; *MVNQCRr U ????????????? < *MVNQCRr ????????????? = ]?????t?????r?????n > )NVHRHSONRRHAKDENQSGDRS@MC@QCCDUH@SHNMSNADFQD@SDQSG@MSGD@UDQ@FD ? 8GXHRHSLNQDKHJDKXSG@SSGD@UDQ@FDNESGDrQDRHCDMSRVHKKADEQNLrSNrSG@MEQNLrSN r 8GHBGNESGDENKKNVHMFHR/05&@ANTSSGDCHRSQHATSHNMENQ@UDQ@FDR ; 5GDLD@MrLDCH@Mr@MCLNCD@QDDPT@K < 5GD@QD@TMCDQSGDBTQUDHRNMD = 5GDBTQUDMDUDQSNTBGDRSGD N @WHR > 5GDBTQUDHRRJDVDCSNSGDQHFGS 5GDBNRSNETMKD@CDCF@RNKHMDHMSGD#@X"QD@NMBDENKKNVDC@MTMJMNVMCHRSQHATSHNMVHSG@LD@MNE@MC@ RS@MC@QCCDUH@SHNMNE4HWSDDMF@RRS@SHNMREQNLSGD#@X"QD@@QDQ@MCNLKXBGNRDM8D@QDHMSDQDRSDCHMSGD@UDQ@FD BNRSNEF@RNKHMDENQSGDF@RRS@SHNMR5GDCHRSQHATSHNMSNTRDENQSGD@UDQ@FDBNRSNEF@RNKHMDENQSGDF@RRS@SHNMRHR ; ] trn < ] = ] > ] 2B?!?HNL;F*CGCNB?IL?G@ILOGM 8GHBGNESGDENKKNVHMFHR/05&@ANTSSGDSGDNQDSHB@KCHRSQHATSHNMNERTLR ; 5GDLD@MrLDCH@M@MCLNCD@QDDPT@K < 5GD@QD@TMCDQSGDBTQUDHRNMD = 5GDBTQUDMDUDQSNTBGDRSGD N @WHR > 5GDBTQUDHRRJDVDCSNSGDQHFGS 4TOONRDSG@SSGDCTQ@SHNMNE@O@QSHBTK@QSXODNEBQHLHM@KSQH@KHRJMNVMSNG@UD@LD@MNEC@XR@MC@RS@MC@QC CDUH@SHNMNERDUDMC@XRDQ@MCNLKXR@LOKDMHMDSQH@KR ; *MVNQCRr T1 ?????????????? < T1 ]?????t?????r?????n = 'HMCSGDOQNA@AHKHSXSG@SSGDSNS@KKDMFSGNESGDMHMDSQH@KRHR@SKD@RSC@XR > /HMDSXODQBDMSNESGDSNS@KNEMHMDNESGDRDSXODRNESQH@KRVHKKK@RS@SKD@RSGNVKNMF 4TOONRDSG@SSGDVDHFGSNENODMANWDRNEBDQD@KHM@GNLDVHSGBGHKCQDMHRTMHENQLKXCHRSQHATSDCEQNLSVNSNRHWONTMCR VHSG@LD@MNEENTQONTMCR@MCRS@MC@QCCDUH@SHNMNEDQ@MCNLKXRTQUDXGNLDRVHSGBGHKCQDM ; *MVNQCRr 1 ????????????? < 5GDCHRSQHATSHNMHR??????? = *MVNQCRr T1 ??????????????? "' /3$1U'$"$-31 ++(,(3'$.1$,

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> T1 ]?????t?????r?????n ? 'HMCSGDOQNA@AHKHSXSG@SSGDSNS@KVDHFGSNENODMANWDRHRKDRRSG@MONTMCR @ 'HMCSGD SG ODQBDMSHKDENQSGDSNS@KVDHFGSNENODMANWDRNEBDQD@K 4@K@QHDRENQSD@BGDQRHM@O@QSHBTK@QDKDLDMS@QXRBGNNKCHRSQHBS@QDMNQL@KKXCHRSQHATSDCVHSG@LD@MNEr@MC@ RS@MC@QCCDUH@SHNMNErDQ@MCNLKXRTQUDXSDMSD@BGDQREQNLSG@SCHRSQHBS ; *MVNQCRr 1 ?????????????? < 1 ]?????t?????r?????n = *MVNQCRr T1 ????????????? > T1 ]?????t?????r?????n ? 'HMCSGDOQNA@AHKHSXSG@SSGDSD@BGDQRD@QM@SNS@KNENUDQr @ 'HMCSGD SG ODQBDMSHKDENQ@MHMCHUHCT@KSD@BGDQbRR@K@QX A 'HMCSGD SG ODQBDMSHKDENQSGDRTLNESDMSD@BGDQRbR@K@QX B *EVDRTQUDXDCSD@BGDQRHMRSD@CNESDMrFQ@OGHB@KKXrGNVVNTKCSG@SBG@MFDSGDCHRSQHATSHNMHMO@QSC C *ED@BGNESGDSD@BGDQRQDBDHUDC@rQ@HRDrFQ@OGHB@KKXrGNVVNTKCSG@SBG@MFDSGDCHRSQHATSHNMHMO@QSA 3MCHANB?!?HNL;F*CGCNB?IL?G 5GD@SSDMSHNMRO@MNE@SVNXD@QNKCHRDWONMDMSH@KKXCHRSQHATSDCVHSG@LD@MNE@ANTSDHFGSLHMTSDR4TOONRDVD Q@MCNLKXRTQUDXSVNXD@QNKCR ; *MVNQCRr U ??????? < U ]?????t?????r?????n = *MVNQCRr ???????????? > ]?????t?????r?????n ? #DENQDCNHMF@MXB@KBTK@SHNMRrVGHBGCNXNTSGHMJVHKKADGHFGDQ &WOK@HMVGX C 5GDOQNA@AHKHSXSG@S@MHMCHUHCT@K@SSDMSHNMRO@MHRKDRRSG@MSDMLHMTSDR CC 5GDOQNA@AHKHSXSG@SSGD@UDQ@FD@SSDMSHNMRO@MENQSGDBGHKCQDMHRKDRRSG@MSDMLHMTSDR @ $@KBTK@SDSGDOQNA@AHKHSHDRHMO@QSD A &WOK@HMVGXSGDCHRSQHATSHNMENQ HRMNSDWONMDMSH@K 5GDBKNRHMFRSNBJOQHBDRNERDLHBNMCTBSNQL@MTE@BSTQDQR@QDFHUDM@RENKKNVR ; *MVNQCRr U ?????????????? < C ????? CC I N ????? CCC D ????? = $NMRSQTBS@GHRSNFQ@LNESGDCHRSQHATSHNMNESGD@UDQ@FDRS@QS@S N lRDA@QVHCSGRNESDM > *MVNQCRrCDRBQHADSGDCHRSQHATSHNMNERSNBJOQHBDR ? 3@MCNLKX@UDQ@FDEHUDRSNBJOQHBDRSNFDSGDQt6RD@Q@MCNLMTLADQFDMDQ@SNQn$NMSHMTD@UDQ@FHMFEHUDOHDBDR SNFDSGDQTMSHKXNTG@UDSDM@UDQ@FDR-HRSSGNRDSDM@UDQ@FDR @ 6RDSGDSDM@UDQ@FDREQNLO@QSDSNB@KBTK@SDSGDENKKNVHMF C ????? CC I N ????? A $NMRSQTBS@GHRSNFQ@LNESGDCHRSQHATSHNMNESGD@UDQ@FDRS@QS@S N RDA@QVHCSGRNESDM B %NDRSGHRGHRSNFQ@LKNNJKHJDSGDFQ@OGHMO@QSB C *MNMDNQSVNBNLOKDSDRDMSDMBDRrDWOK@HMVGXSGDFQ@OGRDHSGDQKNNJSGDR@LDNQKNNJCHEEDQDMS D #@RDCTONMSGDSGDNQXNESGD 9;DJH7BB?C?JJ>;EH;C r ]?????t?????r????n .I;J>;;D;NJJ>H;;;N;H9?I;I 3HBG@QCoR'TQMHSTQD$NLO@MXCDKHUDQRETQMHSTQDEQNL ".SN1.BNMSHMTNTRKX@MCTMHENQLKX8D@QDHMSDQDRSDCHMGNVKNMFtHMGNTQRnO@RSSGD".RS@QSSHLDSG@S HMCHUHCT@KRV@HSENQSGDHQCDKHUDQX U ]?????t?????r?????n ; .trn < .trn = ]F tn "' /3$1U'$"$-31 ++(,(3'$.1$, 3BCM=IHN?HNCM;P;CF;
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> trn 5GD@UDQ@FDV@HSSHLDHR ; NMDGNTQ < SVNGNTQR = SVN@MC@G@KEGNTQR > ENTQGNTQR 4TOONRDSG@SHSHRMNVO@RSMNNMNM@CDKHUDQXC@X5GDOQNA@AHKHSXSG@S@ODQRNMLTRSV@HS@SKD@RSNMD@MC@G@KE CEH; GNTQRHR ; < = > .I;J>;;D;NJJME;N;H9?I;I 5GDSHLDSNV@HSENQ@O@QSHBTK@QQTQ@KATRHRCHRSQHATSDC TMHENQLKXEQNLYDQNSNLHMTSDRMDGTMCQDCQHCDQR@QDQ@MCNLKXR@LOKDCSNKD@QMGNVKNMFSGDXV@HSDC 5GD SG ODQBDMSHKDR@LOKD@UDQ@FDV@HSSHLDtHMLHMTSDRnENQ@R@LOKDNEQHCDQRHR ; < = > 8NTKCXNTADRTQOQHRDCrA@RDCTONMMTLDQHB@KB@KBTK@SHNMRrHESGDR@LOKD@UDQ@FDV@HSSHLDtHMLHMTSDRnENQQHCDQR V@RKDRRSG@MLHMTSDR ; XDR < MN = 5GDQDHRMNSDMNTFGHMENQL@SHNM .I;J>;;D;NJJME;N;H9?I;I 5GDBNRSNETMKD@CDCF@RNKHMDHMSGD#@X"QD@NMBDENKKNVDC@M TMJMNVMCHRSQHATSHNMVHSG@LD@MNE@MC@RS@MC@QCCDUH@SHNMNE4HWSDDMF@RRS@SHNMREQNLSGD#@X"QD@@QD Q@MCNLKXBGNRDMD@QDHMSDQDRSDCHMSGD@UDQ@FDBNRSNEF@RNKHMDENQSGDF@RRS@SHNMR 8G@SbRSGD@OOQNWHL@SDOQNA@AHKHSXSG@SSGD@UDQ@FDOQHBDENQF@RRS@SHNMRHRNUDQ ; @KLNRSYDQN < = > TMJMNVM 'HMCSGDOQNA@AHKHSXSG@SSGD@UDQ@FDOQHBDENQF@RRS@SHNMRHRKDRRSG@M ; < = > ? 4TOONRDHM@KNB@K,HMCDQF@QSDMSGQNTFG SG FQ@CDt,nRBGNNKCHRSQHBSr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rSQXB@KBTK@SHMFSGDRDOQNA@AHKHSHDRTRHMFSGDSDBGMNKNFX 'NTQEQHDMCRr+@MHBDr#@QA@Q@r,@SGX@MC3NADQS@rCDBHCDCSNB@QONNKSNFDSGDQSNFDSSNRBGNNK&@BGC@XSGDCQHUDQ VNTKCADBGNRDMAXQ@MCNLKXRDKDBSHMFNMDNESGDENTQM@LDR5GDXB@QONNKSNRBGNNKENQC@XR6RDSGDMNQL@K @OOQNWHL@SHNMSNSGDAHMNLH@KSNB@KBTK@SDSGDENKKNVHMFOQNA@AHKHSHDR3NTMCSGDRS@MC@QCCDUH@SHNMSNENTQCDBHL@KOK@BDR ; 'HMCSGDOQNA@AHKHSXSG@S+@MHBDHRSGDCQHUDQ@SLNRSC@XR "' /3$1U'$"$-31 ++(,(3'$.1$,

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