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O'reilly Strata Data Conference New York 2019 후기

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January 10, 2020

O'reilly Strata Data Conference New York 2019 후기

쏘카 데이터 그룹의 카일(변성윤), 윤(권윤환)님이
2019년 9월 25일 ~ 9월 26일에 참석한
O'reilly Strata Data Conference New York 2019 후기입니다 :)

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SOCAR

January 10, 2020
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  1. $ P O U F O U T  0sSFJMMZ4USBUB%BUB$POGFSFODFࣗѐ

    ੋ࢚ Ө঻؍ ࣁ࣌ ѐ ࣗѐ ୹੢ റӝ ଵҊ ੗ܐ
  2. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO -JOFBSQSPHSBNNJOH   ҵࢎ ޛܨ ࠙ঠীࢲ

    ݆੉ ࢎਊؽ ҵ؀੄ TVQQMZDIBJOJOH  दझమ੉ ࣻ೟੸ਵ۽ ಴അೡ ࣻ ੓ח ݽ؛۽ ಴അ оמೞҊ  ݾ಴ܳ ੿۝ചೡ ࣻ ੓ח ҃਋ ؀উ ઺ ୭࢚੄ ೯زਸ ࢶఖೞӝ ਤ೧ ҅࢑
  3. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO 6TF$BTF/FTUMF   ఑੤۝ਸ ୭؀ചೞҊ ਍࣠

    ࠺ਊਸ ୭ࣗച೧ ࢚׼ೠ ࠺ਊ ੺х  ࢤ࢑ ҕ੢ ࠺ਊ ੺х  ࢲ࠺झ ࣻળਸ ੌ੿ೞѱ ਬ૑ೞݴ Ҋё ݅઒ب ೱ࢚  ઁಿ ತӝ ߑ૑ܳ ాೠ ࣚप хࣗ
  4. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO 6TF$BTF4PVUI8FTU   োܐ UBOLFSJOH ੹ۚਸ

    ୭੸ച೧ োр NJMMJPO׳۞ ੺х 5BOLFSJOH 'VFMݾ੸૑ ҕ೦ীࢲ োܐܳ ࠁә߉ਸ ࣻ হѢա োܐ оѺ ର੉۽ ੋ೧ োܐ࠺ ੺хਸ ਤ೧ ୹ߊ૑ীࢲ جইয়חؘ ࢎਊೡ োܐө૑ ೣԋ ఑੤ೞח োܐ۝  ബਯ੸ੋ थޖਗ ੌ੿ਸ ٜ݅য ৘࠺ थޖਗ оਊࢿਸ ֫੉Ҋ ୡҗ Ӕޖ ࣻ׼ਸ ઴੐  ೦ҕ ૑ো %FMBZ ੉ ঴݃ա ؼ૑ ৘ஏ  ࠺೯ ઺ ٶ௖ড੉ ঴݃ա ೙ਃೡ૑
  5. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO -FBSOFST .- BOE4PMWFST 0QUJNJ[BUJPO  

    ل ׮ *OQVUÃ0VUQVU  -FBSOFSؘ੉ఠա ҃೷ਵ۽ ೣࣻܳ ਬ୶  4PMWFSTݽ؛ীࢲ ઱য૓ п ੑ۱ Yী ؀೧ ೣࣻ G Y ੄ чਸ ب୹  DPOTUSBJOU৬ PCKFDUJWFWBMVFо ੓যࢲ PQUJNBMTPMVUJPOਸ ଺਺
  6. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO -JOFBS1SPHSBNNJOH (SBQIJDBM   ର ߑ੿ध੄

    ೧  'FBTJCMF"SFBޙઁ੄ ઁড ઑѤਸ ୽઒दఃח ୭੸ച ޙઁ੄ оמೠ ݽٚ ૑੼੄ ૘೤  'FBTJCMF૑৉җ Ҁச ٸө૑ ੉ز
  7. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO -JOFBS1SPHSBNNJOH 4JNQMFY   ୊਺ী ੼ਸ

    ࢶఖೠ റ чਸ ҳೣ  ੋ੽೧੓ח ӓױ੼ٜ੄ ݾ੸ ೣࣻ੄ чਸ ҅ࣘ Ѩష೧ࢲ ୭੸೧ܳ ҳೞח ߑߨ
  8. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO .JYFE*OUFHFS1SPHSBNNJOH   ݆਷ ҃਋ ч੉

    *OUFHFS #JOBSZ Ѥޛਸ ૑ਸө ݈ө  #SBODIBOE#PVOE੹ۚਸ ࢎਊ  ଵҊ IUUQTXJLJEPDTOFU
  9. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ )PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO &SSPSBOE0CKFDUJWF'VODUJPO   .BDIJOF-FBSOJOHীࢲ ۨ੉࠶ػ ؘ੉ఠо

    ੓Ҋ NJOJNJ[FFSSPSೣ HSBEJFOUܳ ҅࢑  ਬࢎೞѱ 0QUJNJ[BUJPO਷ PCKFDUJWFWBMVFо ੓Ҋ DPOTUSBJOUউীࢲ ୭؀ചೞח ޙઁ
  10. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME $BTF4UVEZ3FUBJMഥࢎ੄୶ୌदझమ   6TFS੄ ࢶഐ 1VSDIBTF 6QTFMM

    5JNFMJOFTTҙ੼ਵ۽ ݽ؛ਸ ࢤࢿೣ  пп੄ ݽ؛݃׮ ౠ߹ೠ ݾ੸ਸ о૑Ҋ ੓਺  ഛ੢ࢿ੉ ڪযթ  %FDJTJPO&OHJOF੉ ୭ઙ ୶ୌਸ ࢤࢿ .-.PEFMT
  11. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME $BTF4UVEZ3FUBJMഥࢎ੄୶ୌदझమ   .-਷ D@\K J^WBMVFTٜ੉ ऀѹઉ

    ੓਺ DPFGGJDJFOU  ਬ੷о PCKFDUJWFܳ ࢸ੿ೡ ࣻ ੓਺  .PEFM਷ о૑ ݽ؛ .BUSJY'BDUPSJ[BUJPO TFBTPO SFTQ۽ ੉ܖয૗ 0CKFDUJWF'VODUJPO
  12. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME  ݠन۞׬ ޙઁо %FDJTJPOѾ੿ ޙઁо غ૓ ঋ਺

     ݆਷ Ѫٜਸ ഒ೤೧ࢲ ૓೯  ৘ஏࠁ׮ 4VQQMZ$IBJO4ZTUFNਸ ୭੸ചೞח Ѫ੉ ؊ ઺ਃೣ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  13. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME  .-"DDVSBDZ#VTJOFTT7BMVF  ੿ഛೠ ࣻਃ ৘ஏ਷ ࣻਃо

    ݆਷ ӝр ೐۽ݽ࣌ ١ ী ઺ਃೠ ৉ೡਸ ೣ  4BGFUZ4UPDLইې۽ ৘ஏೡ ҃਋ ઱ޙҗ ҙ۲੉ হ਺ ਬਊೞ૑ ঋ਺ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  14. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME  ࠗ੿ഛೠ ৘ஏ੄ ࠺؀ட੸ ࠺ਊ  4UPDLPVU

    ੤Ҋ ࠗ઒ ਷ ੌ߈੸ਵ۽ PWFSTUPDLࠁ׮ ࠺ਊ੉ ٞ  ੌ߈੸ਵ۽ PWFSTUPDLਸ ೱೠ CJBTо ੓਺ җ઱ޙೞח ҃ೱ੉ ੓਺  ੤Ҋ ੹ۚ੉ ׳ۄ૗  ࣻਃܳ ݅઒ೞ૑ ޅೞݶ ౹૑ ޅೣ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  15. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME   4JOHMF4UPSF*OWFOUPSZ.BOBHFNFOUח DPOTUSBJOUо ੓ח MJOFBSQSPHSBNNJOH 

    0QUJNBM4PMVUJPOUद੼ী CBTFTUPDLҗ ೣԋ 4 4 QPMJDZо ੓਺  ੤Ҋо ୽࠙ೞݶ ઱ޙೞ૑ ঋ਺  ੤Ҋо ࠗ઒ೞݶ ৘ஏ ࣻਃ۝അ੤ ੤Ҋ ݅ఀ ઱ޙ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  16. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME   ݠन۞׬җ ࢎۈ੄ ౸ױਸ ݽف ഝਊೞח

    ؀୓ оמೠ ҕध  3FBTPOBCMFೠ ୭ঈ੄ ࢚ടਸ ࠁഐ  ੤Ҋ ҙܻ ޙઁܳ ੤ҳࢿ  %FUFSNJOJTUJDೠ Ѿ੿੸ੋ ೠ ं੗۽ աয়ח ࣻਃܳ VODFSUBJOUZSBOHF۽ ؀୓ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  17. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME   6ODFSUBJOUZ3BOHFܳ ಴അೞӝ ਤ೧ ׮নೠ ߑߨਸ

    ࢎਊೡ ࣻ ੓਺  5XPRVBOUJMFSFHSFTTJPOQSPCMFN  ࠙ನܳ Ӕࢎೞӝ ਤ೧ ঔ࢚࠶ ഝਊ ৘ 3BOEPNGPSFTU 5SFFܨ  ݽ؛੄ PVUQVUਸ ݺद੸ਵ۽ ࠙ನ۽ ಴അ ৘ #BZFTJBOTUSVDUVSBMUJNFTFSJFT  6ODFSUBJOUZCVEHFUT  ࠛഛपࢿ੉ ௾दӝী ৘࢑ਸ טܿ ೐۽ݽ࣌ ോੌ զॿо ӓױ੸ੋ ҃਋ ١ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  18. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME   ৽ଃ Ӓې೐ܳ ࠁݶ ੼ࢶীࢲ Ѩ੿ࢶਵ۽

    ࠙ನо ৽ଃਵ۽ ੉زೣ ੷ ࠺ਊ  "DDVSBDZ 4BMFT 4UPDLPVUѐ੄ ,1* ҙܻ $BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO
  19. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ .-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME   ୐ ࣁ࣌ীࢲ ࠗ઒ೞ׮ ו՛ Ѫਸ

    ݽف ೧Ѿ೧ળ ࣁ࣌"XFTPNF  %FDJTJPO.BLJOHೞח җ੿ਸ ݈೧઱Ҋ .*1ޙઁ۽ ੿੄೧઱ח ࠗ࠙੉ જও਺  3PCVTU0QUJNJ[BUJPO੉ա 6ODFSUBJOUZী ؀೧ ҕࠗೞҊ ੓঻חؘ જ਷ ੗ӓ੉ غ঻਺ ࣁ࣌ਸٛҊו՛੼
  20. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS  ߽۳ ୊ܻо оמೞҊ

    য়ߡೖ౴ী ъೠ நद ஘ച੸੐ ੉੿ب݅ ࢸݺೞҊ ֤ޙ ݂௼ܳ ઱࣑਺ ֤ޙ IUUQTXXXLEEPSHLEEQBQFSTGJMFTSGQDIFO"FNCQEG 9(#PPTU௱ਃড
  21. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS   6CFS#VTJOFTTী જ਺

     ౠ൤ 5BCVMBS ؘ੉ఠী જ਺ Ѣ੄ ݽٚ CVTJOFTTEBUB  ٩۞׬਷ ࠺੿ഋ ؘ੉ఠী જ਺  ૒ҙ੸ਵ۽ द੘ೡ ࣻ ੓Ҋ Ѿҗܳ ࡈܻ ߉ਸ ࣻ ੓਺  ݽ؛ ౚ׬ب ए਑  "*ە ܻࢲ୛ ৯ ٩۞׬ਸ ࢎਊ೧ ߬੉झۄੋ 9(#PPTUࠁ׮ ա਷ ࢿמਸ ղ۰ݶ Ѣ੄ ׳੉ Ѧܽ׮ 6CFSо9(#PPTUܳࢶఖೠ੉ਬ
  22. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS  4QBSLTUSFBNCBTFE JUFSBUPS EBUB4USVDUVSF

    9(#PPTU CBUDIPSJFOUFEEFTJHO ૊ 4QBSLח JUFSBUPSױਤ۽ ؘ੉ఠܳ ੍ਸ ࣻ ੓૑݅  9(#PPTUח ݽٚ 3PXо .FNPSZী ৢۄоঠ ೣ .FNPSZ*TTVF 4QBSL৬9(#PPTU੄ର੉۽ѻ਷ޙઁ
  23. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS  4QBSLTUSFBNCBTFE JUFSBUPS EBUB4USVDUVSF

    9(#PPTU CBUDIPSJFOUFEEFTJHO ૊ 4QBSLח JUFSBUPSױਤ۽ ؘ੉ఠܳ ੍ਸ ࣻ ੓૑݅  9(#PPTUח ݽٚ 3PXо .FNPSZী ৢۄоঠ ೣ .FNPSZ*TTVF 9(#PPTUীࢲ NJOJCBUDIױਤ۽ -PBEೞҊ 1SFEJDU 4QBSL৬9(#PPTU੄ର੉۽ѻ਷ޙઁ
  24. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS   9(#PPTUਸ যڌѱ

    ࢎਊ೮ח૑ ঌҊ્ܻ ҙ੼җ ޙઁী ؀೧ ੉ঠӝ೧઴ Ѫਵ۽ ৘࢚೮ਵա ৮੹ ӝࣿ੸ੋ ࣁ࣌੉৓਺ ࠙࢑ ঌҊ્ܻਸ যڌѱ ૓೯ೞח૑ ١  6CFSীࢶ ؊ જ਷ ݠन۞׬ ജ҃ਸ ҳ୷ೞӝ ਤ೧ "QBDIF1.$ٜਸ ৔ੑ೧ࢲ ѐߊೞب۾ ೞח ݽण੉ જই ࠁ੐  ਋ܻب 9(#PPTU -JHIU(#.ਸ ؊ ੜ ॶ ࣻ ੓ب۾ ੋ೐ۄ ҳ୷ೞݶ જਸ Ѫ э਺ ࣁ࣌ਸٛҊו՛੼
  25. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS  ৈ۞ѐ੄ ۨ੉য 4UPSBHF*OGSBTUSVDUVSF ࠺૑פझ प೷ .-ҳ࠙

     %BUBFYQMPSBUJPO  2VFSZFOHJOF  ,OPXMFEHFCBTF ࠺૑פझ ੋࢎ੉౟  %BTICPBSE  "MFSUJOH  .POJUPSJOH 6CFS੄ؘ੉ఠ೒ۖಬ
  26. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS  ఋѶਸ ࢖ਸ ٸ ੘ѱ द੘ *OWFOUPS઺ীࢲب

     5FDIOJDBMVTFS0  .-&YQFSU0  &YQFSJNFOUBM1SPCMFN4PMWFS9 6CFSؘ੉ఠ೒ۖಬਸ୊਺ٜ݅ٸ ఋѶਵ۽࢖ও؍૘ױ
  27. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS   ୡӝীח ঌҊ્ܻਸ ݽف ૑ਗೞ૑ ঋ਺

     'FBUVSFUSBOTGPSNBUJPOਸ ೞӝী ࠗ઒ೠ ಴അ۱  ݽ؛ ࢲࡂਵ۽ ੋೠ ࠂ੟ب ઓ੤ ୐೒ۖಬ޷ுۆ઄۽
  28. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS   ݽ؛ ౟ۨੋ ߓನࠗఠ ಌನݢझ ஏ੿ө૑

    ೠ ೒ۖಬীࢲ ೡ ࣻ ੓ب۾ ૑ਗ  ߈ࠂ੸ੋ ੘সਸ ࡅܰѱ ೡ ࣻ ੓ب۾  QSPUPUZQF WBMJEBUF SFDSFBUF ୐೒ۖಬ޷ுۆ઄۽
  29. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS   ٘ۄ੉ߡ ࢚؀੸ ࣻੑ  بद

    ղ ࣻਃ উղ  ࣻ੊ਸ ֫ੌ ࣻ ੓ب۾  ਬۣ द੢ীࢲ ҕәਸ טܻחؘ ௾ ب਑੉ ؽ ഝਊࢎ۹ ؘ੉ఠӝ߈ਵ۽٘ۄ੉ߡࢲನ౟
  30. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ 'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS   ഥࢎ ࢿ੢ೞח ױ҅ী ٮۄ ೙ਃ۽

    ೞח Ѫ੉ ׮ܳబؘ ਋ߡ ࢎ੉ૉо غݶ ੉۠ ೒ۖಬਸ ૒੽ ݅٘חҳա ו՝  ؘ੉ఠо ઑ૒ীࢲ ೙ࣻ੸ਵ۽ ഝਊغݶࢲ ݽٚ ૒ҵ ࢎۈٜ੉ औѱ ॶ ࣻ ੓ب۾ ജ҃੉ ݃۲غח ୶ࣁੋ Ѫ э਺  ॑஠ա 7$/$ীࢶ Ԩ ؘ੉ఠܳ ੜ ഝਊೞҊ ੓ח Ѫ э਺ ࣁ࣌ਸٛҊו՛੼
  31. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ "QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH  ୭Ӕ ౟۪٘۽ ਬۣীࢲח "*ਮܻо ߨઁചо غয

    оҊ ੓਺ "*ਮܻ  ѐੋ੿ࠁࠁഐܳ ਤ೧ द੘غ঻؍ ߨܫ  ੉ઁ ୶о੸ੋ ਃҳܳ ೞӝ द੘೮חؘ  ݽ؛੉ ೠ ੄ࢎѾ੿ਸ ࢸݺೞب۾ ਃҳ ৘द ؀୹बࢎ   ೠҴ੄ ѐੋ੿ࠁࠁഐߨҗ ਬࢎ  ъઁࢿ਷ হ૑݅ о੉٘ۄੋਸ ઁ੿  %JWFSTJUZ OPOEJTDSJNJOBUJPOBOE GBJSOFTTର߹ হח ҕ੿ࢿ  5FDIOJDBM3PCVTUOFTTBOETBGFUZ GBMMCBDL೒ے ݃۲ ੤അ оמ
  32. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ "QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH  "ODIPST   -*.&  ੄

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  33. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ "QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH  "ODIPST੄ױ੼  *OTUBODFо EFDJTJPOCPVOEBSZী ੓׮ח ࢎप

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  35. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ "QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH  $PVOUFSGBDUVBM  ૒ҙ੸ੋ ࢸݺ  JOQVUWBSJBCMFTܳ

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  36. 40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ "QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH  ࣁ࣌ਸٛҊו՛੼  .-ҙ۲೧ࢲ о੢ ௾ ઱ઁח

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