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How we Build a NewsPicks

monzou
July 23, 2015

How we Build a NewsPicks

2015/07/23 ヒカ☆ラボ の発表資料です。
https://atnd.org/events/67683

monzou

July 23, 2015
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  1. 1-"5'03. 16#-*4)&3 ُٖؗ٦ءّٝ ؝ٝذٝخ 㢳圫ז 穗幥䞔㜠 ؽآطأ ػ٦اٝぢֽ 杝荈鎸✲ ـٓٝس

    䎢デ鎸✲ 1*$,&3 ُٖؗ٦ءّٝ٥؝ًٝز ... ... ... ⿑鼅䲿䵿ًر؍، 䎢デ⚺ 㢩鿇؟؎ز 箟꧊鿇
  2. 1-"5'03. 16#-*4)&3 ُٖؗ٦ءّٝ ؝ٝذٝخ 㢳圫ז 穗幥䞔㜠 ؽآطأ ػ٦اٝぢֽ 杝荈鎸✲ ـٓٝس

    䎢デ鎸✲ 1*$,&3 ُٖؗ٦ءّٝ٥؝ًٝز ... ... ... ⿑鼅䲿䵿ًر؍، 䎢デ⚺ 㢩鿇؟؎ز 箟꧊鿇 㢳侧ך 衼せ1*$,&3
  3. 1-"5'03. 16#-*4)&3 ُٖؗ٦ءّٝ ؝ٝذٝخ 㢳圫ז 穗幥䞔㜠 ؽآطأ ػ٦اٝぢֽ 杝荈鎸✲ ـٓٝس

    䎢デ鎸✲ 1*$,&3 ُٖؗ٦ءّٝ٥؝ًٝز ... ... ... ⿑鼅䲿䵿ًر؍، 䎢デ⚺ 㢩鿇؟؎ز 箟꧊鿇 1*$, 1*$, 1*$, -*,& 1*$, '0--08 㢳侧ך 衼せ1*$,&3
  4. 1-"5'03. 16#-*4)&3 ُٖؗ٦ءّٝ ؝ٝذٝخ 㢳圫ז 穗幥䞔㜠 ؽآطأ ػ٦اٝぢֽ 杝荈鎸✲ ـٓٝس

    䎢デ鎸✲ 1*$,&3 ُٖؗ٦ءّٝ٥؝ًٝز ... ... ... ⿑鼅䲿䵿ًر؍، 䎢デ⚺ 㢩鿇؟؎ز 箟꧊鿇 1*$, 1*$, 1*$, -*,& 1*$, '0--08 㢳侧ך 衼せ1*$,&3 1*$, 4503*&4 */'0(3"1)*$4 "/"-:5*$4
  5. 䌢ח䮋䨌ה䧭ꞿ׾竲ֽ׷ًر؍، ِ٦ؠ٦侧        

    稠鎘   ِ٦ؠ٦ ؔٔآشٕ ؝ٝذٝخ Ꟛ㨣 
  6. وطة؎ؤ劤ך变 1*$, 剣俱铬ꆃ 1*$, ـٓٝس 䎢デ ⿑鼅׃׋ 䲿䵿剣俱 ًر؍، 箟꧊鿇⡲䧭

    剣俱鎸✲ ぐ珏؎كٝز ⮚䖉 剣俱㼔欽堣腉 ךꟚ佝 ـٓٝس䎢デ 㼔Ꟍث٦ي ⟰噟ך ـٓٝسꅕ䧭׾ ؟ه٦ز ـٓٝسח ؿ؍حز׃׋ 鎸✲ⵖ⡲ 剣劄ז ؽآطأػ٦اٝ חꂁ⥋
  7. 栻䖤 ⟰歗 Ꟛ涪 麊欽 䎢デ栻䖤 4/4麊欽 ؝ىُصذ؍ ؎كٝز 1SP 1JDLFS

    劉׌ֽ 搀俱 ؙٗ٦ؤس 䨌殛 فحءُ 鸐濼 箟䧭 ًٕوؖ غش٦ 鏣㹀 ֮הד
  8. 栻䖤 ⟰歗 Ꟛ涪 麊欽 䎢デ栻䖤 4/4麊欽 ؝ىُصذ؍ ؎كٝز 1SP 1JDLFS

    劉׌ֽ 搀俱 ؙٗ٦ؤس 䨌殛 فحءُ 鸐濼 箟䧭 ًٕوؖ غش٦ 鏣㹀 ֮הד
  9. 栻䖤 ⟰歗 Ꟛ涪 麊欽 䎢デ栻䖤 4/4麊欽 ؝ىُصذ؍ ؎كٝز 1SP 1JDLFS

    劉׌ֽ 搀俱 ؙٗ٦ؤس 䨌殛 فحءُ 鸐濼 箟䧭 ًٕوؖ غش٦ 鏣㹀 ֮הד
  10. 栻䖤 ⟰歗 Ꟛ涪 麊欽 䎢デ栻䖤 4/4麊欽 ؝ىُصذ؍ ؎كٝز 1SP 1JDLFS

    劉׌ֽ 搀俱 ؙٗ٦ؤس 䨌殛 فحءُ 鸐濼 箟䧭 ًٕوؖ غش٦ 鏣㹀 ֮הד
  11. AD  Products #SBOE"DDPVOU ،ؕؐٝز׾ أهٝ؟٦س #SBOE4UPSJFT 鎸✲׾ أهٝ؟٦س #SBOE5BC ةـ׾

    أهٝ؟٦س ـٓٝس项欵ך䕎䧭 䎢デ⚺ך䫎项׾然㹋חـٓٝس项欵חאז־׷
  12. CMP $POUFOUT.BSLFUJOH1MBUGPSN $3&"5& %*453*#65& -&"3/ ٌغ؎ٕח黝׃׋ 葺颵٥넝⣣⦼ך ؝ٝذٝخⵖ⡲ 黝ⴖז➂חꂁ⥋ ؽآطأػ٦اٝ

    1*$,ד䭁侔 铩ָ铣׿׌ַ וֲ铣ת׸׋ַ 䭁侔ׁ׸׋ַ 爡ⰻ箟꧊鿇ד سحؚؿ٦ر؍ؚٝ
  13. CMP $POUFOUT.BSLFUJOH1MBUGPSN $3&"5& %*453*#65& -&"3/ ٌغ؎ٕח黝׃׋ 葺颵٥넝⣣⦼ך ؝ٝذٝخⵖ⡲ 铣׫䩛חה׏ג ⣣⦼ך֮׷䎢デ

    黝ⴖז➂חꂁ⥋ ؽآطأػ٦اٝ 1*$,ד䭁侔 铩ָ铣׿׌ַ וֲ铣ת׸׋ַ 䭁侔ׁ׸׋ַ 爡ⰻ箟꧊鿇ד سحؚؿ٦ر؍ؚٝ
  14. DEVELOPMENT 4DSVN +*3" "HJMF 8FFL 4QSJOU %BJMZ 4DSVN ,15 㛇劤כأؙٓي׾䄶׃׋أة؎ٕ鹈꟦أفٔٝز

    +*3"דغحؙؚٗך盖椚הؕٝغٝך〳鋔⻉׾遤ֲ 鹈如ךⴓ.5(דفٗتؙزؔ٦ش٦ה⮚⯓䏝➰ֽ׾遤ֲ
  15. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424
  16. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH
  17. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH .BTUFS %BUB
  18. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH 5SBOTBDUJPO %BUB .BTUFS %BUB
  19. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH 5SBOTBDUJPO %BUB .BTUFS %BUB 5JNFMJOF 3BOLJOH $BDIF
  20. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH 5SBOTBDUJPO %BUB .BTUFS %BUB 5JNFMJOF 3BOLJOH $BDIF "DDFTT-PH "OBMZUJDT
  21. %ZOBNP%# &MBTUJ$BDIF */5&3/&5 %&4,5011$ .0#*-& 3065& &-# &*1 */$0.*/( "11

    #"5 &MBTUJDTFBSDI 3%4 3FETIJGU $MPVE8BUDI 4/4 4&4 424 "OTJCMF  "VUP4DBMJOH 5SBOTBDUJPO %BUB .BTUFS %BUB 5JNFMJOF 3BOLJOH $BDIF "DDFTT-PH "OBMZUJDT 4FBSDI &OHJOF
  22. &-# 424 &MBTUJDTFBSDI 3%4 .Z42- &MBTUJ$BDIF 3FEJT %ZOBNP %"5"#"4& READ

    / WRITE غحؙؒٝسח ꬊず劍ةأؙ׾涫ꐮ Ⰻ俑嗚稊 ꅾ醱ⴻ㹀 3FETIJGU BQJOFXTQJDLTDPN DPOUFOUTOFXTQJDLTDPN OFXTQJDLTDPN APP  SERVER
  23. &-# 424 &MBTUJDTFBSDI 3%4 .Z42- &MBTUJ$BDIF 3FEJT %ZOBNP %"5"#"4& READ

    / WRITE غحؙؒٝسח ꬊず劍ةأؙ׾涫ꐮ Ⰻ俑嗚稊 ꅾ醱ⴻ㹀 3FETIJGU BQJOFXTQJDLTDPN DPOUFOUTOFXTQJDLTDPN OFXTQJDLTDPN APP  SERVER +BWB
  24. &-# 424 &MBTUJDTFBSDI 3%4 .Z42- &MBTUJ$BDIF 3FEJT %ZOBNP %"5"#"4& READ

    / WRITE غحؙؒٝسח ꬊず劍ةأؙ׾涫ꐮ Ⰻ俑嗚稊 ꅾ醱ⴻ㹀 3FETIJGU BQJOFXTQJDLTDPN DPOUFOUTOFXTQJDLTDPN OFXTQJDLTDPN APP  SERVER +BWB 41&&%"דךⵃ欽㹋籐٥穗꿀罏㢳侧 넝鸞٥ؒ؝ءأأذي⯍㹋 +BWB -PNCPL׾ⵃ欽ׅ׸ל--ח鵚ְ乼⡲䠬 3VCZכ㘗➰ָֽ䓲ֻ鹼ְ٥4DBMBכ؝ٝػ؎ָٕ鹼ְ
  25. +BWB -BNCEB&YQSFTTJPO +BWB $PMMFDUJPOTTPSU TUVEFOUT OFX$PNQBSBUPS4UVEFOU \ !0WFSSJEF QVCMJDJOUDPNQBSF 4UVEFOUT

    4UVEFOUT \ SFUVSO*OUFHFSDPNQBSF THFU)FJHIU THFU)FJHIU  ^ ^  +BWB $PMMFDUJPOTTPSU TUVEFOUT   T T *OUFHFSDPNQBSF THFU)FJHIU THFU)FJHIU  
  26. +BWB 4USFBN"1* 8PSE$PVOU 1BUIQBUI'JMF4ZTUFNTHFU%FGBVMU HFU1BUI XPSEDPVOUUYU  'JMFTMJOFT QBUI 

    .BQ BU.BQ MJOF"SSBZTTUSFBN MJOFTQMJU  ]==]   $PODVSSFOU QBSBMMFM  3FEVDF DPMMFDU HSPVQJOH#Z XPSEXPSE $PMMFDUPSTDPVOUJOH  0VUQVU GPS&BDI 4ZTUFNPVUQSJOUMO  
  27. -PNCPL 3FEVDF CPJMFSQMBUF 1MBJO+BWB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF QSJWBUF*OUFHFSBHF QVCMJDWPJETFU/BNF 4USJOHOBNF \

    UIJTOBNFOBNF ^ QVCMJD4USJOHHFU/BNF \ SFUVSOOBNF ^  ^
  28. -PNCPL 3FEVDF CPJMFSQMBUF 1MBJO+BWB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF QSJWBUF*OUFHFSBHF QVCMJDWPJETFU/BNF 4USJOHOBNF \

    UIJTOBNFOBNF ^ QVCMJD4USJOHHFU/BNF \ SFUVSOOBNF ^  ^ X-PNCPL !%BUB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF ^
  29. -PNCPL 3FEVDF CPJMFSQMBUF 1MBJO+BWB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF QSJWBUF*OUFHFSBHF QVCMJDWPJETFU/BNF 4USJOHOBNF \

    UIJTOBNFOBNF ^ QVCMJD4USJOHHFU/BNF \ SFUVSOOBNF ^  ^ X-PNCPL !%BUB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF ^ "45USBOTGPSNBUJPO BUDPNQJMFUJNF XJUI"15
  30. -PNCPL 3FEVDF CPJMFSQMBUF 1MBJO+BWB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF QSJWBUF*OUFHFSBHF QVCMJDWPJETFU/BNF 4USJOHOBNF \

    UIJTOBNFOBNF ^ QVCMJD4USJOHHFU/BNF \ SFUVSOOBNF ^  ^ X-PNCPL !%BUB QVCMJDDMBTT4UVEFOU\ QSJWBUF4USJOHOBNF ^ "45USBOTGPSNBUJPO BUDPNQJMFUJNF XJUI"15 HFUUFSTFUUFS DPOTUSVDUPS FRVBMT IBTI$PEF 
  31. -PNCPL 3FEVDF CPJMFSQMBUF 'SFRVFOUMZVTFE !#VJMEFS QVCMJDDMBTT4UVEFOU7JFX.PEFM\ !%FMFHBUFQSJWBUFOBM4UVEFOUEFMFHBUF QSJWBUFOBMJOUTDPSF ^ 4UVEFOUTUVEFOUOE4UVEFOU#Z/BNF

    NPO[PV  4UVEFOU7JFX.PEFMNPEFM4UVEFOU7JFX.PEFMCVJMEFS  EFMFHBUF TUVEFOU  TDPSF HFU4DPSF TUVEFOU  CVJME   4ZTUFNPVUQSJOUMO NPEFMHFU/BNF   NPEFMHFU4DPSF 
  32. 424 &MBTUJDTFBSDI 3%4 .Z42- &MBTUJ$BDIF 3FEJT %ZOBNP $30/ +BWB 䲿䵿؟فٓ؎َ

    杝荈鎸✲《鴥 +BWB ؚٓٝؗٝ 鎘皾 +BWB ؝ًٝز أ؝،鎘皾 +BWB 겲⡂鎸✲鎘皾 ؕذ؞ٔⴓ겲 +BWB ة؎يٓ؎ٝך 欰䧭⠗乄 +BWB 嗚稊 ؎ٝرحؙأ刿倜 DATABASE 3&"%83*5& 4$)&%6-& 61%"5& 46#4$3*#& BACKEND SERVICES 3FETIJGU &/26&6& BACKEND  SERVICES
  33. 424 &MBTUJDTFBSDI 3%4 .Z42- &MBTUJ$BDIF 3FEJT %ZOBNP $30/ +BWB 䲿䵿؟فٓ؎َ

    杝荈鎸✲《鴥 +BWB ؚٓٝؗٝ 鎘皾 +BWB ؝ًٝز أ؝،鎘皾 +BWB 겲⡂鎸✲鎘皾 ؕذ؞ٔⴓ겲 +BWB ة؎يٓ؎ٝך 欰䧭⠗乄 +BWB 嗚稊 ؎ٝرحؙأ刿倜 DATABASE 3&"%83*5& 4$)&%6-& 61%"5& 46#4$3*#& BACKEND SERVICES 3FETIJGU &/26&6& BACKEND  SERVICES 〳欽䚍ָ䬐⥂ׁ׸׋ⴓ侔ُؗ٦ Ɒ瘝䚍כ،فٔ⩎ד䬐⥂ׅ׷䗳銲ָ֮׷ָ⢪ְװְׅ 㼛勻涸חכ%ZOBNP%#4USFBNT -BNCEB׾ⵃ欽
  34.  剣俱铬ꆃ  "OESPJE晛  8FC ءؑ،ل٦آ  8FC晛 

    ةـⴓֽ  ؔٔآشٕ ؝ٝذٝخ  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ ٔصُ٦،ٕ  1SP1JDLFS 4FBTPO  劉׌ֽ搀俱 ٍؗٝل٦ٝ  1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  8FC铬ꆃ 8FC嗚稊  3FEJT ⴓ侔  "VUP4DBMJOH $IBU0QT       ✲噟ؿؑ٦ؤח䘔ׄ׋倵瘻稱➜
  35.  剣俱铬ꆃ  "OESPJE晛  8FC ءؑ،ل٦آ  8FC晛 

    ةـⴓֽ  ؔٔآشٕ ؝ٝذٝخ  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ ٔصُ٦،ٕ  1SP1JDLFS 4FBTPO  劉׌ֽ搀俱 ٍؗٝل٦ٝ  1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  8FC铬ꆃ 8FC嗚稊  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍  "VUP4DBMJOH $IBU0QT       ✲噟ؿؑ٦ؤח䘔ׄ׋倵瘻稱➜
  36.  剣俱铬ꆃ  "OESPJE晛  8FC ءؑ،ل٦آ  8FC晛 

    ةـⴓֽ  ؔٔآشٕ ؝ٝذٝخ ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       ؒٝآص،㼰侧 ؟٦غ٦侧〴 䩛⹛رفٗ؎ 耵➂فحءُ ؒٝآص،吤姻 䝰뒊׾֮־׷3FEJT
  37.  剣俱铬ꆃ  "OESPJE晛  8FC ءؑ،ل٦آ  8FC晛 

    ةـⴓֽ  ؔٔآشٕ ؝ٝذٝخ ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       ؒٝآص،㼰侧 ؟٦غ٦侧〴 䩛⹛رفٗ؎ 耵➂فحءُ ؒٝآص،吤姻 䝰뒊׾֮־׷3FEJT
  38.  剣俱铬ꆃ  "OESPJE晛  8FC ءؑ،ل٦آ  8FC晛 

    ةـⴓֽ  ؔٔآشٕ ؝ٝذٝخ ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       䩛⹛رفٗ؎ DSPOUBCF IHQVMM IHVQSFMFBTFW CVJMESFMFBTFTI EFQMPZTIIPTU 饯⹛㸣✪תדמ׋ׅ׵䖉א &-#׾ⴖ׶剏ִ׷ 婍׶ךٔٔ٦أ החַֻ 儗꟦ַַָ׏ג ٔٔ٦أָخְٓ
  39.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       ؒٝآص،_せ⵸䖓 ؟٦غ٦侧⼧〴 3FEJTⴓ侔 أ؛٦ٕ،ؐز㛇湍 ,1*ך〳鋔⻉ تحءُن٦سꟚ涪 ؎كٝزؚٗⴓ匿 ؚٗ٦أث٦ي甧׍♳־ 稢ַז何㊣瘻ד㹀滠桦ぢ♳
  40.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       ؒٝآص،_せ⵸䖓 ؟٦غ٦侧⼧〴 3FEJTⴓ侔 أ؛٦ٕ،ؐز㛇湍 ,1*ך〳鋔⻉ تحءُن٦سꟚ涪 ؎كٝزؚٗⴓ匿 ؚٗ٦أث٦ي甧׍♳־ 稢ַז何㊣瘻ד㹀滠桦ぢ♳
  41. &-# "11 3FEJT TMBWF 3FEJT NBTUFS 〴ד Ⰻِ٦ؠ٦ך ة؎يٓ؎ٝ׾刿倜 SFQMJDBUJPO

    荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف #"5 3FEJTة؎يٓ؎ٝ㘋湫ⴓ侔
  42. &-# "11 3FEJT TMBWF 3FEJT NBTUFS 〴ד Ⰻِ٦ؠ٦ך ة؎يٓ؎ٝ׾刿倜 SFQMJDBUJPO

    荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف #"5 #"5؟٦غ٦כ 〴דⳢ椚 3FEJTة؎يٓ؎ٝ㘋湫ⴓ侔
  43. &-# "11 3FEJT TMBWF 3FEJT NBTUFS 〴ד Ⰻِ٦ؠ٦ך ة؎يٓ؎ٝ׾刿倜 SFQMJDBUJPO

    荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف #"5 #"5؟٦غ٦כ 〴דⳢ椚 3FEJTة؎يٓ؎ٝ㘋湫ⴓ侔 ELB "11 #"5 TMBWF NBTUFS TMBWF NBTUFS TMBWF NBTUFS SFQMJDBUJPO SFQMJDBUJPO SFQMJDBUJPO &MBTUJ$BDIF &MBTUJ$BDIF &MBTUJ$BDIF
  44. &-# "11 3FEJT TMBWF 3FEJT NBTUFS 〴ד Ⰻِ٦ؠ٦ך ة؎يٓ؎ٝ׾刿倜 SFQMJDBUJPO

    荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف #"5 #"5؟٦غ٦כ 〴דⳢ椚 3FEJTة؎يٓ؎ٝ㘋湫ⴓ侔 ELB "11 #"5 TMBWF NBTUFS TMBWF NBTUFS TMBWF NBTUFS SFQMJDBUJPO SFQMJDBUJPO SFQMJDBUJPO &MBTUJ$BDIF &MBTUJ$BDIF &MBTUJ$BDIF &MBTUJ$BDIFח獳遤 عحءُⴓ侔
  45. &-# "11 3FEJT TMBWF 3FEJT NBTUFS 〴ד Ⰻِ٦ؠ٦ך ة؎يٓ؎ٝ׾刿倜 SFQMJDBUJPO

    荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف #"5 #"5؟٦غ٦כ 〴דⳢ椚 3FEJTة؎يٓ؎ٝ㘋湫ⴓ侔 ELB "11 #"5 TMBWF NBTUFS TMBWF NBTUFS TMBWF NBTUFS SFQMJDBUJPO SFQMJDBUJPO SFQMJDBUJPO &MBTUJ$BDIF &MBTUJ$BDIF &MBTUJ$BDIF 3FEJTⴓ侔ח֮׻ׇג #"5؟٦غ٦׮ 醱侧〴ח㟓װ׃ג 넝鸞⻉׾㔳׷ &MBTUJ$BDIFח獳遤 عحءُⴓ侔
  46. 3FEJT宏䎂ⴓ侔 〴דⰋגך 剅ֹ鴥׫铣׫鴥׫ ׾Ⳣ椚 荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف &-# "11

    #"5 3FEJT TMBWF 3FEJT NBTUFS SFQMJDBUJPO 3FBE8SJUF 3FBE8SJUF &-# "11 TMBWF NBTUFS #"5 TMBWF TMBWF SFQMJDBUJPO SFQMJDBUJPO 8SJUF 3FBE 3FBE &MBTUJ$BDIF
  47. 3FEJT宏䎂ⴓ侔 〴דⰋגך 剅ֹ鴥׫铣׫鴥׫ ׾Ⳣ椚 荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف &-# "11

    #"5 3FEJT TMBWF 3FEJT NBTUFS SFQMJDBUJPO 3FBE8SJUF 3FBE8SJUF 剅ֹ鴥׫כ وأة٦ח &-# "11 TMBWF NBTUFS #"5 TMBWF TMBWF SFQMJDBUJPO SFQMJDBUJPO 8SJUF 3FBE 3FBE &MBTUJ$BDIF
  48. 3FEJT宏䎂ⴓ侔 〴דⰋגך 剅ֹ鴥׫铣׫鴥׫ ׾Ⳣ椚 荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف &-# "11

    #"5 3FEJT TMBWF 3FEJT NBTUFS SFQMJDBUJPO 3FBE8SJUF 3FBE8SJUF 剅ֹ鴥׫כ وأة٦ח &-# "11 TMBWF NBTUFS #"5 TMBWF TMBWF SFQMJDBUJPO SFQMJDBUJPO 8SJUF 3FBE 3FBE &MBTUJ$BDIF 铣׫鴥׫כ ٔ٦سٖفַٔؕ׵ أذ؍حؗ٦
  49. 3FEJT宏䎂ⴓ侔 〴דⰋגך 剅ֹ鴥׫铣׫鴥׫ ׾Ⳣ椚 荈⵸ד ٖفٔ؛٦ءّٝ  غحؙ،حف &-# "11

    #"5 3FEJT TMBWF 3FEJT NBTUFS SFQMJDBUJPO 3FBE8SJUF 3FBE8SJUF 剅ֹ鴥׫כ وأة٦ח ٔ٦سٖفָٔؕ 衅׍׋㜥さכ ؿؑ؎ٕؔ٦غ٦ &-# "11 TMBWF NBTUFS #"5 TMBWF TMBWF SFQMJDBUJPO SFQMJDBUJPO 8SJUF 3FBE 3FBE &MBTUJ$BDIF 铣׫鴥׫כ ٔ٦سٖفַٔؕ׵ أذ؍حؗ٦
  50.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       ؒٝآص،_せ⵸䖓 ؟٦غ٦侧⼧〴 3FEJTⴓ侔 أ؛٦ٕ،ؐز㛇湍 ,1*ך〳鋔⻉ تحءُن٦سꟚ涪 ؎كٝزؚٗⴓ匿 ؚٗ٦أث٦ي甧׍♳־ 稢ַז何㊣瘻ד㹀滠桦ぢ♳
  51.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       صُ٦أ׾铣׫ח勻׋ךח ِ٦ؠ٦涫ꐮ׃זְה铣׭זְ ו׿זِ٦ؠ٦⡤꿀ָ 䖤׵׸׷ךַⴓַ׵זְ ⴱ劍ꨄ膴桦ָꬊ䌢ח넝ַ׏׋ ؿ؋ٝطٕ׾鋅ג 30*ָ넝ְהֿ׹ַ׵何㊣
  52.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       صُ٦أ׾铣׫ח勻׋ךח ِ٦ؠ٦涫ꐮ׃זְה铣׭זְ ו׿זِ٦ؠ٦⡤꿀ָ 䖤׵׸׷ךַⴓַ׵זְ ⴱ劍ꨄ膴桦ָꬊ䌢ח넝ַ׏׋ ؿ؋ٝطٕ׾鋅ג 30*ָ넝ְהֿ׹ַ׵何㊣
  53.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       剑ⴱכ馄⡚؝أزדꟚ涪 䔲搫׌ָꬊ䌢ח⸬卓ָ֮׏׋ ꟼ鸬鎸✲כ岣湡䏝׮㣐✲ז銲稆 鸬鯹鎸✲ךꟼ鸬鏣㹀זוכ㣐✲
  54.  *#.䎢デ ةـ  ِ٦ؠ٦遤⹛ ⴓ匿㛇湍  ⟎涫ꐮ  ꟼ鸬鎸✲

     1SP1JDLFS 4FBTPO  䎢デ鿇Ꟍ 甧׍♳־  3FEJT ⴓ侔 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       剑ⴱכ馄⡚؝أزדꟚ涪 䔲搫׌ָꬊ䌢ח⸬卓ָ֮׏׋ ꟼ鸬鎸✲כ岣湡䏝׮㣐✲ז銲稆 鸬鯹鎸✲ךꟼ鸬鏣㹀זוכ㣐✲ ꟼ鸬ָ֮׶ 岣湡䏝ָ넝ְ 鎸✲׾邌爙
  55.  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ

    ٔصُ٦،ٕ  劉׌ֽ搀俱 ٍؗٝل٦ٝ  8FC铬ꆃ 8FC嗚稊 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍  "VUP4DBMJOH $IBU0QT       ؒٝآص،せ⵸䖓 "VUP4DBMJOH $IBU0QTדꟚ涪⸬桦何㊣ 䎢デ周⟝㟓⸇ח⠵ְꟚ涪ث٦يⴓⶴ ぐ珏ٍؗٝل٦ٝꟚ㨣 8FCٔصُ٦،ٕ
  56.  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ

    ٔصُ٦،ٕ  劉׌ֽ搀俱 ٍؗٝل٦ٝ  8FC铬ꆃ 8FC嗚稊 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍  "VUP4DBMJOH $IBU0QT       ؒٝآص،せ⵸䖓 "VUP4DBMJOH $IBU0QTדꟚ涪⸬桦何㊣ 䎢デ周⟝㟓⸇ח⠵ְꟚ涪ث٦يⴓⶴ ぐ珏ٍؗٝل٦ٝꟚ㨣 8FCٔصُ٦،ٕ
  57.  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ

    ٔصُ٦،ٕ  劉׌ֽ搀俱 ٍؗٝل٦ٝ  8FC铬ꆃ 8FC嗚稊 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍  "VUP4DBMJOH $IBU0QT       ؒٝآص،せ⵸䖓 "VUP4DBMJOH $IBU0QTדꟚ涪⸬桦何㊣ 䎢デ周⟝㟓⸇ח⠵ְꟚ涪ث٦يⴓⶴ ぐ珏ٍؗٝل٦ٝꟚ㨣 8FCٔصُ٦،ٕ
  58.  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ

    ٔصُ٦،ٕ  劉׌ֽ搀俱 ٍؗٝل٦ٝ  8FC铬ꆃ 8FC嗚稊 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍       /FXT1JDLTךفٓحزؿؓ٦ي٥⚅歲錁ך⚥ד 倜׃ְًر؍،⡤꿀׾׃גק׃ְ 攦䗰זؿ؋ٝחז׏גק׃ְ  "VUP4DBMJOH $IBU0QT ؔٔآشٕ鎸✲כ 鷿⚥תד׃ַ 铣׭זְ
  59.  8FC غحؙؒٝس Ⰵ剏  ؙٗ٦ؤس 䨌殛  8FC رؠ؎ٝ

    ٔصُ٦،ٕ  劉׌ֽ搀俱 ٍؗٝل٦ٝ  8FC铬ꆃ 8FC嗚稊 ء٦س劍 ،٦ٔ٦劍 䧭ꞿ劍  "VUP4DBMJOH $IBU0QT       ؒٝآص،せ⵸䖓 "VUP4DBMJOH $IBU0QTדꟚ涪⸬桦何㊣ 䎢デ周⟝㟓⸇ח⠵ְꟚ涪ث٦يⴓⶴ ぐ珏ٍؗٝل٦ٝꟚ㨣 8FCٔصُ٦،ٕ