Elasticsearch 勉強会 1/2

Transcript

1. &MBTUJDTFBSDI
   ษڧձ
    
2. ࣗݾ঺հ w ໦ށ
   ࠃ඙ʢ,VOJIJLP
   ,JEPʣ
   w ϕϧτϥגࣜձࣾʢ7&-53"
   $PSQPSBUJPOʣ
   w $4
   ޲͚ιϦϡʔγϣϯاըɾ։ൃ
   w ࣗવݴޠॲཧ
   
   શจݕࡧΤϯδϯ
   ˍ
   ػցֶश
3. "CPVU
   
   7&-53" :PVS
   TUPSZ
   CFHJOT
   IFSF
   ISWFMUSBDPN
5. શจݕࡧΤϯδϯͱ͸
6. "HHSFHBUJPO
   
   GBTFU 'VMMUFTU
   TFBSDI 4PSU 4FBSDI
   3FTVMU 1BHJOH ݕࡧΤϯδϯͱ͸
   େྔͷαΠτ಺ඇఆܕจॻΛߴ଎ʹݕࡧ͢ΔͨΊͷ΋ͷ
7. શจݕࡧΤϯδϯͷ࢓૊Έ
8. సஔΠϯσοΫε  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ πΞʔ 
    Φϓγϣφϧ  ʜ ʜ ༧໿ 
   
    సஔΠϯσοΫε ݩͷจॻ ୯ޠ͕Ͳͷจॻʹग़ݱ͢Δͷ͔Λ֨ೲͨ͠ࡧҾߏ଄
   ʹ
   సஔΠϯσοΫε
9. શจݕࡧ  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿ ୯ޠ จॻ൪߸ πΞʔ 
    Φϓγϣφϧ  ʜ ʜ ༧໿ 
   
    సஔΠϯσοΫε ݕࡧ݁Ռ ݕࡧΩʔϫʔυ ʮπΞʔ
   "/%
   ༧໿ʯ \
   ^
   㱯
   \
   
   ^
   
   \
   ^
10. Θ͔ͪॻ͖ w 8JLJQFEJB
    Θ͔ͪॻ͖ʢΘ͔͕͖ͪʣͱ͸ɺจষʹ͓͍ͯޠͷ۠੾Γʹ ۭനΛڬΜͰهड़͢Δ͜ͱͰ͋Δɻ
    w ӳޠɺϑϥϯεޠɺυΠπޠɺFUDˠ
    ޠͱޠΛεϖʔεͰ۠੾Δ
    w தࠃޠɺ೔ຊޠɺؖࠃޠʢ$+,ʣɺλΠޠˠ
    ޠͱޠΛ۠੾Βͳ͍
    w ˞
    ؖࠃޠ͸׽ࣈ͕ഇࢭ͞Ε͔ͯΒ͸จઅ୯ҐͰΘ͔ͪॻ͖͢Δ
    w ˞
    ೔ຊޠ΋ͻΒ͕ͳ͚ͩͷ࣌͸จઅ୯ҐͰ෼͔ͪॻ͖͢Δ͜ͱ΋͋Δ
11. ೔ຊޠͷΘ͔ͪॻ͖ w సஔΠϯσοΫεΛ࡞Δʹ͸ɺΘ͔ͪॻ͖͕ඞཁɻ೔ຊޠΛ୯ޠͰݕࡧͰ ͖ΔΑ͏ʹ͢ΔͨΊʹ͸ԿΒ͔ͷํ๏ͰΘ͔ͪॻ͖͢Δඞཁ͕͋Δɻ
    w ೔ຊޠܗଶૉղੳ
    w /(SBN
    ํࣜ
12. ೔ຊޠܗଶૉղੳ w ೔ຊޠΛҙຯͷ͋Δ୯ޠ୯ҐͰݕࡧ͢Δ৔߹͸೔ຊޠܗଶૉղੳ
    w ʮମݧஊ
    
    ͔Β
    
    બ΂Δ
    
    ݱ஍
    πΞʔ
    
    ༧໿ʯ
    w 044
    $IB4FOɺ+6."/ɺ.F$BCɺ,VSPNPKJ
    w ঎༻
    3PTFUUFš
    جຊݴޠղੳϞδϡʔϧʢ#BTJT
    5FDIOPMPHZʣ
13. ݕࡧʹ͓͚Δܗଶૉղੳ w ਫ਼౓ͷ޲্
    w ʮΧϨʔʯͰݕࡧͯ͠΋ʮΤεΧϨʔλʔʯ͕Ͱͳ͘ͳΔ
    w ࠶ݱ཰ͷ௿Լ
    w ʮ౦ژ౎ʯͰΠϯσοΫεΛ࡞Δͱʮ౦ژʯ͕ݟ͔ͭΒͳ͍ɻ͜ͷྫ͕ ݕࡧʹͱͬͯ͸ਂࠁͳͨΊ୹͍୯Ґ͕޷·ΕΔɻʮ౦ژʯʮ౎ʯ
14. /(SBN
    ํࣜ w จࣈྻͷฒͼΛݟग़͠ޠͱͯ͠Θ͔ͪॻ͖͢Δํࣜɻݴޠʹґଘ͠ͳ͍ɻ ̍จࣈ୯ҐͷΘ͔ͪॻ͖ΛϢχάϥϜɺ̎จࣈ୯ҐΛόΠάϥϜɺ̏จࣈ ୯ҐΛτϦάϥϜํࣜͱݺͿɻ
    w ʮମݧ
    
    ݧஊ
    
    ஊ͔
    
    ͔Β
    
    Βબ
    
    બ΂
    
    ΂Δ
    
    Δݱ
    
    ݱ஍
    
    ஍π
    
    πΞ
    
    Ξʔ
    
    ʔ༧
    
    ༧໿ʯ
    w ೔ຊޠ
    ʙ
    άϥϜ
    w ܗଶૉղੳͱൺ΂ਫ਼౓͕௿Լ͢Δ͕ɺ࠶ݱ཰͕޲্͢Δɻ
15. σΟεΫ࢖༻ྔͷҧ͍ w ܗଶૉղੳͱ/άϥϜํࣜʹ͸ɺݕࡧͷಛ௃Ҏ֎ʹσΟεΫ࢖༻ྔ͕େ͖ ͘ҟͳΔɻܗଶૉղੳ
    
    /(SBN
    ํࣜ
    w ܗଶૉղੳ
    ʮମݧஊ
    
    ͔Β
    
    બ΂Δ
    
    ݱ஍
    πΞʔ
    
    ༧໿ʯ
    w /(SBN
    ํࣜ
    ʮମݧ
    
    ݧஊ
    
    ஊ͔
    
    ͔Β
    
    Βબ
    
    બ΂
    
    ΂Δ
    
    Δݱ
    
    ݱ஍
    
    ஍π
    
    πΞ
    
    Ξʔ
    
    ʔ༧
    
    ༧໿ʯ
16. ࣙॻͷద༻ w ܗଶૉղੳɿҙຯͷ͋Δ୯ޠ͕ΠϯσοΫε͞ΕΔͨΊࣙॻͷద༻͸༰қ
    w /(SBN
    ํࣜɿҙຯΛ࣋ͨͳ͍࿈ଓͨ͠จࣈྻͷͨΊࣙॻͷద༻͸೉͍͠ ʢ࢓૊Έతʹ͸Մೳ͕ͩӡ༻͕೉͘͠ͳΔʣ
17. ιʔτͱूܭ w จࣈྻΛ࢖༻ͨ͠ιʔτ΍ूܭ΋ΠϯσοΫε͕࢖༻͞ΕΔͨΊɺઃܭʹ ͸ߟྀ͕ඞཁɻ
18. ݴޠॲཧύλʔϯ
19. ݴޠॲཧύλʔϯ w ݴޠॲཧ͠ͳ͍
    w ύλʔϯநग़
    w Ϛοϐϯά
    w 8IJUFTQBDF
    w ܗଶૉղੳ
    w /(SBN
    w &EHF
    /(SBN
    w 5PLFO
    /(SBN
    w 5PLFO
    &EHF
    /(SBN
    w ύλʔϯநग़ˍϚοϐϯά
    w ೔ຊޠݻ༗
20. ݴޠॲཧ͠ͳ͍  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿  సஔΠϯσοΫε ݩͷจॻ
21. ύλʔϯநग़  จॻ  IUUQTXXXWFMUSBDPNKQBTJB UIBJMBOEFEJUPST@QJDLT  IUUQTXXXWFMUSBDPNFOFVSPQF GSBODF  IUUQTXXXIBXBJJBDUJWJUJFTDPNFO IBXBJJPBIVDUH  IUUQTISWFMUSBDPN ୯ޠ จॻ൪߸ XXXWFMUSBDPN 
     XXXIBXBJJBDUJWJUJFTDPN  ISWFMUSBDPN  సஔΠϯσοΫε ݩͷจॻ
22. Ϛοϐϯά  จॻ  ಢ໦ݝ  ܈അݝ  ౦ژ౎  ਆಸ઒ݝ ୯ޠ จॻ൪߸ ؔ౦஍ํ     ट౎ݍ     ๺ؔ౦   ೆؔ౦   సஔΠϯσοΫε ݩͷจॻ
23. 8IJUFTQBDF  จॻ  *
    IBWF
    B
    QFO
    *
    IBWF
    BO
    BQQMF  BI
    BQQMF
    QFO  *
    IBWF
    B
    QFO
    *
    IBWF
    B
    QJOFBQQMF  BI
    QJOFBQQMF
    QFO ୯ޠ จॻ൪߸ B 
     BO  BQQMF 
     IBWF 
     * 
     QFO 
    
    
     QJOFBQQMF 
     సஔΠϯσοΫε ݩͷจॻ
24. ܗଶૉղੳ  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ πΞʔ 
     Φϓγϣφϧ  ʜ ʜ ༧໿ 
    
     సஔΠϯσοΫε ݩͷจॻ
25. /(SBN  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ ମݧஊ  ݧஊ͔  ஊ͔Β  ͔Βબ  Βબ΂  બ΂Δ  ΂Δݱ  Δݱ஍
     ݱ஍π  ஍πΞ  πΞʔ 
     Ξʔ༧ 
     ʔ༧໿ 
     సஔΠϯσοΫε ݩͷจॻ
26. &EHF
    /(SBN  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ ମ  ମݧ  ମݧஊ  ମݧஊ͔  ମݧஊ͔Β  ମݧஊ͔Βબ  ମݧஊ͔Βબ΂  ମݧஊ͔Βબ΂Δ
     ମݧஊ͔Βબ΂Δݱ  ମݧஊ͔Βબ΂Δݱ஍  ମݧஊ͔Βબ΂Δݱ஍π  ମݧஊ͔Βબ΂Δݱ஍πΞ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  సஔΠϯσοΫε ݩͷจॻ
27. 5PLFO
    /(SBN  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ ମݧஊ
    ͔Β  ͔Β
    બ΂Δ  બ΂Δ
    ݱ஍  ݱ஍
    πΞʔ  πΞʔ
    ༧໿  సஔΠϯσοΫε ݩͷจॻ
28. 5PLFO
    &EHF
    /(SBN  จॻ  ݱ஍ΦϓγϣφϧπΞʔ༧໿  ؍ޫཱྀߦ  ମݧஊ͔Βબ΂Δݱ஍πΞʔ༧໿  ݶఆΩϟϯϖʔϯ༧໿ ୯ޠ จॻ൪߸ ମ  ମݧ  ମݧஊ  બ  બ΂  બ΂Δ  ݱ 
     ݱ஍ 
     π 
     πΞ 
     πΞʔ 
     ༧ 
    
     ༧໿ 
    
     సஔΠϯσοΫε ݩͷจॻ
29. ύλʔϯநग़ˍϚοϐϯά  จॻ  IUUQTXXXWFMUSBDPNKQBTJB UIBJMBOEFEJUPST@QJDLT  IUUQTXXXWFMUSBDPNFOFVSPQF GSBODF  IUUQTXXXIBXBJJBDUJWJUJFTDPNFO IBXBJJPBIVDUH  IUUQTISWFMUSBDPN ୯ޠ จॻ൪߸ ϕϧτϥ 
     ϋϫΠΞΫςΟϏςΟ  ϕϧτϥ࠾༻৘ใ  సஔΠϯσοΫε ݩͷจॻ
30. ೔ຊޠݻ༗ w ඼ࢺͷআ֎ʢॿࢺ֨ॿࢺҰൠ
    ॿࢺऴॿࢺʣ
    w ׽਺ࣈɾେࣈͱΞϥϏΞ਺ࣈʢұສԁɺҰສԁ
    ˠ
     ԁʣ
    w چࣈମʢچ׽ࣈʣɾ৽ࣈମʢ৽׽ࣈʣ
    w གྷΓࣈʢʑɺʋɺʍʣʢ֤ʑ
    ˠ
    ֤֤ʣ
    w ಈࢺɾܗ༰ࢺͷݪܕ
    w ΧλΧφεϖϧͷ௕Իه߸ʢαʔόʔ
    ˠ
    αʔόʣ
    w ΧλΧφεϖϧͷখจࣈɾେจࣈʢαοΧʔ
    ˠ
    απΧʔʣ
    w ΧλΧφεϖϧͷ۠੾ΓจࣈʢϚΠέϧδϟΫιϯɺϚΠέϧɾδϟΫιϯɺϚΠέϧ
    δϟΫιϯʣ
    w ൒֯ɾશ֯ʢӳɾ਺ɾΧλΧφɾه߸ʣ
    w ໊শͷදه༳Εʢբϲؔɺբέؔɺբ͕ؔ
    
    ࿡ͭ઒ɺ࿡ͬ઒ɺ࿡π઒ɺ࿡઒
    
    ࢁखઢɺࢁͷखઢ
    ʣ
    w ಡΈʢ౦ژ
    ˠ
    τ΢Ωϣ΢ʣ
31. σʔλͷඇਖ਼نԽ
32. σʔλͷඇਖ਼نԽ w ϑϥάܥϑΟʔϧυͷίʔυԽ
    w FH
    EFMJWFSZ@qH
    
    EJTQMBZ@qH
    
    ˠ
    UBHT
    <lEFMJWFSZ@qH@z
    lEJTQMBZ@qH@z>
    w ूܭର৅ϑΟʔϧυʢϑΝηοτʣͷσʔλઃܭ
    w FH
    TPSU
    
    DPEF
    
    OBNF
    ϋϫΠˠ
    DBUFHPSZ@LFZ
    lϋϫΠz
33. ٳܜ
34. ݕࡧΤϯδϯͷछྨͱݱঢ়
35. શจݕࡧΤϯδϯͷछྨ w શจݕࡧΤϯδϯ
    ϥΠϒϥϦ
    w શจݕࡧΤϯδϯ
    ΞϓϦέʔγϣϯ
    w શจݕࡧΤϯδϯ
    αʔϏε
    w αΠτ಺ݕࡧαʔϏε
36. શจݕࡧΤϯδϯ
    ϥΠϒϥϦ w 8FC
    ΞϓϦέʔγϣϯػೳΛআ͍ͨશจݕࡧΤϯδϯػೳΛఏڙ͢Δϥ ΠϒϥϦ
    w "QBDIF
    -VDFOF
    Ξύονɾϧγʔϯʣ
37. શจݕࡧΤϯδϯ
    ΞϓϦέʔγϣϯ w 8FC
    ΞϓϦέʔγϣϯػೳΛඋ͑ɺશจݕࡧػೳΛ࢖͍΍ͨ͘͢͠ݕࡧ ΤϯδϯαʔόʔΞϓϦέʔγϣϯɻ
    w &MBTUJDTFBSDIʢΤϥεςΟοΫαʔνʣ
    w "QBDIF
    4PMS
    Ξύονɾιʔϥʔʣ
38. શจݕࡧΤϯδϯ
    αʔϏε w શจݕࡧΤϯδϯΛϚωʔδυܕͰఏڙ͢ΔݕࡧΤϯδϯαʔϏεɻ
    w &MBTUJD
    $MPVEʢΤϥεςΟοΫɾΫϥ΢υʣ
    w "NB[PO
    &MBTUJDTFBSDIʢΞϚκϯɾΤϥεςΟοΫαʔνʣ
39. αΠτ಺ݕࡧαʔϏε w αΠτ಺ݕࡧʹಛԽͨ͠ݕࡧΤϯδϯαʔϏεɻ
    w "NB[PO
    $MPVE4FBSDIʢΞϚκϯɾΫϥ΢υαʔνʣ
    w "MHPMJBʢΞϧΰϦΞʣ
    w 4XJGUZQFʢεΠϑλΠϓʣ
40. ݕࡧΤϯδϯͷݱঢ়
41. ଘࡏ͠ͳ͍ඪ४ن֨ (&5
    @TFBSDI
    \
    
    
    
    
    RVFSZ
    \
    
    
    
    
    
    
    
    
    NBUDI
    
    \
    
    
    
    
    
    
    
    
    
    
    
    
    NFTTBHF
    
    lIFMMP
    
    
    
    
    
    
    
    
    ^
    
    
    
    
    ^
    ^ (&5
    TFMFDU GRNFTTBHFIFMMP &MBTUJDTFBSDI
    2VFSZ
    %4- "QBDIF
    4PMS
    2VFSZ
    %4-
42. ҟͳΔઃܭͷΞϓϩʔν w ѻ͑Δσʔλܕ΋ͦΕͧΕͷݕࡧΤϯδϯͰҟͳΔɻ·ͨɺѻ͑Δσʔλ ܕ͕ҧ͏͜ͱʹΑͬͯઃܭͷΞϓϩʔν΋ҟͳΔɻͦͷͨΊɺݕࡧػೳΛ ઃܭ͢Δ৔߹͸࢖༻͢ΔݕࡧΤϯδϯͷ࢓༷Λ೺Ѳ͢Δ͜ͱ͕ॏཁɻ
    w $MPVE4FBSDI
    ݕࡧػೳઃܭ
    ˠ
    εΩʔϚઃܭ
    ˠ
    ΠϯσοΫεઃܭ
    w &MBTUJDTFBSDI
    εΩʔϚઃܭ
    ˠ
    ΠϯσοΫεઃܭˠ
    ݕࡧػೳઃܭ
44. γεςϜͷಛ௃
45. ΞʔΩςΫνϟ
    "1*T "OBMZ[FST 4FBSDIFS *OEFYFS "OBMZ[FST "1*T 1SFQSPDFTT 5FNQMBUFT ˡ
    4FBSDI
    TJEF %PDVNFOU
    TJEF
    ˠ *OEJDFT
46. ݕࡧΫϥελγεςϜͷಛ௃ w ෛՙ෼ࢄΫϥελγεςϜ
    w TQMJUCSBJO
    TZOESPNF
    w %FFQ
    QBHJOH
    JO
    EJTUSJCVUFE
    TZTUFN
47. ෛՙ෼ࢄΫϥελγεςϜ w 3FBE
    ΋
    8SJUF
    ΋εέʔϧΞ΢τ Ͱෛՙ෼ࢄ /PEF
     /PEF
     /PEF
     /PEF
    / /PEF
     /PEF
     /PEF
     /PEF
    / /PEF
     /PEF
     /PEF
     /PEF
    / /PEF
    / /PEF
    / /PEF
    / /PEF
    // 5SB⒏D
    4FBSDI
    3FRVFTU
    7PMVNF
    BOE
    $PNQMFYJUZ %BUB
    %PDVNFOU
    2VBOUJUZ
    BOE
    4J[F ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ
48. w ݕࡧγεςϜ͸ɺΫϥελγεςϜ͕ଟ͘࠾༻͞ Ε͍ͯΔͨΊɺεϓϦοτϒϨΠϯ
    γϯυϩʔϜ ʢTQMJUCSBJO
    TZOESPNFʣ͕ൃੜ͢ΔՄೳੑ͕͋ Δɻ TQMJUCSBJO
    TZOESPNF
49. %FFQ
    QBHJOH
    JO
    EJTUSJCVUFE
    TZTUFN w ̑ͭͷγϟʔυͰߏ੒͞ΕΔΠϯσοΫεʹ͓͍ͯɺ̍̌̌̌ϖʔδ໨ ʢ
    UP
    ʣΛදࣔ͢Δ৔߹ɺγϟʔυຖʹτοϓ̍̌̍̌Λฦ٫ ͢ΔΑ͏ʹϦΫΤετɻ̑̌̑̌݅શͯͷݕࡧ݁ՌΛιʔτɻ࠷ޙʹෆཁ ͳ̑̌̐̌݅ͷσʔλΛഁغ͢Δɻ͜ͷΑ͏ʹΫϥελγεςϜͷਂ͍ϖʔ δϯά͸ࢦ਺ؔ਺తʹॲཧෛՙ͕ߴ͘ͳΔɻ
    w औಘՄೳͳݕࡧ݁Ռ਺ʹ্ݶ͕ઃ͚ΒΕ͍ͯΔ
    w શͯͷΫΤϦͰݕࡧ݁ՌΛ̍̌̌̌ҎԼʹ͢ΔΑ͏ʹઃܭ
51. &MBTUJDTFBSDI
52. ,JCBOB
    σʔλΛՄࢹԽɻ&MBTUJD
    4UBDL
    ΛφϏήʔτ &MBTUJDTFBSDI
    σʔλΛݕࡧɺ෼ੳɺอଘɻ #FBUT
    ܰྔσʔλγούʔͷϓϥοτϑΥʔϜɻ -PHTUBTI
    ಈతͳσʔλऩूύΠϓϥΠϯɻ &MBTUJD
    4UBDL
    
    ˞
    ແঈͰར༻ՄೳʢΦʔϓϯιʔεʣ 91BDL
    &MBTUJD
    4UBDL
    ͷ֦ுػೳɻ 4FDVSJUZ "MFSUJOH .POJUPSJOH 3FQPSUJOH (SBQI .BDIJOF
    -FBSOJOH αϒεΫϦϓγϣϯ
    ϥΠηϯε
    ˞
    Ұ෦ແঈͰ࢖༻Ͱ͖Δ΋ͷ΋͋Γ
53. ΞʔΩςΫνϟ
54. &MBTUJDTFBSDI
    DMVTUFS /PEF
     /PEF
     /PEF
     *OEFY
    " ෺ཧతͳΠϯσοΫε w $MVTUFSʢ㲈
    &MBTUJD4FBSDI
    αʔόʔ܈ʣ
    w /PEFTʢ㲈
    &MBTUJD4FBSDI
    αʔόʔʣ
    w 4IBSET
    w 1SJNBSZ
    4IBSET
    w 3FQMJDB
    4IBSET 1
    4IBSE
     1
    4IBSE
     3
    4IBSE
     1
    4IBSE
     3
    4IBSE
     3
    4IBSE
     *OEFY
    #
55. ࿦ཧతͳΠϯσοΫε w $MVTUFS
    w *OEJDFT
    w 5ZQFTʢ%PDVNFOU
    5ZQFTʣ
    w %PDVNFOUT
    w *E
    
    'JFMET
    
    NFUB
    pFMET &MBTUJDTFBSDI
    $MVTUFS *OEFY
    " *OEFY
    # *OEFY
    $ 5ZQF
    " %PDVNFOU
     5ZQF
    # %PDVNFOU
     %PDVNFOU
     5ZQF
    " %PDVNFOU
     5ZQF
    # %PDVNFOU
     %PDVNFOU
     5ZQF
    " %PDVNFOU
     5ZQF
    # %PDVNFOU
     %PDVNFOU
    
56. &MBTUJDTFBSDI
    $MVTUFS 3FHJPO
    " 3FHJPO
    # ϊʔυͷछྨ w .BTUFS
    OPEF
    w .BTUFSFMJHJCMF
    OPEF
    w %BUB
    OPEF
    w *OHFTU
    OPEF
    PQUJPO
    w 5SJCF
    OPEF
    PQUJPO .BTUFS
    OPEF .BTUFSFMJHJCMF
    OPEF .BTUFSFMJHJCMF
    OPEF %BUB
    OPEF %BUB
    OPEF ֦ுੑͱTQMJUCSBJO
    Λߟྀͨ͠࠷খߏ੒
57. 4FBSDIFS *OEFYFS ػೳ໘ "OBMZTJT
    NPEVMFT
    "OBMZ[FS
    
    $IBS
    pMUFS
    
    5PLFOJ[FS
    
    5PLFOpMUFS "OBMZTJT
    NPEVMFT
    "OBMZ[FS
    
    $IBS
    pMUFS
    
    5PLFOJ[FS
    
    5PLFOpMUFS *OHFTU 4FBSDI
    5FNQMBUF ˡ
    4FBSDI
    TJEF %PDVNFOU
    TJEF
    ˠ *OEJDFT )551
    
    5$1
    5SBOTQPSU )551
    
    
    5$1
    5SBOTQPSU
58. "1*T w %PDVNFOU
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUEPDTIUNM
    w 4FBSDI
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUTFBSDIIUNM
    w *OEJDFT
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUJOEJDFTIUNM
    w DBU
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUDBUIUNM
    w $MVTUFS
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUDMVTUFSIUNM
    w *OHFTU
    "1*T
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUJOHFTUBQJTIUNM 
    &OEQPJOUT
59. "OBMZTJT w "OBMZ[FST
    
    $IBS
    pMUFST
    
    5PLFOJ[FST
    
    5PLFO
    pMUFST $IBS
    pMUFST 5PLFOJ[FS 5PLFO
    pMUFST "OBMZ[FST 5FYUT *OEFYJOH *OEJDFT $IBS
    pMUFST 5PLFOJ[FS 5PLFO
    pMUFST "OBMZ[FST ,FZXPSET 4FBSDIJOH 5PLFOT 5PLFOT %PDVNFOU
    4JEF 4FBSDI
    4JEF
60. "OBMZTJT
    NPEVMFT w "OBMZ[FST
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUBOBMZTJTBOBMZ[FSTIUNM
    w /PSNBMJ[FST
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUBOBMZTJTOPSNBMJ[FSTIUNM
    w 5PLFOJ[FST
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUBOBMZTJTUPLFOJ[FSTIUNM
    w 5PLFO
    'JMUFST
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUBOBMZTJTUPLFOpMUFSTIUNM
    w $IBSBDUFS
    'JMUFST
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDI SFGFSFODFDVSSFOUBOBMZTJTDIBSpMUFSTIUNM
61. 1MVHJOT w "MFSUJOH
    1MVHJOT
    w "OBMZTJT
    1MVHJOT
    w %JTDPWFSZ
    1MVHJOT
    w *OHFTU
    1MVHJOT
    w .BQQFS
    1MVHJOT
    w 4DSJQUJOH
    1MVHJOT
    w 4OBQTIPU3FTUPSF
    3FQPTJUPSZ
    1MVHJOT
    w 4UPSF
    1MVHJOT ϓϥάΠϯଟ͘ఏڙ͞Ε͍ͯΔͷͰɺ·ͣ͸ެࣜͷϓϥάΠϯΛ୳͢͜ͱɻ
    ίϛϡχςΟͰ։ൃ͞Ε͍ͯΔϓϥάΠϯ͸͋·ΓΦεεϝ͠ͳ͍ɻ
62. "OBMZTJT
    1MVHJOT w *$6
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJTJDVIUNM
    w +BQBOFTF
    ,VSPNPKJ
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJT LVSPNPKJIUNM
    w 1IPOFUJD
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJT QIPOFUJDIUNM
    w 4NBSU
    $IJOFTF
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJT TNBSUDOIUNM
    w 4UFNQFM
    1PMJTI
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJT TUFNQFMIUNM
    w 6LSBJOJBO
    "OBMZTJT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFO FMBTUJDTFBSDIQMVHJOTBOBMZTJT VLSBJOJBOIUNM
63. .BQQFS
    1MVHJOT w .BQQFS
    "UUBDINFOUT
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDIQMVHJOTDVSSFOUNBQQFS BUUBDINFOUTIUNM
    w .BQQFS
    4J[F
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDIQMVHJOTDVSSFOUNBQQFSTJ[FIUNM
    w .BQQFS
    .VSNVS
    1MVHJO
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDIQMVHJOTDVSSFOUNBQQFS NVSNVSIUNM
64. ͓͢͢Ίࣗݾֶश w &MBTUJDTFBSDI
    ެࣜϦϑΝϨϯεΛ̍̌ճಡΉ
    w &MBTUJDTFBSDI
    3FGFSFODF
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDISFGFSFODFDVSSFOUJOEFYIUNM
    w &MBTUJDTFBSDI
    
    5IF
    %FpOJUJWF
    (VJEF
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDIHVJEFDVSSFOUJOEFYIUNM
    w 1MVHJOT
    BOE
    *OUFHSBUJPOT
    w IUUQTXXXFMBTUJDDPHVJEFFOFMBTUJDTFBSDIQMVHJOTDVSSFOUJOEFYIUNM
    w ۩ମతͳσʔλΛର৅ʹݕࡧͷγφϦΦΛ̍̌̌ߟ͑Δ
    w &MBTUJDTFBSDIͰ࣮ݱՄೳ͔ݕূ͢Δ
65. ͭͮ͘ʜ