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fukuokaR_BeginnersSession1

7a4520d67137a4815b86043a3d116331?s=47 yu_sekiya
September 15, 2018

 fukuokaR_BeginnersSession1

fukuokaR#11で発表した初心者セッション1:Rの基礎とデータハンドリングです。

7a4520d67137a4815b86043a3d116331?s=128

yu_sekiya

September 15, 2018
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  1. ॳ৺ऀηογϣϯ 3ͷجૅͱ σʔλϋϯυϦϯά GVLVPLB3 !LPUBUZBNUFNB  

  2. ࣗݾ঺հ 5XJUUFS*%!LPUBUZBNUFNB େֶͰͷઐ໳ߦಈੜଶֶ ཱҊdั֫d࣮ݧd෼ੳ·ͰϫϯΦϖ ࠓ·Ͱσʔλ෼ੳձࣾͰ٬ઌ΅ͬͪ෼ੳ԰ ݱࡏ֎ࢿܥΞύϨϧձࣾͰσʔλ෼ੳ 3ྺ΋͏͙͢೥  ۙگࠇຐज़త42-͔͠ॻ͍ͯͳ͍ʜ ɹɹ࢓ࣄΛબͿ࣌ɺࣾ಺Ϧςϥγʔ͸

    ɹɹڅྉͱಉ͘͡Β͍େࣄͰ͢Αͬͱʜ
  3. ࠓճ͸௕͍ͷͰ ʢউखʹʣ ೋ෦ߏ੒ʹ෼͚·͢

  4. ୈҰ෦ 3ͷجૅ ؀ڥߏங͔Βσʔλͷೖग़ྗ·Ͱ ୈೋ෦ σʔλϋϯυϦϯά UJEZWFSTFೖ໳

  5. ୈҰ෦ 3ͷجૅ ؀ڥߏங͔Βσʔλͷೖग़ྗ·Ͱ ୈೋ෦ σʔλϋϯυϦϯά UJEZWFSTFೖ໳

  6. ୈҰ෦ͷ໨త 3ͱ͸Կ͔ 3ͷ؀ڥઃఆ ෼ੳʹඞཁͳσʔλͷೖग़ྗ͕ Ͱ͖ΔΑ͏ʹ͢Δ

  7. ໨࣍  3ͱ͸Կ͔  3Λ࢖͏؀ڥઃఆͱQBDLBHFʹΑΔػೳ֦ு  ֎෦σʔλͷJOQVUํ๏ͷ঺հ  ݁ՌͷPVUQVUํ๏ͷ঺հ

  8. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*NQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  9. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*NQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  10. 3ͱ͸Կ͔ ౷ܭֶͷͨΊʹಛԽͨ͠ϓϩάϥϜ ٴͼ։ൃ؀ڥ  σʔλͷಡΈࠐΈ  લॲཧ  جૅूܭ 

    ౷ܭղੳ  ՄࢹԽ ͜ΕΒ͕؆୯ʹͰ͖ΔΑ͏ʹઃܭ
  11. ॕप೥ ͦΜͳ3΋͍ͭʹप೥ &YQMPSBUPSZͷ,BO/JTIJEB͞ΜͷૉఢهࣄΛͲ͏ͧ ೥ʹΘͨΔ3ͷਐԽͷྺ࢙ IUUQTFYQMPSBUPSZJPOPUFLBOBVHVTU 3

  12. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*NQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  13. 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ຊମͷΠϯετʔϧ $3"/ $PNQSFIFOTJWF3"SDIJWF/FUXPSL  ɾ$3"/ͱ͸ɿ ɹެࣜͷຊମٴͼύοέʔδ഑৴༻8FCαΠτ .BD؀ڥͷ৔߹͸IPNFCSFXͰ΋ΠϯετʔϧՄ

  14. 3Λ࢖͏ͨΊͷ؀ڥઃఆ ͓͢͢Ί*%& ౷߹։ൃ؀ڥ ͸34UVEJP 34UVEJP .BD؀ڥͷ৔߹͸IPNFCSFXDBTLͰ΋ΠϯετʔϧՄ 34UVEJPͱ͸ɿ ͦͷ໊΋34UVEJP͕ࣾఏڙ͢Δ3ʹಛԽͨ͠ ։ൃϓϥοτϗʔϜ 3NBSLEPXO΍4IJOZɺ%8)ͱͷ࿈ܞ͕εϜʔε

    ίʔσ ΟϯάதʹαδΣετ΍ิ׬ػೳ͕ॆ࣮
  15. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*NQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  16. 3ͷػೳ֦ு lQBDLBHFzΛ௥Ճ͢Δ͜ͱͰ؆୯ʹػೳ֦ு͕Ͱ͖Δ  ੈքதͰ։ൃ͞Ε͍ͯͯศརͳख๏͕͙͢࢖͑Δ  σϞ࣮ߦͷͨΊͷαϯϓϧσʔλ΋࢖͑Δ 3ެࣜͷQBDLBHFू  $3"/ 

    IUUQTDSBOJTNBDKQ HJUIVCʹެ։͞Ε͍ͯΔݸਓ࡞੒QBDLBHF  ͪ͜Β͸ࣗݾ੹೚Ͱ
  17. QBDLBHFͷ௥Ճ QBDLBHFͷ௥Ճํ๏  34UVEJPͷ1BDLBHFTλϒΛ࢖͏  JOTUBMMQBDLBHFؔ਺Λࣗ෼Ͱॻ͘ ࠓճͷൣғ ɾΦϯϥΠϯͰ$3"/͔ΒΠϯετʔϧ ɹˎΦϑϥΠϯͰΠϯετʔϧ͢Δ৔߹͸Լهࢀর IUUQEBUBTDJFTPUJTUIBUFOBCMPHKQFOUSZ

    ɾNJOJ$3"/ύοέʔδ͕ඞཁͳͷͰ࠷ॳ͸ΦϯϥΠϯͰ ஫ҙ఺ ɾґଘQBDLBHFΛҰॹʹΠϯετʔϧ͢Δ͜ͱ
  18. QBDLBHFͷ௥Ճ QBDLBHFͷ௥Ճํ๏  34UVEJPͷ1BDLBHFTλϒΛ࢖͏  3FQPTJUPSZ $3"/ ʹνΣοΫ  Πϯετʔϧ͍ͨ͠QBDLBHF໊Λೖྗ

     JOTUBMMΛԡ͢ νΣοΫΛ ֎͞ͳ͍͜ͱ
  19. QBDLBHFͷ௥Ճ QBDLBHFͷ௥Ճํ๏  JOTUBMMQBDLBHFؔ਺Λࣗ෼Ͱॻ͘  ෳ਺Πϯετʔϧ͢Δ࣌͸D ͰғΉ  ґଘQBDLBHFͷ͏ͪ4VHHFTUT·ͰΠϯετʔϧ͢Δ࣌͸ lEFQFOEFODJTF536&zΛ௥Ճ

    &YBNQMF JOTUBMMQBLDBHFT D lSFBESz lEBUBUBCMFz  EFQFOEFODJFT536&  ࢀর IUUQTTUBUTCJPQBQZSVTKQSCBTJDQBDLBHFIUNM
  20. QBDLBHFͷݺͼग़͠ ࢖͏࣌ʹ͸lMJCSBSZ zPSlSFRVJSF zͰݺͼग़͢ MJCSBSZ EQMZS PSSFRVJSF EQMZS  Կ͕ҧ͏͔ʁ

     QBDLBHF͕Πϯετʔϧ͞Ε͍ͯͳ͔ͬͨ৔߹ͷ ڍಈ͕ҧ͏ɹ ɾMJCSBSZ QBDLHFͳ͍ΑͱΤϥʔग़ͯ͠ऴྃ ɾSFRVJSF QBDLBHF͕͋Δͱz536&zɺͳ͍ͱ l'"-4&zΛฦ͢ ࢀর IUUQTTUBDLPWFSqPXDPNRVFTUJPOT
  21. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*OQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  22. ֎෦σʔλͷJOQVUํ๏ UBCMFܗࣜͷ৔߹ɺํ๏͸ͭ  CBTF͔ɺQBDLBHFͷzEBUBUBCMFzlSFBESz CBTF VUJMTSFBEUBCMF pMF@QBUI  EBUBUBCMF EBUBUBCMFGSFBE

    pMF@QBUI  SFBES SFBESSFBES@EFMJN pMF@QBUI 
  23. ֎෦σʔλͷJOQVUํ๏ ྑ͍ͱ͜Ζѱ͍ͱ͜Ζ VUJMTSFBEUBCMF ྑ͍ ɾ͙͢࢖͑Δ ɾ΄΅શͯͷpMFܗࣜʹରͯ͠XSBQQFS͕͋Δ ѱ͍ ɾpMFܗࣜʹΑͬͯXSBQQFSΛࢦఆ͢Δ͔Ҿ਺Λ ͚ͭΔඞཁ͕͋Δ ɾσʔλྔ͕૿͑ΔͱಡΈࠐΈ͕஗͍

    ɾΧϥϜ໊͕উखʹมΘΔ͜ͱ͕͋Δ
  24. ֎෦σʔλͷJOQVUํ๏ ྑ͍ͱ͜Ζѱ͍ͱ͜Ζ EBUBUBCMFGSFBE ྑ͍ ɾಡΈࠐΈ͕ૣ͍ େ͖͍ϑΝΠϧ΄Ͳݦஶ  ɾࣗಈతʹpMFܗࣜʹ߹ΘͤͯಡΈࠐΉ ѱ͍ ɾzEBUBUBCMF'"-4&zͱ͍͏ࢦఆ͕ඞཁ

    ɾ&3303͕ग़ͨ࣌ʹ༥௨͕ޮ͔ͳ͍
  25. ֎෦σʔλͷJOQVUํ๏ ྑ͍ͱ͜Ζѱ͍ͱ͜Ζ SFBESSFBES@EFMJN ྑ͍ ɾಡΈࠐΈ͕ૣ͍ ɾ΄΅શͯͷpMFܗࣜʹର͢ΔXSBQQFS͕͋Δ ɾΧϥϜ໊Λ΄΅ͦͷ··ಡΈࠐΉ ѱ͍ ɾpMFܗࣜʹΑͬͯXSBQQFSΛࢦఆ͢Δ͔Ҿ਺Λ ͚ͭΔඞཁ͕͋Δ

  26. ֎෦σʔλͷJOQVUํ๏ ͦͷଞͷܗࣜ บ͕ڧ͍ͷͰΦεεϝ͠·ͤΜʜ &YDFMσʔλ SFBEYMSFBE@FYDFM lpMF@QBUIz  4144σʔλ IBWFOSFBE@TQTT lpMF@QBUIz

     4"4σʔλ IBWFOSFBE@TBT lpMF@QBUIz 
  27. .&/6 3ͱ͸Կ͔3ͷྺ࢙ ॕप೥ 3Λ࢖͏ͨΊͷ؀ڥઃఆ 3ͱ34UVEJPͷΠϯετʔϧ 3ͷػೳ֦ு  1BDLBHFͷऔΓࠐΈ  1BDLBHFͷݺͼग़͠

    ֎෦σʔλͷ*OQVUํ๏ UBCMFܗࣜ ͦͷଞ ݁ՌͷPVUQVUํ๏ EBUBGSBNFܗࣜ
  28. ݁ՌͷPVUQVUํ๏ UBCMFܗࣜͷ৔߹ VUJMTXSJUFUBCMF EBUB lpMF@QBUIz  SPXOBNFT'"-4&  ஫ҙ఺ ࢦఆ͠ͳ͍ͱΧϥϜ໊ͱҰॹʹྻ໊΋ग़ྗ͢Δ

    ྻ໊ͷग़ྗΛ͠ͳ͍ࢦఆ͕zSPXOBNFT'"-4&z
  29. ୈҰ෦ 3ͷجૅ ؀ڥߏங͔Βσʔλͷೖग़ྗ·Ͱ ୈೋ෦ σʔλϋϯυϦϯά UJEZWFSTFೖ໳

  30. ୈೋ෦ͷ໨త UJEZWFSTQBDLBHFΛ࢖ͬͯ ΠϚυΩͷલॲཧ͕Ͱ͖ΔΑ͏ʹ ͳΔͨΊͷ ώϯτϦετΛఏڙ͢Δ

  31. ໨࣍  QBDLBHF͔Β࢖͑Δαϯϓϧσʔλͷ঺հ UJEZEBUBͱ͸  ΠϚυΩͷEBUBGSBNFͷૢ࡞ํ๏ͷ঺հ  ಉ͡ϑϨʔϜϫʔΫͰจࣈྻͷॲཧํ๏ͷ঺հ

  32. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳ঺հ Ұ෦ 
  33. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳ঺հ Ұ෦ 
  34. αϯϓϧσʔλͷݺͼग़͠ QBDLBHFʹೖ͍ͬͯΔσϞ༻ͷαϯϓϧσʔλΛ࢖͏ ͜ͱ͕Ͱ͖Δ ࠓճ࢖͏σʔλ͸HHQMPUQBDLBHFʹೖ͍ͬͯΔ EJBNPOETσʔλ  ࢖͏࣌ʹ͸ҎԼͷΑ͏ʹݺͼग़ͯ͠४උ׬ྃ JOTUBMMQBLDBHFT lHHQMPUz 

    MJCSBSZ HHQMPU  EBUB EJBNPOET 
  35. αϯϓϧσʔλͷݺͼग़͠ ݺͼग़ͤΔσʔλҰཡ ݸผͷQBDLBHFҎ֎ʹlEBUBTFUTzͱ͍͏TBNQMFEBUB͕ ·ͱΊΒΕͨQBDLBHF͕͋Γ·͢ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTEBUBTFUTɹ

  36. αϯϓϧσʔλͷݺͼग़͠ σʔλͷཁ໿Λදࣔ

  37. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳҰཡ Ұ෦ 
  38. UJEZEBUBͱ͸ σʔλ෼ੳΛ͢Δࡍʹѻ͍΍͍͢ܗࣜͷ͜ͱ ಛ௃ɿߏ଄ͱҙຯ͕߹க ҎԼͷͭͷ৚݅Λຬͨ͢  ݸʑͷม਺͕ͭͷྻΛͳ͢  ݸʑͷ؍ଌ͕ͭͷߦΛͳ͢  ݸʑͷ؍ଌͷߏ੒୯Ґͷྨܕ͕ͭͷදΛͳ͢

     ݸʑͷ஋͕ͭͷηϧΛͳ͢ ࢀর੔વσʔλͱ͸Կ͔ɺ3GPSEBUBTDJFODFDBQ UJEZEBUBΛ࡞ͬͨΓѻͬͨΓ͢ΔͨΊͷQBDLBHF܈͕ lUJEZWFSTFz
  39. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳ঺հ Ұ෦ 
  40. EQMZSͱ͸ EBUBGSBNFͷσʔλॲཧΛѻ͏ͨΊͷQBDLBHF ɾಛ௃  ؔ਺ΛͰͭͳ͍Ͱ࣮ߦ͍ͯ͘͠  ॻ͍ͨॱʹ࣮ߦ͞ΕΔ  ߟ͑ͨ௨Γʹॻ͚ΔͷͰετϨε͕ݮΔ 

    ଞͷEBUBGSBNFΛѻ͏QBDLBHF UJEZSͱ͔ ͷؔ਺ʹ γʔϜϨεʹ౉ͤΔ  ूܭޙʹԣ࣋ͪʹม׵ͯܽ͠ଛΛຒΊͯ͠΋͏ Ұ౓ॎ࣋ͪʹ໭͢ͳΜͯॲཧ͕͍ͬ΃ΜʹͰ͖Δ
  41. EQMZSجຊػೳ ؔ਺ TFMFDU pMUFS NVUBUF HSPVQ@CZ TVNNBSJTF KPJOܥ BSSBOHF ಈ࡞

    ྻͷબ୒ ৚݅ʹΑΔߦͷநग़ ྻͷ௥Ճ ৚݅ʹΑΔߦͷάϧʔϓԽ ߦͷू໿ EBUBGSBNFಉ࢜ͷ݁߹ ߦͷฒ΂ସ͑
  42. EQMZSKPJOͷछྨ ؔ਺ MFGU@KPJO Y Z CZl[z  SJHIU@KPJO Y Z

    CZl[z  JOOFS@KPJO Y Z CZl[z  GVMM@KPJO Y Z CZl[z  BOUJ@KPJO Y Z CZl[z  ಈ࡞ YΛج४ʹ݁߹ ZΛج४ʹ݁߹ Y Z྆ํʹଘࡏ͢Δߦ͚ͩ݁߹ Y Z྆ํͷߦΛอଘͯ݁͠߹ Zͱඥ͔ͮͳ͍YΛฦ͢ ˎෳ਺ྻΛඥ෇͚ͷLFZʹ͢Δ৔߹ CZD l[z l[[z  ˎඥ෇͚ͷLFZʹ͢Δྻ໊͕ҟͳΔ৔߹ CZD l[zl[[z 
  43. ࢖༻σʔλEJBNPOET σʔλͷཁ໿Λදࣔ

  44. EQMZS&YBNQMFT &YBNQMF DVU͝ͱʹɺO਺ɺYZ[Λֻ͚߹Θͤͨ஋ͷฏۉ஋ɺ ஋ஈͷฏۉ஋Λࢉग़ &YBNQMF DBSBU͕Ҏ্ͷߦ͚ͩநग़͠ɺDVU͝ͱʹO਺Λࢉग़ &YBNQMF &Yͱ&YͰ࡞ͬͨσʔλΛDVUΛLFZʹ݁߹ͯ͠ DBSBUͱO਺Λࣔ͢ྻ͚ͩબ୒

  45. EQMZS&YBNQMF EQMZSFYEJBNPOET NVUBUF YZ[Y Z [  Y Z [Λֻ͚߹ΘͤͨྻzYZ[zΛ࡞Δ

    HSPVQ@CZ DVU  ྻzDVUzͷछྨ͝ͱʹ TVNNBSJTF UPUBM@OO  BWF9:;NFBO YZ[  O਺Λ਺͑ΔUPUBMOO  YZ[ͷฏۉ஋Λࢉग़͢ΔBWF9:;NFBO YZ[ Λ࣮ࢪ
  46. EQMZS&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  47. EQMZS&YBNQMF EQMZSFYEJBNPOET pMUFS DBSBU  zDBSBUz͕Ҏ্ͷߦͷΈநग़ HSPVQ@CZ DVU  ྻzDVUzͷछྨ͝ͱʹ

    TVNNBSJTF PWFS@OO  O਺Λ਺͑Δ
  48. EQMZS&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  49. EQMZS&YBNQMF EQMZSFYEQMZSFY EQMZSFYΛݺͼग़͠ MFGU@KPJO EQMZSFY CZlDVUz  ઌʹݺͼग़ͨ͠EQMZSFYΛج४ʹ EQMZSFYΛྻzDVUzΛLFZʹ݁߹ TFMFDU

    DVU UPUBM@O PWFS@O  DVUͱߦ਺Λࣔ͢ྻ͚ͩΛબ୒
  50. EQMZS&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  51. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳҰཡ Ұ෦ 
  52. UJEZSͱ͸ EBUBGSBNFͷσʔλॲཧΛѻ͏ͨΊͷQBDLBHF ɾಛ௃  ؔ਺ΛͰͭͳ͍Ͱॲཧ͍ͯ͘͠  &YDFMͰ͍͏QJWPUUBCMFΛ࡞ΔػೳʴЋ  EBUBGSBNFͷॎԣม׵͔Βྻͷ݁߹·Ͱ 

    ଞͷEBUBGSBNFΛѻ͏QBDLBHF UJEZSͱ͔ ͱγʔϜ Ϩεʹड͚౉͠  ूܭޙʹQJWPUͯܽ͠ଛຒΊͯ͠΋͏Ұ౓ॎ࣋ͪ ʹ໭͢ͳΜͯॲཧ͕γʔϜϨεʹͰ͖Δ
  53. UJEZSجຊػೳ ؔ਺ HBUIFS TQSFBE VOJUF TFQBSBUF ಈ࡞ ॎ࣋ͪʹม׵ ԣ࣋ͪʹม׵ ྻಉ࢜Λ͚ͬͭ͘Δ

    ྻΛ෼͚Δ
  54. UJEZS&YBNQMFT &YBNQMF DMBSJUZ DPMPS DVUͷ૊Έ߹Θͤ͝ͱʹQSJDFͷฏۉ஋Λ ࢉग़ DMBSJUZͱDPMPSͷྻΛ݁߹͠ɺDVUΛLFZʹԣ࣋ͪʹม׵ &YBNQMF &YͰԣ࣋ͪʹͨ͠σʔλΛॎ࣋ͪʹม׵ DMBSJUZͱDPMPSͷ݁߹Λ෼ղ

  55. UJEZS&YBNQMF UJEZSFYEJBNPOET HSPVQ@CZ DMBSJUZ DPMPS DVU  DMBSJUZ DPMPS DVUͷ૊Έ߹Θͤ͝ͱʹ

    TVNNBSJTF BWF1SJDFNFBO QSJDF  QSJDFͷฏۉ஋Λࢉग़ VOJUF DPMDMBSJUZ@DPMPS D lDMBSJUZz lDPMPSz TFQl@z  DMBSJUZͱDPMPSΛz@zͰ݁߹ͯ͠ྻDMBSJUZ@DPMPSΛ࡞Δ TQSFBE LFZDVU WBMVFBWF1SJDF pMM  DVUΛLFZ ྻ໊ ʹBWF1SJDFΛԣ࣋ͪʹม׵ɺ ஋͕ͳ͍૊Έ߹Θͤʹ͸ΛೖΕΔ
  56. UJEZS&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  57. UJEZS&YBNQMF UJEZSFYUJEZSFY HBUIFS LFZDVU WBMVFBWF1SJDF DMBSJUZ@DPMPS  DMBSJUZ@DPMPSΛ࢒ͯ͠ DVUΛLFZʹॎ࣋ͪʹม׵ TFQBSBUF

    DPMDMBSJUZ@DPMPS JOUPD DMBSJUZ DPMPS  TFQ@  ྻDMBSJUZ@DPMPSΛz@zͰDMBSJUZͱDPMPSͷྻʹ෼ղ
  58. UJEZS&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  59. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳҰཡ Ұ෦ 
  60. EQMZSUJEZSศརػೳ ·ͱΊͯॲཧ͢ΔͨΊͷศརͳॻ͖ํ  ৚݅ʹ߹Θͤͨॲཧํ๏  999@BU 999@JG 999@BMM  WBST

    ͱGVOT   ྻͷࢦఆํ๏  POF@PG   TUBSUT@XJUI   FOET@XJUI   &YBNQMFT
  61. EQMZSUJEZSศརػೳ ·ͱΊͯॲཧ͢ΔͨΊͷศརͳॻ͖ํ  ৚݅ʹ߹Θͤͨॲཧํ๏  999@BU 999@JG 999@BMM  WBST

    ͱGVOT   ྻͷࢦఆํ๏  POF@PG   TUBSUT@XJUI   FOET@XJUI   &YBNQMFT
  62. ৚݅ʹ߹Θͤͨॲཧํ๏ ؔ਺ 999@BU 999@JG 999@BMM ৚݅ ྻ໊͕৚݅ʹ߹͏৔߹ͷΈॲཧ ྻͷ಺༰͕৚݅ʹ߹͏৔߹ͷΈॲཧ શͯͷྻʹॲཧ ˎ999ʹ͸EQMZSʹؚ·ΕΔॲཧؔ਺શͯ

    zTFMFDUz lHSPVQ@CZz lBSSBOHFz lpMUFSz  lTVNNBSJTFz lNVUBUFz ΛೖΕΔ͜ͱ͕Մೳ
  63. ৚݅ʹ߹Θͤͨॲཧํ๏ ؔ਺ WBST  GVOT  ৚݅ ྻ໊ʹର͢Δ৚݅ࢦఆ ྻ΁ͷॲཧؔ਺ͷࢦఆ ˎෳ਺ͷ৚݅ΛೖΕΔࡍʹ͸ɺΧϯϚͰ۠੾ͬͯฒ΂Δ

  64. EQMZSUJEZSศརػೳ ·ͱΊͯॲཧ͢ΔͨΊͷศརͳॻ͖ํ  ৚݅ʹ߹Θͤͨॲཧํ๏  999@BU 999@JG 999@BMM  WBST

    ͱGVOT   ྻͷࢦఆํ๏  POF@PG   TUBSUT@XJUI   FOET@XJUI   &YBNQMFT
  65. ྻͷࢦఆํ๏ ؔ਺ POF@PG  TUBSUT@XJUI  FOET@XJUI  DPOUBJOT 

    ৚݅ ࢦఆͨ͠୯ޠͱҰக͢Δྻ໊Λࢦఆ ࢦఆͨ͠୯ޠͰ࢝·Δྻ໊Λࢦఆ ࢦఆͨ͠୯ޠͰऴΘΔྻ໊Λࢦఆ ࢦఆͨ͠୯ޠؚ͕·ΕΔྻ໊Λࢦఆ
  66. EQMZSUJEZSศརػೳ ·ͱΊͯॲཧ͢ΔͨΊͷศརͳॻ͖ํ  ৚݅ʹ߹Θͤͨॲཧํ๏  999@BU 999@JG 999@BMM  WBST

    ͱGVOT   ྻͷࢦఆํ๏  POF@PG   TUBSUT@XJUI   FOET@XJUI   IFMQFST@&YBNQMF
  67. IFMQFST@&YBNQMFT &YBNQMF GBDUPSܕͷྻΛDIBSBDUFSܕʹม׵͠ DIBSBDUFSܕͷྻͷ૊Έ߹Θͤ͝ͱʹ Y Z [ͷ࠷খ஋ͱ࠷େ஋Λࢉग़͠ɺ HSPVQԽͨ͠ม਺ͱYͷ݁ՌͷΈΛநग़͢Δ

  68. IFMQFST@&YBNQMF IFMQFSTFYEJBNPOET NVUBUF@JG JTGBDUPS GVOT BTDIBSBDUFS  GBDUPSܕͷྻΛDIBSBDUFSܕʹม׵ HSPVQ@CZ@JG JTDIBSBDUFS

     DIBSBDUFSܕͷྻͷ૊Έ߹Θͤ͝ͱʹ TVNNBSJTF@BU WBST POF@PG Y Z [  ɹɹɹGVOT NJO NBY  Y Z [ͷ࠷খ஋ͱ࠷େ஋Λࢉग़ TFMFDU@BU WBST TUBSUT@XJUI D TUBSUT@XJUI lY  zDzͰ࢝·Δม਺ͱYͰ࢝·Δม਺ͷΈΛநग़
  69. IFMQFST@&YBNQMF ݁ՌΛઌ಄͔Βߦ͚ͩදࣔ

  70. .&/6 3ͷػೳ֦ு  αϯϓϧσʔλͷݺͼग़͠ 3Λ࢖ͬͨσʔλॲཧ  UJEZEBUBͱ͸  EQMZSύΠϓԋࢉࢠͱલॲཧΠϩΠϩ 

    UJEZSQJWPUม׵ͱྻ݁߹  EQMZSUJEZSศརػೳҰཡ  TUSJOHJσʔλܕߴػೳจࣈྻॲཧ  ػೳ঺հ Ұ෦ 
  71. TUSJOHJͱ͸ จࣈܕσʔλͷॲཧΛѻ͏ͨΊͷQBDLBHF ɾಛ௃  ؔ਺ΛͰͭͳ͍Ͱॲཧ͍ͯ͘͠  TUSJ@999@:::ͱ͍͏ܗࣜͰ౷Ұ͞Ε͍ͯΔͷͰॻ ͖΍͍͢  CBTFͷॲཧʹ͸ͳ͍ؔ਺΋ͪΒ΄Β

     TUSJOHS͸TUSJOHJͷϥούʔQBDLBHF
  72. TUSJOHJͷجૅ TUSJOHJͷجຊతͳߏ଄ TUSJ@999@:::@;;;  999ɿSFQMBDF ஔ͖׵͑Δ ͳͲͷॲཧ಺༰  :::ɿෳ਺ॲཧ͕ൃੜ͢Δ৔߹ͷࢦఆ লུ༗

      BMMશͯ pSTU࠷ॳ MBTU࠷ޙ  ;;;ɿจࣈ൑ผͷํ๏ ௨ৗ͸SFHFYͰ0,লུ༗  ˎTUSJOHSͷ৔߹͸TUS@999@:::@;;; ˎҰ෦্ͷ::: ;;;͕ҧ͏৔߹͋Γ
  73. TUSJOHJػೳ঺հ Ұ෦ ؔ਺ TUSJ@SFQMBDF@BMM@SFHFY TUSJ@EFUFDU@SFHFY TUSJ@FYUSBDU@BMM@SFHFY TUSJ@USBOT@UPUJUMF TUSJ@TVC TUSJ@TQMJU@SFHFY ಈ࡞

    จࣈͷஔ͖׵͑ ύλʔϯݕࡧ 536&'"-4&  ύλʔϯநग़ ୯ޠͷઌ಄ͷΈେจࣈʹม׵ จࣈͷ੾ΓऔΓ จࣈͷ෼ׂ ˎ΋ͬͱ͍Ζ͍ΖͰ͖ΔͷͰৄ͘͠஌Γ͍ͨਓ͸ࢀর΁ IUUQTDSBOSQSPKFDUPSHXFCQBDLBHFTTUSJOHJTUSJOHJQEG IUUQTRJJUBDPNLPITLFJUFNTEEBFD
  74. ࠷ޙʹ 3͸QBDLBHFΛ͏·͘࢖͑͹΍Γ͍ͨ͜ͱͷ΄ͱΜͲ͸ Ͱ͖ΔΑ͏ʹͳ͍ͬͯ·͢ QBDLBHFͷ༗ແ΍࢖͍ํʹࠔͬͨΒʜ  IFMQ Λ࢖͏  $3"/ͷެࣜQEGΛಡΉ 

    SXBLBMBOHʹ࣭໰͢Δ  HPPHMFઌੜͷ͓ੈ࿩ʹͳΔ
  75. &/+0: