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君たちはどうプログラミングするか

 君たちはどうプログラミングするか

モデリングフォーラム2023の基調講演をさせていただいたときの発表資料です
https://umtp-japan.org/event-seminar/mf2023/13453

Hisateru Tanaka

November 26, 2023
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  1. ܅ͨͪ͸Ͳ͏
    ϓϩάϥϛϯά͢Δ͔
    ʙ࣌୅ͷมΘΓ໨ʹ͜Ε·ͰΛݟͭΊ௚͢ʙ
    https://www.bing.com/images/create/a-programming--shoebill-stork/65472dcd29434f64beed0a8972ec7f67?
    id=DfDgw%2bjQrrlnSAm5rl664g%3d%3d&view=detailv2&idpp=genimg&FORM=GCRIDP&mode=overlay

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  2. 8)0".*
    ͸͡Ί·ͯ͠ͷօ͞ΜΑΖ͓͘͠ئ͍͠·͢
    w Α͘1)1ίϛϡχςΟʹݱΕ·͢
    w ๭ࣗࣾαʔϏεͷ8FCγεςϜͷ໘
    ౗ΛઐଐͰݟΔ࢓ࣄΛ΍͍ͬͯ·͢ɻ
    ΋͏গ͠Ͱ೥΄ͲʹͳΓ·͢
    w 5XJUUFSͰίϚອը͸͡Ί·ͨ͠
    w ʮͪΐ͏ͥͭιϑτ΢ΣΞઃܭೖ
    ໳ʯஶऀͰ͢
    !UBOBLBIJTBUFSV
    ాதͻͯ͞Δ
    ͪΐ͏ͥͭιϑτ΢ΣΞઃܭೖ໳
    ʕʕ1)1Ͱཧղ͢ΔΦϒδΣΫτࢦ޲ͷ׆༻
    ాதͻͯ͞Δஶ
    *4#/

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  3. ΤϯδχΞ఩ֶ
    ஌ͷମܥʹى͖͍ͯΔੈلͷύϥμΠϜɾγϑτʹ͍ͭͯ

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  4. ݱ୅ͷϓϩάϥϛϯά

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  5. ΫΠοΫιʔτ
    ʮج४஋QJWPUʯͱʮ࢒Γͷू߹SFTUʯΛߟ͑Δɻ
    SFTUΛʮະຬू߹MUʯͱʮҎ্ू߹HUFʯʹ෼͚ͨͱ͖ɺ
    ιʔτ͞ΕͨMUˠج४஋QJWPUˠιʔτ͞ΕͨHUF
    ʜͷॱʹฒΜͩϦετ͸ιʔτ͞Ε͍ͯΔͱݴ͑Δɻ

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  6. ੩తܕɾܕਪ࿦ɾࢀরಁաͳϦετɾ࠶ؼ
    ೥Ҏޙɺؔ਺ܕϓϩάϥϛϯάͷӨڹΛड͚ͯ
    ଟ͘ͷओྲྀ೿ݴޠʹ΋ಋೖ͞Ε͖͍ͯͯΔཁૉɻ

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  7. ૯শܕɾϙϦϞʔϑΟζϜ
    0SEFSJOH ൺֱΛ࣋ͭ
    ͳ஋ͳΒԿͰ΋ιʔτͰ͖Δɻ
    ஋ܕͷਖ਼ମΛ஌Βͳͯ͘΋͔·Θͳ͍͠ɺ
    ·ͩ͜ͷੈʹͳ͍ܕͷ஋΋ιʔτՄೳͱ͑͞ݴ͑Δɻ

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  8. 🤔ॻ͘ͷΉ͔ͣͦ͠͏ʜ

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  9. ͜ͷϓϩάϥϜΛॻ͍ͨͷ͸
    (JU)VC$PQJMPUPO*OUFMMJ+*%&"
    ΋ͬͱΘ͔Γ΍͘͢͠Α͏ͱࢼߦࡨޡͨ͠ΜͰ͕͢ɺ
    ݁ہ࠷ॳʹఏࣔ͞ΕͨҊͱಉ͡هड़ʹམͪண͖·ͨ͠ɻ

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  10. ࠷ޙʹ͜ͷΤϐιʔυΛৼΓ
    ฦΔͨΊʹɺࠓ͔ΒΊͬͪΌḪΓ·͢

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  11. શମͷྲྀΕ
    w γϟϊϯͷΤϯτϩϐʔɾϑϥΫλϧ

    ۙ୅ͷʮՊֶతʯࢥߟɾωΞϯσϧλʔϧਓ
    w ݪࢠɾଠཅܥɾੜ໋ɾΧΦεͷ෵

    ৘ใγεςϜͷΞʔΩςΫνϟɾࣗసंϞσϧ
    w νϡʔϦϯάɾϊΠϚϯɾνϣϜεΩʔɾϚοΧʔγʔɾέΠ

    ੜ੒จ๏ɾϓϩάϥϛϯάݴޠ ʙ
    ࠶ߟ
    w ΦϒδΣΫτࢦ޲ʹܗࣜతఆ͕ٛʮͳ͍ʯͱ͍͏͜ͱ40-*%
    w ʮීวจ๏਎ମث׭ʯͷӕɾώτͷݴޠ஌ੑ֫ಘͱ͸

    σΧϧτɾύεΧϧɾΧϯσΟϯεΩʔɾϝΠϠεʔ

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  12. Τϯτϩϐʔ
    ೤ྗֶͷୈೋ๏ଇˠ౷ܭྗֶ

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  13. ཚࡶ͞͸ඞͣ૿େ͢Δ
    ίʔώʔͱϛϧΫͱණ͸ͲΜͲΜࠞ͟Γɺݩʹ͸໭Βͳ͍
    ೤ྗֶͷΈͳ͞Μ͕
    ೤͕ͳͥ఻ΘΔ͔Λ
    ߟ͍͑ͯΔ͏ͪʹɺ
    ͦΕ͸෼ࢠͷཚࡶ͕͞
    ૿େ͢Δ͜ͱͩͱ͍͏
    આ໌ʹͳͬͨɻ

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  14. w ʮ௨৴ͷ਺ֶతཧ࿦ʯ
    w ৘ใྔΤϯτϩϐʔ
    w ৑௕ੑͷ֓೦ຊ࣭తͳ৘ใྔ
    ͱ෺ཧతͳ৘ใྔͷࠩ
    w ୯ҐϏοτ
    Ϋϩʔυɾγϟϊϯ

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  15. ஌ࣝ
    ൃ৴
    ϝοηʔδ
    ݴޠԽ

    ஌ࣝ
    ཧղ
    ϝοηʔδ
    ݴޠԽ

    ϊΠζ

    ແବͳෳࡶ͞

    ఻ૹ࿏

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  16. ৘ใྔΛϓϩάϥϜίʔυͰᄻ͑ͯݴ͏ͱ
    ৘ใྔʮՄೳੑͷର਺ͷׂ߹૯࿨Λऔͬͨ΋ͷʯͬͯײ͡
    print(“Hello, World.”) if hello:


    print(“Hello, World.”)


    else:


    print(“Goodbye.”)
    ৘ใྔϏοτ ৘ใྔϏοτ
    MPH͸ͭͶʹͳͷͰ
    1J͸ʮJʹͳΔ֬཰ʯ

    MPHͱ͢Δͱ
    ͕͜͜ର਺ͳͷ͕ϙΠϯτ

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  17. if hello:


    print(“Hello, World.”)


    if foo and bar:


    print(“...")


    elif baz:


    print(“...")


    else:


    print(“...")


    else:


    print(“Goodbye.”)


    if foo:


    if bar:


    print(“...")


    else:


    print(“...")


    else:
    Ϗοτ
    Τϯτϩϐʔͷ૿େ
    ຊ࣭తͳ෼ذ ͦΕͱ΋৑௕ͳ͚ͩ
    ͱʹ͔࣮͘ମ͸ͲΜͲΜෳࡶʹͳ͍ͬͯ͘

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  18. Ͳ͏͢Δ
    Τϯτϩϐʔͷ૯ྔ͸ඞͣ૿େ
    த৺తؔ৺
    Τϯτϩϐʔ
    ܥͷ֎΁௥͍ग़ͪ͠Ό͑
    ˠ૿େͯ͠΋Α͍
    Τϯτϩϐʔ
    Τϯτϩϐʔ
    ௥͍ग़ͨ͢Ίʹ֎෦ͷΤωϧΪʔΛ

    ࢖͏͜ͱ΋૯Τϯτϩϐʔͷ૿େʹ͋ͨΔ
    IUUQTXXXEBJLJODPKQTDIPPMDMBTTMFTTPO

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  19. Τϯτϩϐʔ௥͍ग़͠ํ๏͋Ε͜Ε
    w ؔ਺Λઃ͚ΔˠৄࡉͷӅṭ
    w ม਺΍ؔ਺Λ·ͱΊΔˠڽूɾ݁߹

    ߏ଄Խϓϩάϥϛϯά͕Μ͹Δ
    w ܕ੍໿ͱෆมੑˠՄೳੑΛߜΔ

    ΤϯτϩϐʔԼ͛ʹΘΓͱ௚઀ޮ͘

    ੍໿Λ୲อ͢Δݴޠͷಋೖ͕େ͖͍͚Ͳ
    w ͳͲɺߴڃݴޠͷػೳΛआΓͯ

    ͏·͘΍Ζ͏Ͷ
    டংˢ ΧΦεˢ
    ૊৫Խ

    ͱ͘ʹࣗͣͱܗʹͳ͍ͬͯ͘৔߹Λ
    ෺ཧֶͰࣗݾ૊৫Խͱݴ͏ ྫ݁থ

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  20. .BU[ʮߴ౓ͳܕγεςϜΛ࢖͑Δ
    ͚ͩͰ͸ɺϓϩάϥϜ͸ྑ͘ͳΒͳ
    ͍ɻຊ࣭͕େࣄɻಈతܕݴޠͷྑ͞
    ͸ɺͦΜͳݬ૝͕ͳ͍͜ͱͩʯ
    ͬ͘͟Γɺ͜Μͳײ͡ͷ͜ͱΛੲ͔Βڼͬͯͨɻ

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  21. ઌ೔େ૽͗ʹͳͬͨ݅
    IUUQTHJUIVCDPNIPUXJSFEUVSCPQVMM

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  22. ʜͬͯɺ͍΍

    ͦ͏͍͏͜ͱ͡Όͳ͍Ͱ͠ΐ

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  23. ൱ఆ͞Εͨͷ͸͋͘·Ͱɺ໡໨తͳٕज़
    ৴ڼʹΑΔߴڃԽɻແବͳίʔυͷΤϯ
    τϩϐʔ૿େɻ͔࣮ͤͬ͘ӹ͕͋ͬͨܕ
    ஫ऍΛΘ͟Θ͟ফ͢ཧ༝͸ͳ͍ɻ

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  24. ਓؒͷ೴͸͙͢ݶք͕དྷΔ
    ϊΠζ৘ใྔΛݮΒ͢ิॿπʔϧͰ
    ΑΓຊ࣭ͷ৘ใྔΛೖΕΔۭ͖Λ૿΍ͦ͏

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  25. ωΞϯσϧλʔϧਓͷ༗ೳ͞
    ࣗ෼ͷ೴ͷେ͖͞ʹґଘ͠ɺಓ۩ͷൃ໌Λҭͯͳ͔ͬͨϗϞ଒
    IUUQTKBXJLJQFEJBPSHXJLJωΞϯσϧλʔϧਓ
    #ZIBJSZNVTFVNNBUUDPNQBSJTPOPG/FBOEFSUIBMBOE.PEFSOIVNBOTLVMMT
    GSPNUIF$MFWFMBOE.VTFVNPG/BUVSBM)JTUPSZ$$#:4"

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  26. ωΞϯσϧλʔϧਓʮܕώϯτͳΜ͔ͳͯ͘΋ɺಈ
    ͔ͤ͹ӡ༻্OVMM͕ͳ͍ͱ͙͢Θ͔ΔΜ͔ͩΒɺԿ
    ͷ໰୊ͳ͍ͩΖɻಈ͚͹͍͍ΜͩΑʯ
    ݱੜਓྨʮϓϩάϥϜ͕େ͖͘ͳΔͱΘ͔Βͳ͘ͳ
    Δɻಈ͔͞ͳͯ͘΋ܕͰOVMM͕͋Γ͑ͳ͍ͱ͔ɺͦ
    ͏͍͏ͷΛද໌͍ͨ͠ʯ
    ΋͠ੴث࣌୅ʹίϯϐϡʔλʔ͕͋ͬͨΒ

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  27. IUUQTNFEJVNDPNHSBQIDPNNPOTBOBMZ[JOHUIFOQNEFQFOEFODZOFUXPSLFDGDEE
    OPEF@NPEVMFT͙͢Θ͔Δʜͩͱ

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  28. ෳࡶܥ
    ྺ࢙͕೥͋Δ͔ͳ͍͔ͷ৽͍͠਺ֶ

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  29. ܭࢉΛΑΓ଎͘ਖ਼֬ʹ͢Δಓ۩
    ˣ
    ਓؒʹ͸ෆՄೳͳܭࢉྔΛ΍Δಓ۩
    ͜ΕͰಘΒΕͨੈل຤Ҏޙͷൃ૝
    ίϯϐϡʔλʔֶ͕ज़ݚڀͷيಓΛม͑ͨ

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  30. Ϛϯσϧϒϩू߹

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  31. Dͣͬͱ
    D ʜൃࢄ
    D ʜ॥؀
    D໿ʹऩଋ
    DKKͱKΛަޓʹ॥؀

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  32. DKҰ؏ੑ͕શ͘ͳ͘ɺ΍͕ͯͲ͔͜΁ඈΜͰ͍͘
    K
    K
    K
    K
    K
    K
    K

    K
    K
    K
    K
    K
    K
    K
    K

    K
    K
    K
    K
    K
    K
    K

    K
    K
    K
    K
    K
    K
    K
    K

    K
    K

    DKҰ؏ੑ͕ͳ͍Α͏ʹݟ͑ͨͷʹɺ܁Γฦ͍ͯ͠
    Δͱ࣍ͷ఺Λ௨Δपظؔ਺ʹͳΔ
    K
    K
    K
    K
    K
    K
    K

    K
    K

    ·͞ʹΧΦε

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  33. ൃࢄ͠ͳ͍ˠࠇ
    ͲΕ͚ͩૣ͘ൃࢄ͢Δ͔ˠ৭
    ֦େ
    ֦େ
    ௒֦େ

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  34. ϑϥΫλϧ
    ແݶʹ࠶ؼ͢ΔΑ͏ͳࣗݾ૬ࣅߏ଄
    ΧΦε͔Β͜ͷΑ͏ͳடং ҙຯ
    ͕ൃੜ͢Δ͜ͱ͸ʜ

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  35. ΧΦεͷԑ
    ͱ໊෇͚ΒΕͨ

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  36. 'PSNαϯλϑΣݚڀॴ
    w ΫϦετϑΝʔɾϥϯάτϯ
    w ηϧɾΦʔτϚτϯͷݚڀ
    w ൴ͷ೥ͷൃݟʹ༝དྷ
    w ενϡΞʔτɾΧ΢ϑϚϯ
    w ੜ໋ͷىݯɾਐԽΛߟ࡯ͨ͠
    w ੜ໋͸ΧΦεͷԑʹ͓͚Δࣗݾ
    ૊৫Խͩͱදݱͨ͠
    ਓ޻ੜ໋

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  37. ͭ·ΓϥΠϑήʔϜ
    ೥୅ܭࢉػՊֶऀͷ༡ͼ ˠຊؾग़ͨ͠ΒϚδͩͬͨ
    ࢲͨͪ͸ݚڀऀͰ͸
    ͳ͍͚ΕͲɺ
    ͔͜͜ΒಘΒΕΔ
    ڭ܇ͱͯ͠ʜ

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  38. ΄Μͷͪΐͬͱͨ͠ҧ͍͕
    ΧΦεʹൃࢄͨ͠ΓடংʹͳͬͨΓ͢Δ
    ˣ
    ݱ୅ϓϩάϥϛϯάͷෳࡶ͞΋

    ΧΦεͷԑʹଘࡏ͢Δ

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  39. ιϑτ΢ΣΞ
    ʜΛΧΦεͷԑͷࢹ఺Ͱߟ͑Δ

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  40. ΫϦʔϯΞʔΩςΫνϟ
    ΑΓڧ͍த৺Ձ஋͕पғͷߏ଄ΛݗҾ͢Δ
    ❌ಛผͳٕ๏
    ⭕ภࡏ͢Δಛ௃
    த৺ͷϞσϧ
    Τϯτϩϐʔগ
    ݱ࣮ͷෳࡶ͞Λ֎ʹ௥
    ͍ग़͍ͯ͠Δ
    ֎ԑ෦ͷٕज़
    Τϯτϩϐʔଟ
    ๲େͳϥΠϒϥϦͷ׬
    શ೺ѲͰ͖ͳ͞

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  41. ߃੕ܥͷΞʔΩςΫνϟ
    ͜͜Կे೥͔ͷ؍ଌͰݟ͖͑ͯͨଠཅܥͷ࢟

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  42. ଠཅܥ͓΋͠Ζࡶֶ
    w ଠཅόεέοτϘʔϧ͙Β͍ͩͱ͢Δͱ

    ໦੕N཭Εͨͱ͜Ζʹ͋Δϐϯϙϯۄ

    ΧΠύʔϕϧτͷԿඦ΋ͷ४࿭੕܈LN཭Εͨ##஄
    w ෆࣗવͳҐஔʹ͋ΔఱମʮέϨεʯ

    ΧΠύʔϕϧτʹ͋ΔΑ͏ͳ४࿭੕΋Ͳ͖͕ɺͳ͔ͥ໦੕ͷखલͷখ࿭੕ଳʹ͋Δ

    ͓ͦΒ͘஍தʹେྔͷਫΛ࣋ͭණͷఱମ ້Ԧ੕ͳͲʹࣅ͍ͯΔ

    w ͦΕݴ͏ͳΒ஍ٿΑਫͷΑ͏ͳ͍ܰ෺࣭͸ॳظʹͬ͞͞ͱਧ͖ඈ͹͞Εɺ

    ΄ͱΜͲ͕ఱԦ੕ɾւԦ੕ΑΓ֎ʹଘࡏ͢Δ͸ͣʜ

    εϊʔϥΠϯͷ಺ଆͰӷମͷਫΛอ࣋͢Δ࿭੕͸ɺ௒ෆࣗવͳఱମͳΜͰ͢

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  43. $"ͱଠཅܥΛൺ΂ͯΈΔͱ
    w ߃੕ͱ࿭੕ˠ࿭੕ͱӴ੕

    ΫϦʔϯΞʔΩςΫνϟ͸࠶ؼ͢Δ͔΋͠Εͳ͍ ͪΐ͏ͥͭຊ

    w ·Εʹଞͷ߃੕ܥͱͷ૬ޓ࡞༻͕ى͖Δ͜ͱ΋ʜ

    ΫϦʔϯΞʔΩςΫνϟ͸͢΂ͯͷத৺Ͱ͸ͳ͘ɺ

    ֎෦ʹ͋Διϑτ΢ΣΞ΋·ͨಠࣗͷΞʔΩςΫνϟΛ࣋ͭ ͪΐ͏ͥͭຊ

    w ॳظখ࿭੕രܸݱࡏΦʔϧτͷӢʹಧ͘ክ੕ͷପԁيಓ

    ֎ԑ෦ͷৼΔ෣͍͕಺෦ʹ࣮࣭తͳՁ஋ΛੜΉ ஍ٿͷਫ͸Ͳ͔͜Β


    ݟ͑ͳ͍͙Β͍ԕ͘ʹ͋Δ΋ͷ͕ɺ಺෦ʹ༗ҙٛͳมԽΛ΋ͨΒ͢ ґଘͷ޲͖

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  44. w ݪࢠ֩ͷେ͖͞ͱిࢠͷيಓ͸ɺଠཅͱ
    ࿭੕ͷيಓ͙Β͍ͷαΠζײ
    w ֩༥߹ˠཅࢠͱதੑࢠͷҐஔؔ܎ݻఆ
    ˠத৺Τϯτϩϐʔݮগˠ୅ΘΓʹ๲
    େͳΤωϧΪʔΛ์ग़
    w ࣗ༝ӡಈͷΤϯτϩϐʔΛୣΘΕΔͱˠ
    ݪࢠ͸෼ࢠʹͳΔˠ෼ࢠ΋ిՙͰ݁߹
    Τϯτϩϐʔݮগ
    ΤϯτϩϐʔͱϑϥΫλϧͷ؍఺Ͱ
    ݟͨͱ͖ͷݪࢠͱͷ૬ࣅੑ

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  45. 2ੈքॳͷσδλϧϝϞϦʔ͸
    Կ೥લʹ࡞ΒΕͨͰ͠ΐ͏͔
    ώϯτΞσχϯνϛϯάΞχϯγτγϯ

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  46. %/"ཐટ͸σδλϧσʔλ
    w छྨϖΞͷ෼ࢠͷΈ
    w ηοτϫʔυͷίυϯ୯Ґ
    ͰN3/"ʹഔհ͞ΕΔػցޠ
    w ਓؒͷήϊϜ͸ຊͰɺ৘ใྔ
    ͸.#΄Ͳ
    w ࣮͸ݘͷ΄͏͕ຊ਺͕ଟ͘ɺഏ
    ڕ͸ώτͷഒҎ্
    "໿ԯ೥લ

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  47. ͬ͟ͱ(#લޙͷσʔλʹ
    ϝμΧͱਓؒͷҧ͍͕׬શʹهड़͞Ε͍ͯΔ
    νϯύϯδʔͱਓؒ͸ಉ͡഑ྻ

    ੜ෺ֶతʹਓ͕ؒਓؒͩͱݴ͏ͨΊͷ৘ใྔ͸.#ͪΐ͍

    View full-size slide

  48. ෳࡶܥͷࢹ఺Ͱߟ͑Δͱʜ
    ࣗવքΞφϩάෆ֬ఆੑݪཧ
    ܭࢉػσδλϧ׬શʹԋ៷త
    ͱ͍͏ʮۙ୅తʯͳ؍೦͸ɺ$%30.࣌఺Ͱ͢Ͱʹٯస͠
    ͍ͯΔͱݴ͍͍ͬͯͷͰ͸ ·ͯ͠Πϯλʔωοτ͸ʜ

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  49. ιϑτ։ൃͦΕ͙Β͍ະ஌΁
    ͷ௅ઓ

    View full-size slide

  50. ݱ୅ιϑτ΢ΣΞ΋๲େͳΧΦεͷԑʹੜ·ΕΔ
    ͱݴΘ͟ΔΛ͑ͳ͍͕ʜ
    டং͕໌Β͔ͳྖҬΛ࣮֬ʹ΍͓͔ͬͯͳ͍ͱɺ
    ΧΦεͷԑ͔Β଍Λ౿Έ֎ͧ͢

    View full-size slide

  51. ͨͱ͑͹ύοέʔδͷݪଇ
    w ϥΠϒϥϦ͸׬੒͔ͯ͠Β࢖͍ͳ͍͞
    w ͳͷͰɺ͏·͘෼͚ͳ͍͞
    w ·ͨɺ͏·͘·ͱΊͳ͍͞
    w ґଘͷ޲͖ʹؾΛ͚ͭͳ͍͞ ॥؀ґଘ͸࿦֎Ͱ͢

    w ʮมߋͷগͳ͍ํ҆ఆʯʹ޲͖ͳ͍͞
    w ҆ఆͱ͍͏ͷ͸ɺमਖ਼͢΂͖ࣄ৘Λ͋·Γ࣋ͨͳ͍͜ͱͰ͢

    View full-size slide

  52. ΞʔΩςΫνϟઃܭͷՌ͍ͨͯ͠Δ໾໨
    ઃܭͱ͸ࣗసंͷ྆ྠͷΑ͏ͳ΋ͷ
    υϝΠϯϞσϧ
    গͮͭ͠޲͖Λม͑ΒΕΔ
    ΞʔΩςΫνϟ
    ࣗసं͸લʹਐΉ͔Β౗Εͳ͍
    ΠςϨʔγϣϯ
    υϝΠϯ
    ސ٬͕ຊ౰ʹཉ͔ͬͨ͠΋ͷ
    ͜ͷຊͷதͰࣗ෼͕޷
    ͖ͳӅΕϫʔυ
    ʮࣗసंͷ྆ྠʯ
    ͜͜Λઆ໌͢ΔຊͬͯҙຯͰ
    ʮιϑτ΢ΣΞઃܭೖ໳ʯ

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  53. ϓϩάϥϛϯά
    ݴޠͱ͸
    ΞʔΩςΫνϟͷ࠷Լ૚Λࢧ͑Δ࿦ཧͷྺ࢙

    View full-size slide

  54. w ೥ཧ࿦্ͷܭࢉػϞσϧ
    νϡʔϦϯάϚγϯ
    w ໋ྩͷྻΛಡΈऔΔϙΠϯλΛ
    ಈ͔͢ΞΠσΞͷݩ૆
    w ࣗ਎Λ໛฿Ͱ͖ΔܭࢉϞσϧ
    νϡʔϦϯά׬શ
    w ਓ޻஌ೳͱνϡʔϦϯάςετ
    ΞϥϯɾνϡʔϦϯά

    View full-size slide

  55. w ਆͱ΋ѱຐͱ΋ݺ͹Εͨఱ࠽
    w ೥͝Ζɺిؾࣜͷܭࢉػ
    ʹʮιϑτ΢ΣΞʯΛ΋ͨΒ͠
    ͨਓʑͷ୅ද
    w ϊΠϚϯܕܭࢉػػցޠ

    ݩ͸ʮ໋ྩͱσʔλ͕ಉ͡ϝϞϦۭؒʹ
    ͋ΔλΠϓʯͷҙຯ
    w ݱࡏͷ$16΋ϊΠϚϯܕ
    ϑΥϯɾϊΠϚϯ

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  56. w ݴޠ఩ֶऀ
    w ೥ʮੜ੒จ๏ʯͰݴޠֶͷ
    ֵ໋ࣇʹ
    w ͋ΒΏΔݴޠ͸ද૚తͰɺ୯ޠͷ
    ฒͼͷنଇʹΑͬͯ਺ֶతʹϞσ
    ϧԽͰ͖Δͱߟ͑ͨ
    w νϣϜεΩʔ֊૚͸ɺܗࣜݴޠʹ
    େ͖ͳӨڹΛ΋ͨΒͨ͠
    ϊʔϜɾνϣϜεΩʔ

    View full-size slide

  57. IUUQULVDFOUFSCMPHTQPUDPNCMPHQPTUIUNM

    View full-size slide

  58. νϣϜεΩʔ֊૚
    w จ๏ͳ͠

    ޠኮͷฒͼॱ͸೚ҙνϡʔϦϯάϚγϯϊΠϚϯܕͷػցޠ
    w จ຺ґଘจ๏

    औΓಘΔޠኮͷॱংΛ໢ཏ͢Δจ๏ ͋·Γ࢖͍ಓ͸ͳ͍

    w จ຺ࣗ༝จ๏

    ߏ଄తͳ૊Έ׵͕͑ՄೳͰɺ͔͠΋ແݶ࠶ؼߏ଄Λ࣋ͭ

    ˠϓϩάϥϛϯάݴޠͷఆٛʹ׆༻͞Εͨ
    w ਖ਼نจ๏

    ࠶ؼ͕༗ݶͰࣗવݴޠͱͯ͠΋ݱ࣮తˠͦͷ··ਖ਼نදݱͱͯ͠ݱଘ

    View full-size slide

  59. "-(0-
    ʙ
    w νϣϜεΩʔͷΞΠσΞʹӨڹΛड͚ͨ࠷ॳͷݴޠ
    w '0353"/ͷδϣϯɾόοΧε
    w όʔδϣϯʹՃΘͬͨϐʔλʔɾφ΢Ξ
    w จ຺ࣗ༝จ๏ʹόοΧεɾφ΢Ξه๏ #/'
    ΛఆΊͯ։ൃ
    w ैདྷͱҟͳΓɺઌʹϋʔυ΢ΣΞதཱͳจ๏ઃܭΛஔ͍ͨݴޠ
    w ޙͷଟ͘ͷϓϩάϥϛϯάݴޠͷ࢝૆ͱͳͬͨ

    View full-size slide

  60. ػցޠ໋ྩʹϚοϓ͞ΕΔ൓෮ͱ෼ذ
    FOR i FROM 1 TO 100


    DO


    IF i MOD 15 = 0 THEN


    printf (( $ "FizzBuzz" l $ ))


    ELIF i MOD 3 = 0 THEN


    printf (( $ "Fizz" l $ ))


    ELIF i MOD 5 = 0 THEN


    printf (( $ "Buzz" l $ ))


    ELSE


    printf (( $ n(width(i))d l$, i ))


    FI


    OD

    View full-size slide

  61. ීวจ๏ʹ͍ͭͯ
    w νϣϜεΩʔ͸ޙ೥Ҏ্ʹΘͨͬͯɺʮਓؒʹͷΈݴޠೳྗ͕͋Δͷ͸
    ͳ͔ͥʯΛߟ͍͑ͯͨ
    w ਓؒͷ೴ʹ͸ઌఱతʹɺݴޠॲཧγεςϜʮීวจ๏ʯ͕૊Έࠐ·Ε͍ͯΔͷ
    Ͱ͸ͳ͍͔ ͜Εࣗମͷਖ਼ޡ͸ޙͷٞ࿦ʹճ͢ͱͯ͠ʜ

    w "-(0-ͱͦͷࢠଙʹͱͬͯීวจ๏ͱ͸

    ϊΠϚϯܕܭࢉػ νϡʔϦϯάϚγϯ
    ͷϞσϧ
    w ͔ͨ͠ʹ৬ۀϓϩάϥϚʔͷೝ஌ʹਂ͘ಥ͖͍ࢗͬͯ͞Δ

    View full-size slide

  62. -*41
    ೥ʙ ެ։͸೥͝Ζ

    w δϣϯɾϚοΧʔγʔʹΑΔνϣϜεΩʔͷผղ
    w ΧοίͱࣜͷϦετҎ֎ɺԿ΋ͳ͍ۃ୺ͳจ຺ࣗ༝จ๏
    w ࠷େͷಛ௃ϊΠϚϯܕͷܭࢉϞσϧΛهड़͠ͳ͍͜ͱ
    w -*41ͷීวจ๏ઢܗϦετϥϜμܭࢉ
    w ͕ɺ͜Ε΋·ͨສೳνϡʔϦϯάϚγϯͷͻͱͭ

    ໋ྩྻͷϙΠϯλҠಈ͚ͩ͡Όͳ͍

    View full-size slide

  63. ߏจ໦Λ໌ࣔతͳΧοίͰද͢จ๏
    ໘౗ͳจ๏نଇͷ࢓༷͕࠷খͰࡁΉ
    (map (lambda (n) (cond


    ((= (remainder n 15) 0) "FizzBuzz")


    ((= (remainder n 3) 0) "Fizz")


    ((= (remainder n 5) 0) "Buzz")


    (else (number->string n))


    )) (iota 100 1))
    (+ 1 2)
    + 1 2
    + 1 * 3 4
    (+ 1 (* 3 4))

    View full-size slide

  64. ීวจ๏͕ҟͳΔܥྻ
    ΠϧΧ͸ڕྨ͡Όͳ͍Μͩ
    -*41 "-(0-
    42-
    .-
    1SPMPH
    4NBMMUBML
    1BTDBM
    "EB
    $
    4JNVMB
    3VCZ
    )BTLFMM
    $
    3VTU
    (P
    એݴܕ ໋ྩܕ
    $0#0-
    '0353"/

    View full-size slide

  65. ඞͣ͠΋"-(0-͕ԦಓͰ͸ͳ͍Α
    w ೥୅ʙශऑͩͬͨྔ࢈ίϯϐϡʔλͱ$ݴޠͷίϯϏ͕େ੒ޭ
    w ϓϩάϥϛϯάʹʮϑϩʔνϟʔτ͢͝Ζ͘ʯʮม਺͸ೖΕ෺ʯͱ͍ͬͨΠ
    ϝʔδ͕ઌʹఆணͨ͠ $0#0-΋'0353"/΋ͦ͏ͩ͠

    w νϡʔϦϯάϚγϯ͚͕ͩνϡʔϦϯά׬શͳܭࢉػͳΘ͚Ͱ͸ͳ͍
    w ϊΠϚϯ͸ηϧɾΦʔτϚτϯ ϥΠϑήʔϜͷݩ
    Λߟ͑ͨਓؒͰ΋͋Δ
    w ϥΠϑήʔϜͰ͑͞ ͔ͨ͠೥ʹ
    νϡʔϦϯά׬શͩͱূ໌͞Εͨ

    View full-size slide

  66. ͜Ε͕
    ʮϓϩάϥϛϯάݴޠͳΜͯɺ
    ͻͱ֮ͭ͑ͨΒଞ͸ࣅͨΑ͏ͳ΋Μ͞ʯ
    ʜͱݴ͑Δ͔ݴ͑ͳ͍͔ͷ౴͑

    View full-size slide

  67. ͋͞ʜ໘౗ͳͱ͜Ζʹߦ͖·͠ΐ͏͔
    ྺ࢙ͷࣄ࣮ͱଟ਺೿ͷೝ͕ࣝ৯͍ҧ͏ྖҬ
    4NBMMUBML
    4JNVMB
    $
    $

    View full-size slide

  68. w ʮΦϒδΣΫτࢦ޲ʯͷ໋໊ऀ
    w 4NBMMUBMLʙ
    w ܭࢉػՊֶऀͷͨΊͷܭࢉػͰ͸
    ͳ͍ɺͱ͍͏ίϯηϓτ
    w "QQMF͕ੈքॳͷύιίϯΛ࡞Δ
    લʹʮ୭΋͕൘ঢ়ͷίϯϐϡʔλ
    ʔΛ࢖ͬͯ૑଄׆ಈΛ͢Δʯߏ૝
    Λඳ͍ͨ
    ΞϥϯɾέΠ

    View full-size slide

  69. w όϕοδͷղੳػؔͷύϯνΧʔυ
    ΛଧͬͨʮੈքॳͷϓϩάϥϚʔʯ
    w ϓϩάϥϛϯάݴޠ"EBͷݩωλ
    w ੈلʹະདྷͷίϯϐϡʔλʔͷ
    ՄೳੑΛࣔࠦ
    w ʮྫ͑͹Իָཧ࿦Λ਺஋Ͱදͤ͹ɺ
    ղੳػؔͷܭࢉྗ͸ܳज़΋Մೳʹ͢
    ΔͰ͠ΐ͏ʯ
    ΤΠμɾϥϒϨε

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  70. έΠͷΦϒδΣΫτࢦ޲
    w 4NBMMUBML͸ʮ։ൃ؀ڥ࣮ߦ؀ڥʯͷ(6*
    w ಈతܕɾ஗Ԇଋറˡ͜͜௒ॏཁ

    ͢΂ͯͷม਺͸࣮ߦ࣌·Ͱ࣮ମ͕ԿʹͳΔ͔Θ͔Βͳ͍
    w ܭըతίʔσΟϯά͔ΒͷҰൃ੒ޭͳ΍ΓํΛ൱ఆ

    ˠΠϯλϥΫςΟϒͳ*%&Ͱͷࢼߦࡨޡ ͳ͓೥୅

    w 0CKFDUJWF$ʹܧঝˠʮ$ͷ··ʯͱʮ4NBMMUBMLͦͬ͘ΓʯͷΩϝϥ

    ˠ"QQMFͱ/F95ͷ(6*Ͱ׆༂ˠ (P'σβΠϯύλʔϯ

    View full-size slide

  71. ϝοηʔδϯά
    ͦΕ͕4NBMMUBMLͷීวจ๏
    yesOrNo ifTrue: [ Transcript show: ‘Yes’; cr. ]


    ifFalse:[ Transcript show: ‘No’; cr. ].
    #PPMFBOTVCDMBTT5SVF
    JG5SVFUSVF#MPDLJG'BMTFGBMTF#MPDL
    ?USVF#MPDLWBMVF
    #PPMFBOTVCDMBTT'BMTF
    JG5SVFUSVF#MPDLJG'BMTFGBMTF#MPDL
    ?GBMTF#MPDLWBMVF
    USVF#MPDL͚ͩධՁ͢Δ
    GBMTF#MPDL͚ͩධՁ͢Δ

    ͢΂͕ͯʮΦϒδΣΫτϝοηʔδʜʯͷཧ۶Ͱಈ͘ɻ
    ͳΜͱɺஞ࣍ॲཧͳͷʹ*'ߏจ΋8)*-&ߏจ΋ͳ͍

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  72. ZFT0S/P͞Μ ͱࢲ͕ݺͿͲͳ͔ͨ
    ΁
    ͋ͳ͕ͨͲ͜ͷ୭ͳͷ͔͸ଘ্͛͡·ͤΜ͕ɺ
    ͦΕͰ΋ࢲ͸͋ͳͨʹJG5SVFJG'BMTFΛ఻͑·͢ɻ
    Ͳ͔͜ͷҟࠃͰɺͲ͏ͧ͜ͷҙਤΛड͚औ͍ͬͯͩ͘͞ɻ
    ϝοηʔδݴޠͱ͸஌ࣝͷ࣮ମԽ
    w શͯͷΦϒδΣΫτ͸ૄ݁߹ͩɺͱ͍͏ൃ૝
    w খ͞ͳ୯Ґ஌ࣝʹΑΔ࠶ؼతͳωοτϫʔΫ
    w ϝϞϦ্ͷੜσʔλ΍ػցޠ໋ྩ΁ͷม׵͸

    ׬શʹӅṭ͞ΕΔ ҙࣝ͢΂͖Ͱͳ͍

    View full-size slide

  73. ͢΂ͯ͸ϓϩτίϧͷઌͰى͖Δ
    ϙϦϞʔϑΟζϜ
    ΞϥϯɾέΠʮσʔλ͸ѱ͍ΞΠσΞʯ

    View full-size slide

  74. ͕ʜͦͷ໊લʮΦϒδΣΫτࢦ޲ʯ͸౪·Εͨ
    ͳͥ4JNVMBˠ$ىݯͱ͍͏ӕΛ৴͡Δफ೿͕ੜ·Εͨͷ͔
    4JNVMB
    4NBMMUBML
    $1-
    #$1-
    $ݴޠʙ ,3

    $XJUI$MBTTFT
    001Ͱ͸ͳ͍

    ஗Ԇଋറ
    ˣ
    001΋Մೳ
    ΦϒδΣΫτࢦ޲
    "-(0-
    -*41
    ϝοηʔδϯάͷώϯτ

    View full-size slide

  75. w ʮ0014JNVMBىݯͷ$
    +BWBͷΑ͏ͳ΋ͷʯͱ͍͏ҹ৅Λ
    ࠜ෇͔ͤͨுຊਓ
    w &J
    ff
    FMʙΦϒδΣΫτΛʮந
    ৅σʔλܕͷ௚ܥࢠଙʯʹҐஔͮ
    ͚ɺ੩తܕͷܧঝΛΘΓͱॏࢹ έ
    Π΍.BU[ͱͷܾఆతҧ͍

    w ѱ͘͸ͳ͍Μ͚ͩͲɺผ֓೦ͷͱ
    ͜Ζ͸໊લΛม͑Ζ
    όʔτϥϯυɾϝΠϠʔ

    View full-size slide

  76. ʮݴޠʹΦϒδΣΫτͱ͍͏จ๏͕
    ͋Δ͔Βͱ͍ͬͯɺΦϒδΣΫτࢦ
    ޲ͩͱݴ͑ΔΘ͚Ͱ͸ͳ͍ʯ
    ʜ͸ͣͩͬͨͷ͕୆ແ͠

    View full-size slide

  77. ಉ໊͡લΛ࣋ͭόϥόϥͳϞϊ
    ͜ΕΒͷશͯΛ؏͘ຊ࣭͕ඇৗʹΘ͔Γʹ͘͘ʜ

    View full-size slide

  78. ʮΦϒδΣΫτࢦ޲फڭ࢙ʯ
    ৄ͘͠͸དྷ೥·ͨ࿩͠·͢

    View full-size slide

  79. ΦϒδΣΫτࢦ޲ʹ
    ୯Ұͷఆٛ͸ͳ͍
    ڞ௨͢ΔจԽతՁ஋͸Կͳͷ͔

    View full-size slide

  80. 40-*%͔Βͷֶͼ
    ੈلɺफڭઓ૪ऴ݁ͷ৅௃

    View full-size slide

  81. ʮ40-*%ͳΜͯͩ͘ΒΜʯ
    ͳͥཧղ͞Εʹ͍͘ͷ͔

    View full-size slide

  82. ωʔϛϯάηϯε͕ͻͲ͍
    ͜ͷॱͰͻͱͭͷҙຯΛཧղ͢Δͷ͸ࠔ೉
    ฒͼॱͷཧ༝ϚʔνϯɾϑΝ΢ϥʔ͕ʮൃԻ͠΍͍͢ʯͬͯݴͬͨ

    View full-size slide

  83. %*
    40 -


    ͜ͷॱʹ͢Δͱɺͻͱͭͷ֓೦͕ݟ͑ͯ͘Δ

    View full-size slide

  84. %*1ґଘੑٯసݪଇ
    ଟଶੑ׬શͳந৅Š4NBMMUBMLͷ5SVF'BMTF͋Δ͍͸Πψωί

    αϒϞδϡʔϧ
    ੍ޚ
    ґଘ
    ओϞδϡʔϧ
    ओϞδϡʔϧˠ҆ఆ
    αϒϞδϡʔϧˠࠩ͠ସ͑Մೳ
    ݘ ೣ
    ʜͦͷଞ೚ҙͷಈ෺Ͱ΋͔·Θͳ͍

    View full-size slide

  85. *41ΠϯλʔϑΣʔε෼཭ݪଇ
    ෦෼ܕ΁ͷґଘŠ4NBMMUBMLͷϓϩτίϧ͋Δ͍͸Ξώϧͷܕ
    ػೳ"
    ػೳ#
    ྫࠩΛऔΕΔ஋
    ྫൺֱͰ͖Δ஋
    ࣮਺
    ϕΫτϧ
    จࣈྻ
    ػೳ"
    ػೳ#
    ΄͔୯ମςετͷϞοΫ
    ػೳ"#ͱ΋҆ఆͷ··

    View full-size slide

  86. 431୯Ұ੹೚ݪଇ
    ͻͱͭͷ͜ͱΛ͏·͘΍ŊͦΕຊ౰ʹ׬શͳಠཱੑ͋Δʁ
    w ϞδϡʔϧΛͻͱͭަ׵͢Δ͚ͩͰ͍͍
    w ༨ܭͳ΋ͷΛؚΜͰ͍Δͱແؔ܎ͳมߋӨڹ͕ग़Δ
    w े෼ͳػೳΛؚΜͰ͍ͳ͍ͱ͋ͪͪ͜ަ׵͠ͳ͍ͱ͍͚ͳ͍
    w ͨͩ͠ɺߏ଄Խɾػೳ෼ղͱ͍͏ந৅ԽͰ͸׬શʹಠཱͨ͠୯ମʹͳΒͳ͍
    w ্ҐͷϞδϡʔϧ͕ԼҐͷϞδϡʔϧͷมߋӨڹΛड͚Δ͔Β
    w ͳͷͰɺ431ʹͱͬͯ%*1ͱ*41ʹΑΔ׬શͳந৅Խ͸ෆՄܽ

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  87. 0$1։์ด࠯ݪଇ
    ֦ுʹରͯ͠Φʔϓϯɺมߋʹରͯ͠Ϋϩʔζυ
    w ʮͲ͜Ͱ΋ίʔυΛมߋ͠΍͘͢͢Δʯͱ͍͏҆௚͞͸ɺ͍ͭͲ͕͜յΕΔ
    ͔Θ͔Βͳ͘͢Δɻ҆ఆͨ͠ϞδϡʔϧΛ͍͔ʹॻ͖׵͑ͳ͍͔͕େࣄͩɻ
    w ཁॴཁॴ͕׬શͳ431 %*1*41Λલఏʹ
    Λຬͨ͢ઃܭʹͯ͋͠Ε͹ɺ͍ͭ
    Ͱ΋Ͳ͜Ͱ΋ɺ֦ுόʔδϣϯͱͷަ׵ͷํ਑Ͱ͍͚ΔɻΦʔϓϯ
    w ަ׵෦඼ͷपғʹ͔͠มԽ͕ى͖ͳ͍ ҆શʹ֦ுͰ͖Δ
    ҆৺͕ɺϓϩδΣ
    ΫτΛ݈શʹ͢ΔΑɻ
    w ͜Ε͸ͳΜͱɺϝΠϠʔ͕༩͑ͯ͘Εͨڭ܇

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  88. -41Ϧείϑͷஔ׵ݪଇ
    ։์ด࠯ݪଇΛຬͨͨ͢Ίͷݫີͳඞཁ৚݅
    w ΠϯλʔϑΣʔε͕୲อ͢Δͱͨ͠ࣄલ৚݅ΛڱΊΔ࣮૷Λͯ͠͸͍͚ͳ͍ɻ
    w ྫܻ·Ͱͷ਺஋ΛೖྗͰ͖·͢ˠܻ͡Όͳ͍ͱյΕΔ࣮૷μϝ
    w ΠϯλʔϑΣʔε͕୲อ͢Δͱͨ͠ࣄޙ৚݅Λ޿ΊΔ࣮૷Λͯ͠͸͍͚ͳ͍ɻ
    w ྫඞͣਅِ஋Λฦ͠·͢ˠCPPMcOVMMΛฦ͢ͱड͚औΓଆ͕յΕΔͧ
    w ͜ͷͪΐͬͱҟ৭ͳݪଇͷ༝དྷ͸ͳΜͱɺৼΔ෣͍ந৅σʔλܕͷݚڀऀό
    ʔόϥɾϦείϑઌੜσʔλ΋ѱ͍ΞΠσΞ͹͔Γ͡Όͳ͍Ͷɻ

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  89. Φʔϓϯ
    Ϋϩʔζυ
    ࣄલ৚݅
    ࣄޙ৚݅
    ࣄલ৚݅
    ࣄޙ৚݅
    ୯Ұ੹೚
    ަ׵Մೳ
    ੍ޚ
    ґଘ
    ԼҐͷ֦ுੑ
    ্Ґͷ҆ఆੑ
    ࣮૷ͷ
    ஗Ԇଋറ
    ˠ%*΁

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  90. फڭઓ૪ͷฏ࿨తղܾ

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  91. ͜ΕΛɺͲͷݴޠͷͲͷػೳʹରԠ͢Δ͔Ͱ
    ߟ͑ͩ͢ͱɺઈରʹࠓͷ001ͷ࢟͸ݟ͑ͯ
    ͖·ͤΜɻܗࣜతͳఆٛ͸ෆՄೳͳΜͰ͢ɻ

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  92. ͘Β΂ͯΈΔͱ
    ੩తܕ੍໿ɾࢀরಁաੑ
    ಉҰ֊૚಺Ͱͷ௚઀తͳΤϯτϩϐʔ཈੍
    ΦϒδΣΫτࢦ޲ จԽ


    ݪࢠˠ෼ࢠͷΑ͏ͳɺΤϯτϩϐʔ௥͍ग़͠ͷߏ଄ʹ͓͚ΔҰ
    ൠύλʔϯ㲈ϑϥΫλϧͷཁૉ
    ͏ʔΜʜΤϯτϩϐʔΛԣʹҰ཯Ͱಀ͕͔͢ɺॎʹ࠶ؼతʹಀ
    ͕͔͢ɺΈ͍ͨͳΠϝʔδ

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  93. ΧΦεͷԑ
    ݱ࣮ʹ໨ʹݟ͑ΔΑ͏ʹͳ͖ͬͯͨ

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  94. ීวจ๏͸໾໨Λऴ͑ͨ
    w ීวจ๏ͷΞΠσΞ͸੯͔͕ͬͨ͠ɺ΋͸΍೥
    લͷݹ͍ΞΠσΞ
    w νϣϜεΩʔ͸ಥવҨ఻ࢠʹ૊Έࠐ·Εͨʮ਎ମث
    ׭ʯͩͱ݁࿦͚ͮͨ ۙ୅఩ֶͷԆ௕ൃ૝

    w ੜ෺ֶతʹߟ͑ͯͪΐͬͱ͋Γ͑ͳ͍
    w ೥ͷՊֶతͳݚڀͷੵΈॏͶˠݴޠೳྗ͸ݱࡏ
    ʮޙఱతʹߏங͞ΕΔ΋ͷʯͱߟ͑ΒΕ͍ͯΔ
    ൃചͷॻ੶

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  95. ݴޠ͸ίϛϡχέʔγϣϯΛ௨ͯ֫͡ಘ͞ΕΔ
    w ͸͡Ί͔Β׬શͳීวจ๏૷ஔ͕೴಺ʹ͋ΔˠͦΜͳͷͳ͍
    w ͍ͯ͠ݴ͑͹ɺ൚༻ϋʔυ΢ΣΞʮ೴ʯͷɺετϦʔϛϯά৘ใॲཧͷੑೳ
    w ώτ͸จΛߏ଄తʹύʔε͢ΔͷͰ͸ͳ͘ɺ࣍ʑͱ΍ͬͯ͘ΔԻૉ΍ه߸Λν
    ϟϯΩϯά͠ɺਖ਼֬ͳ৘ใΛࣺͯͳ͕Βɺ૯߹తʹҙຯੈքΛ࡞͍ͬͯΔ
    w ίϛϡχέʔγϣϯΛ௨ͯ͡ɺޓ͍ͷϓϩτίϧΛ߹ΘֶͤͯΜͰ͍͘
    w ΧΦεͷԑ͔Βͷιϑτ΢ΣΞΤϛϡϨʔγϣϯͰɺීวจ๏͕͋Δͱࢥ͑ͯ
    ͠·͏΄Ͳڧྗͳʮݴޠʯ͕ɺੈքதͰಉ࣌ଟൃతʹੜΈग़͞Εͨ໘ന͞

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  96. νϣϜεΩʔ͸۪͔ͩͬͨͷ͔
    w ʙ೥୅ͷੈքʹෳࡶܥͷ֓೦͸ͳ͔ͬͨɻ
    w ͨͬͨҰਓͰैདྷͷݴޠֶΛ෴ͨ͠ύϫϑϧ͞͸΋ͷ͍͢͝ɻ
    w ࢲ͕ͨͪݱ୅ͷϓϩάϥϛϯάݴޠΛ࢖͑Δͷ͸ɺੜ੒จ๏ͷཧ࿦ͱීวจ
    ๏֓೦ͷ͓͔͛ɻ
    w ͍ͬ͡͞ɺීวจ๏ΛԾఆ͢Δ͜ͱ͸ɺ"-(0-ͱ-*41ͱ4NBMMUBMLͷҧ͍
    Λઆ໌͢Δͷʹศརͩͬͨɻ

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  97. w ੈلۙੈ఩ֶͷ෕ʹͯ͠਺ֶ
    ऀɾ෺ཧֶऀ
    w ʮզࢥ͏Ώ͑ʹզ͋Γʯ
    w ௚ަ࠲ඪܥͷߟҊ
    w ʮڏ਺ʯΛ໋໊ͨ͠
    ϧωɾσΧϧτ

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  98. σΧϧτ͸۪͔ऀ͔ͩͬͨ
    w ʮզ͋ΓʯΛ࡞ͬͨਆ͕͍Δ͸ͣɺͱ͍͏҆қͳਆͷଘࡏূ໌͸ɺύεΧϧͱ
    Χϯτʹ൷൑͞Εͨˠ࣮ଘओٛˠ།෺࿦΁ʜ
    w ௚ަ࠲ඪܥͱڏ਺Λ࡞ͬͨʹ΋͔͔ΘΒͣɺෳૉฏ໘ͷʮճసʯΛൃݟ͢Δ͜
    ͱ͸ͳ͔ͬͨɻΨ΢εͷൃݟͱΦΠϥʔͷ׆༂Λ଴ͭ͜ͱʹͳͬͨɻ
    w ෺ཧݱ৅͸෺࣭ͷ઀৮ͩͱߟ͑ͨɻԻͷ఻ୡ͸ۭؾͷৼಈͰઆ໌Ͱ͖Δ͕ɺ
    ΨϦϨΦͷࣗ༝མԼΛઆ໌Ͱ͖ͣɺʮΤʔςϧ͕͋ΔʯͱݴͬͨɻΤʔςϧ͸
    ೥ޙɺχϡʔτϯͷສ༗ҾྗʹΑͬͯ׬શʹ൱ఆ͞Εͨɻ

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  99. ਓྨͷ஌ࣝ΋·ͨɺਖ਼͔ͬͨ͠Γؒҧͬ
    ͍ͯͨΓΛ܁Γฦ͠ͳ͕Βҭ͍ͬͯΔ

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  100. ೥ɺχϡʔϥϧωοτܥ"*ͷ࣮༻Խ
    ˠࢲͨͪ͸͍·ʮΧΦεͷԑ͔Βੜ·Ε
    Δடংʯͷ۩ݱԽΛ໨ͷ౰ͨΓʹ͍ͯ͠Δ

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  101. ͜͏͍͏ͷ͋Γ͕ͪͰ͚͢Ͳɺ
    Ͳ͏Ͱ͔͢
    ͋ɺ͡Ό͋࣍͸͜͏Ͱ͢
    ख௚͠

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  102. ීวతʹਖ਼͍͠ݴޠ͸ͳ͍
    ݴޠ͸ίϛϡχέʔγϣϯͰҭͭ

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  103. "*ίʔσΟϯάҎલ
    w ͋Ε ϦΞϧλΠϜͳϑΟʔυόοΫΛ׆͔͢ϓϩάϥϛϯάͬͯɺ͜Ε·Ͱʹͳ
    ͔͚ͬͨͬ
    w *%&ͱର࿩ܕγΣϧ͸ ˠ4NBMMUBMLҎޙΘΓͱҰൠతʹʜ
    w .BDSPNFEJB%JSFDUPS 4DSBUDI #MFOEFS
    w *OUFMMJ+ͷ੩తղੳͳΜͯ"*ฒΈɺͱ͍͏͔"*ͱิ׬ؔ܎ʹ͋Δ͙Β͍
    w 5%%ͷαΠΫϧ͸ ˠ46OJU +6OJUʜ
    w ʮॻ͍ͨΒͦͷ৔Ͱ͙͢୯඼࣮ߦʯ͸΋͏౰વͷ΍Γํ

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  104. w 4NBMMUBMLͰ46OJUΛ։ൃ͠ɺ
    +6OJUʹҠ২
    w 001ͷݪ఺ճؼʹӨڹ
    w ʮςετۦಈ։ൃʯʮΤΫετ
    ϦʔϜɾϓϩάϥϛϯάʯ
    w ΞδϟΠϧϜʔϒϝϯτͷ఩ֶత
    ͳج൫ͱͳͬͨࢥ૝
    έϯτɾϕοΫ

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  105. ͏ͪͷத̍͸*%&Ͱ͜͏ϓϩάϥϛϯάͨ͠
    ύιίϯΛങͬͯ΍ͬͯϲ݄ɺ·͡ͰԿ΋ڭ͍͑ͯ·ͤΜ
    ΫοΩʔΫϦοΧʔͷήʔϜ࢓༷Λ෼ੳɺແ͔Β࠶ݱ͍ͯͨ͠ɻ
    αϒϧʔνϯ͸:PV5VCFಈըͰཧղͨ͠Β͍͠ɻ
    ը૾Ͱ਺ࣈΛग़͢ͱ͜Ζ͸طଘϩδοΫΛύΫͬͯ࠷దԽɻ
    σϞΛݟͤͳ͕Βܻ͋;ΕόάΛݟ͚ͭͯ௚ͯͨ͠ɻ

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  106. ͋ΔҰ࡭ͷຊ͕໾໨Λऴ͑ΔͷͰ͸ͳ͍͔
    w ͲͷΑ͏ͳهड़͕ʮΘ͔Γ΍͍͔͢ʯΛઆ໌Ͱཧղ͠
    Α͏ͱ͍͏ίϯηϓτ
    w ଟ਺೿ͩͬͨʮखଓ͖ܕʯܥͷܦݧϕʔε͚ͩ
    w ྑ͞ѱ͞ͳΜͯશͯهड़͖͠Εͳ͍͡ΌΜ
    w ؾ͍ͮͨ఺ʮEPXIJMFʹ஫ҙ͠ͳ͍͞ʯͱ͍͏આ໌
    ʹʮ࠷௿ճ͸࣮ߦ͠ɺ0,ʹͳΔ·Ͱ࠶νϟϨϯδʯ
    ͱ͍͏༗༻ͳྫ֎͕ॻ͔Ε͍ͯͳ͍ɻ

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  107. "*ͱͷର࿩ίʔσΟϯά
    w Α͘ಡ·Ε͍ͯΔίʔυΛֶशͨ͠"*ˠ044։ൃऀਫ४ͰʮҰൠతʹΞϯϦʔμ
    ϒϧʯͱ͞ΕΔίʔυΛఏҊͯ͘͠Δ͜ͱ͸ͳ͍ɻ
    w ͱ͍͏͔ɺ΋͠ಡΊͳ͍ίʔυ͕ग़͖ͯͯ΋ͦΜͳͷ࠾༻Ͱ͖ͳ͍ɻ
    w ΞϯϦʔμϒϧͳίʔυ͸ɺด࠯తͳݱ৔ͷʮ݁Ռਖ਼͘͠ಈ͍ͯݟ͑Ε͹ɺҙຯෆ໌
    Ͱ΋߹֨ʯͱ͢Δश׳͔Βੜ·ΕΔɻ
    w ·ͨٯʹɺ"*ʹ఻ΘΔ໋໊΍ϩδοΫΛҙࣝ͠ͳ͍ͱޮ཰্͕͕Βͳ͍ɻࣗ෼͑͞
    Θ͔Ε͹͍͍ͱ͍ͬͨؾ࣋ͪΛɺϦΞϧλΠϜͰ൱ఆͯ͘͠ΕΔɻ
    w ʮϖΞϓϩάϥϛϯάͷ૬ํ͕ϋζϨʯ͕ͳ͍ɻ

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  108. ίϛϡχέʔγϣϯͰ੒ޭ͠ɺ
    ੒ޭ͔ΒΑΓྑ͍ݴ༿ΛֶͿ
    ·͞ʹਓؒͷݴޠֶश

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  109. Ϧʔμϒϧίʔυͷڭ͑ํ͸
    ͳΜ͔ӳޠͷڭՊॻͬΆ͍ΜͩΑͳ
    ӳձ࿩Ͱ͖ͳ͍೔ຊਓͷΞϨ

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  110. ϢϏΩλεʮݴޠʯ
    w ώτͷݴޠ֫ಘʹ͍ͭͯཧղ͢Δ͏ͪʹɺʮϢϏΩλ
    εݴޠʯ͕ͳͥʮ༻ޠूʯͰ͸ͳ͘ʮݴޠʯͳͷ͔Λ
    ࠶ೝࣝͨ͠ɻ
    w ʮܾ·ͬͨఆٛΛ༩͑ΔʯͷͰ͸ͳ͘ɺର࿩͔Βੜ·
    ΕΔίϛϡχέʔγϣϯ͕ʮϩʔΧϧݴޠʯʹͳΔɻ
    w υϝΠϯͷਓͱϞσϧͷਓͷؒͰɺ֓೦Λ఻͑Δࢼߦ
    ࡨޡͷδΣενϟʔ͕ఆண͍ͯ͘͜͠ͱ͕େࣄɻ

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  111. ͱ͜ΖͰ͜ͷֆͬͯ͝ଘ஌Ͱ͔͢
    ࣮͸ΊͬͪΌେࣄͳίϯςϯπͩͱ࠷ۙؾ͕͖ͭ·ͨ͠

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  112. w ந৅ֆըͷ։୓ऀ
    w ҹ৅೿ͷֆʹײ໏Λड͚ɺࡀ
    ͔ΒըՈͷಓʹೖͬͨ
    w ੓࣏ܦࡁֶͱ͔΍͖ͬͯͨ௒ཧ
    ࿦ܥͷਓ
    w ࡞඼΋༗໊͚ͩͲɺ࣮͸ܳज़ཧ
    ࿦ͱஶ࡞͕൴ͷຊջ
    ϫγϦʔɾΧϯσΟϯεΩʔ

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  113. ΧϯσΟϯεΩʔͷʮந৅ʯ
    w ҹ৅೿ͷֆը͕ʮࣸਅͷΑ͏ͳσοαϯͷਖ਼͠͞ʯΛ΍͍ͬͯͳ͍ͷʹɺਓͷೝࣝʹ
    ʮͳΜ͔ζʔϯͱདྷΔʯ͜ͱʹண໨ɻ
    w ݱ࣮ʹ͋Δ෺ମͰ͸ͳ͘ɺʮ఺ͱ͸ʯʮઢͱ͸ʯͱ͍ͬͨϓϦϛςΟϒͳந৅͕ਓʹ
    ༩͑Δ͜ͱΛ௚઀දݱͨ͠ཧ࿦ֆըΛ΍Ζ͏ɻ
    w ந৅ͷཁ఺ʮҹ৅ʯʮଈڵʯʮߏ੒ʯ
    w ྲྀΕΔ࣌ؒͷதͰγϡοͱײ͕֮߹͏͜ͱͷ૊ΈཱͯʜΈ͍ͨͳ

    ˠԻָͷΑ͏ͳ΋ͷˠݴޠʹΑΔର࿩΋ͦ͏ͳͷͰ͸
    w ͜Εʜ·͞ʹɺந৅Ϟσϧͱର࿩Ͱۦಈ͢Δ։ൃελΠϧͷ͜ͱ͡ΌΜ

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  114. ૑ൃ
    ෦෼ͷੑ࣭ͷ୯७ͳ૯࿨ʹͱͲ·Βͳ͍ੑ࣭͕ɺ
    શମͱͯ͠ݱΕΔ͜ͱ Τϯτϩϐʔ૿େˠϑϥΫλϧ

    IUUQTKBXJLJQFEJBPSHXJLJ&#&#"

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  115. w ੈلͷ৽͍͠఩ֶऀ
    w ਓؒΛ஌తʹಛผͳଘࡏͱਾ͑
    Δैདྷͷߟ͑ํ͔Βͷ୤٫
    w ʮ๢ྶͷδϨϯϚʯͰʮϋΠύʔ
    ΧΦεʯͱ͍͏֓೦Λఏএ
    w ໊લʹ൓ͯ͠؆୯͡Όͳ͍ʜ
    ΧϯλϯɾϝΠϠεʔ

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  116. Պֶͷઌʹ͋Δਅཧͱ͸ɺ
    ΧΦεͷԑ͔Βͷ૑ൃͩΖ͏
    ͱ͍ͬͨைྲྀ͕ɺ఩ֶͷੈքʹ΋ੜ·Ε͍ͯΔΜͩͳ͋ɻ ͨͩͷײ૝

    ਓؒͷ஌ੑ΍ݴޠ͸͚ͯ͠ಛผͳ΋ͷͰ͸ͳ͍

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  117. w ͪ͜Β͸1BTDBMͷݩωλ
    w ʮਓؒ͸ߟ͑ΔѵͰ͋Δʯ
    w ੈلͷ࣌఺Ͱ΋͏ɺਓؒ͸෺࣭
    తʹ͞΄Ͳಛผͳ΋ͷͰ͸ͳ͍ͱ
    ݴ͍ͬͯͨ
    w Θ͚ͷΘ͔Βͳ͍ͱ͜Ζ͔Βɺະ
    ஌ͷ΋ͷΛߟ͑ੜΈग़͢͜ͱ૑
    ൃ͕ਓؒͷՁ஋
    ϒϨʔζɾύεΧϧ

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  118. Ͱ͸૑଄తͳਓؒͰͳ͚Ε͹ແՁ஋ʹͳΔͷ͔
    ͜Εɺ൒෼ਖ਼ղɺ൒෼ޡղͳΜ͡Όͳ͍͔ͳ
    w ࢈ۀֵ໋Ͱྗ࢓ࣄ͕ͳ͘ͳͬͨΑ͏ͳ͜ͱ͕ɺ࣍͸஌త࿑ಇͰى͜Δɻ
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