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Data Engineering Study #20 "Introduction to Data Analytics with SQL" Book

Data Engineering Study #20 "Introduction to Data Analytics with SQL" Book

Minero Aoki

July 03, 2023
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  1. .JOFSP"PLJ
    ͞Βʹ೥ઓ͑Δ͔΋
    ͠Εͳ͍σʔλ෼ੳೖ໳
    "*ͱ%9ͷ࣌୅Λ͜ͷઌੜ͖ͷ͜Δʹ͸

    View Slide

  2. EJTDMBJNFS
    ຊηογϣϯͷ಺༰͸ݸਓͷҙݟͰ͋Γɺ
    ൃදऀ͕ॴଐ͢Δɾॴଐͨ͠૊৫ͷެࣜݟղͰ͸͋Γ·ͤΜ

    View Slide

  3. ࣗݾ঺հ
    ‣ ੨໦ๆ࿠ʢ͓͖͋ΈͶΖ͏ʣ
    ‣ ݩ3VCZίϛολʔɺஶॻଟ਺ˠ
    ‣ લʑ৬ฒྻ3%#.4ϕϯμʔ
    ‣ ฒྻσʔλϕʔεͱग़ձ͏
    ‣ લ৬ΫοΫύου
    ‣ ෼ੳαʔϏεʮͨ΂ΈΔʯͷ։ൃ
    ‣ %8)ͷߏங
    ‣ ݱ৬5SFBTVSF%BUBʢڈ೥͔Βʣ
    ‣ "QQMJDBUJPOTνʔϜʹͯ$%1ͷ։ൃ

    View Slide

  4. དྷि͔Β%JHEBHΛ΍Γ·͢

    View Slide

  5. ೥ຊͷ
    ͓͞Β͍

    View Slide

  6. ʰ೥ઓ͑Δσʔλ෼ੳೖ໳ʱ
    ιϑτόϯΫΫϦΤΠςΟϒɺ
    w લ৬ΫοΫύουͷಉ྅ʹ42-ΛֶΜ
    Ͱ΋Β͏ͨΊͷςΩετͱͯ͠ॻ͍ͨ
    w ΤϯδχΞͩͱ0-51ͷ42-͔͠஌Βͳ
    ͍ਓ͕େ൒Ͱɺલఏ͕߹Θͣۤ࿑ͨ͠
    ͷͰɺͦͷ͋ͨΓʹॏ఺Λஔ͍ͨ
    w ͍ͭͰʹ෼ੳσʔλϕʔεʹ͍ͭͯ
    ೔ʑࢥ͍ͬͯͨ͜ͱ΋ॻ͍ͨ
    w ΤϯλʔϓϥΠζ޲͚اۀʹ͍ͨ਎͔
    Β͢Δͱ%8)͸͋ͨΓ·͑ͷ஌ࣝͩ
    ͕ɺ౰࣌͸·ͩ΢Σϒք۾ʹ͸޿·ͬ
    ͓ͯΒͣɺ஌ࣝͷஅઈ͕͋ͬͨ

    View Slide

  7. ʙ೥͘Β͍ͷঢ়گ
    ͍ΘΏΔ΢Σϒܥ
    ৽͍͠اۀ
    ͍ΘΏΔ
    ΤϯλʔϓϥΠζاۀ
    ฏۉతͳ΢ΣϒΤϯδχΞ
    ϓϥϯφʔɺσΟϨΫλʔɺʜ
    %8)ʁͳʹͦΕʁ
    %8)ͬͯΦϯϓϨͰ͠ΐ
    ͡Ό͋"DUJWF3FDPSEͰʜ
    )BEPPQ࢖͑͹͍͍ΑͶ
    )BEPPQΑ͘Θ͔ΒΜ
    ϏοάσʔλΑ͘Θ͔ΒΜ
    Α͘Θ͔ΒΜ͚Ͳ
    Ϗοάσʔλ͍ͬͯ͏ౕͰ
    %8)͸Φϫίϯͳͷʁ
    ͳʹ΋Θ͔Βͳ͍
    ဃ཭

    View Slide

  8. ୈ෦42-ʹΑΔσʔλ෼ੳ
    w ୈষ೥ઓ͑Δσʔλ෼ੳͷٕज़
    w ୈষ͞ΘͬͯΈΑ͏3%#.4
    w ୈষ؆୯ʂTFMFDUจͰσʔλ୳ࡧ
    w ୈষ͢΂ͯͷ෼ੳ͸ूܭ͔Β࢝·Δ
    w ୈষؔ਺Ͱࣗ༝ࣗࡏʹ৽͍͠ΧϥϜΛ࡞Γग़͢
    w ୈষδϣΠϯΛ੍͢Δ΋ͷ͸3%#.4Λ੍͢ʕʕجૅฤ
    w ୈষδϣΠϯΛ੍͢Δ΋ͷ͸3%#.4Λ੍͢ʕʕԠ༻ฤ
    w ୈষ஗Εͯདྷͨ෼ੳ42-࠷ڧͷ෢ثʕʕ΢Οϯυ΢ؔ਺
    w ୈষॎͱԣ͸೉͍͠
    w ୈষΞΫηεϩάͷηογϣϯ෼ੳΛ͢Δ
    ୈ෦෼ੳγεςϜͷߏங
    w ୈষ೥ઓ͑Δσʔλ෼ੳγεςϜ
    w ୈষϏοάσʔλʹཱͪ޲͔͏
    w ୈষ42-όονͷٕ๏
    w ୈষຊॻΛಡΈऴ͑ͨޙʹ
    ʰ೥ઓ͑Δσʔλ෼ੳೖ໳ʱ֓ཁ
    લઆ
    42-ͷ࿩
    42-த৺
    ΞʔΩςΫνϟ

    View Slide

  9. 42-Ͱ෼ੳ͠Α͏
    σʔλΛϲॴʹूΊΑ͏
    σʔλΛ૚ߏ଄ʹฤ੒͠Α͏
    42-த৺ΞʔΩςΫνϟ
    ݸผʹ࠶ݕ౼͢Δ

    View Slide

  10. ೥ຊͷ͓͞Β͍ʢຊηΫγϣϯʣ
    ࠷ۙͷ42-ʹ͍ͭͯ
    42-͸͍ͭࢮ͵ͷ͔
    ͜Ε͔Βͷ෼ੳσʔλϕʔεͱ͸
    σʔλ͸ҰϲॴʹूΊΔ΂͖͔
    σʔλΛͲͷΑ͏ʹฤ੒͢Δ͔
    ·ͱΊ
    ຊ೔ͷ಺༰

    View Slide

  11. ࠷ۙͷ42-
    ʹ͍ͭͯ

    View Slide

  12. w 42-
    w ࠷ॳͷ42-ඪ४
    w 42-ʢ42-ʣ
    w ͍͍ͩͨͲͷํݴͰ΋࣮૷͞Ε͍ͯΔൣғ
    w 42-ʢ42-ʣ
    w ਖ਼نදݱϚονɺ࠶ؼΫΤϦʔɺ഑ྻɺߏ଄ମɺετΞυϓϩ
    γʔδϟ
    w 42-
    w ΢Οϯυ΢ؔ਺ɺγʔέϯεɺ*EFOUJUZΧϥϜ
    ීٴͨ͠42-ඪ४

    View Slide

  13. ৽͠Ίͷ42-ඪ४
    ඪ४ ओͳ௥Ճػೳ
    42- 42-9.-
    42- 5SVODBUFTUBUFNFOU
    42- 5FNQPSBM
    42-
    3PXQBUUFSONBUDIJOH +40/PQFSBUJPOT
    1PMZNPSQIJDUBCMFGVODUJPO MJTUBHH
    42-
    ଟ࣍ݩ഑ྻ
    42-
    +40/UZQF 6OEFSTDPSFTJOOVNFSJDMJUFSBMT

    1SPQFSUZHSBQIRVFSJFT

    View Slide

  14. NBUDI@SFDPHOJ[F
    42- SPXQBUUFSONBUDIJOH

    View Slide

  15. w ߦͷฒͼʹରͯ͠ਖ਼نදݱϚ
    ονΛ͢Δ͜ͱ͕Ͱ͖Δ
    w Ϛονͨ͠෦෼ΛऔΓग़ͨ͠
    Γूܭͨ͠ΓͰ͖Δ
    w 1SFTUP 4OPX
    fl
    BLF 0SBDMF
    ͳͲ͕࣮૷͍ͯ͠Δ
    ߦͷฒͼʹର͢ΔύλʔϯϚον
    NBUDI@SFDPHOJ[F
    TFMFDUGSPNXFC@BDDFTT
    NBUDI@SFDPHOJ[F
    QBSUJUJPOCZVTFS@JE
    PSEFSCZFWFOU@UJNF
    NFBTVSFT
    TVN BNPVOU
    BTUPUBM@BNPVOU
    QBUUFSO 7$#

    EF
    fi
    OF
    7BTFWFOUWJFX
    $BTFWFOUDBSU
    #BTFWFOUCVZ


    View Slide

  16. w ͓ͦΒ͘NBUDI@SFDPHOJ[Fͷ
    ݩωλ
    w Ϋϥελʔ಺ʹ)BEPPQ͕ಈ͍
    ͍ͯͯ.BQ3FEVDFͰॲཧ
    w "TUFS%BUB͸ޙʹ5FSBEBUBʹ
    ങऩ͞Εͨ
    "TUFS%BUBͷO1BUI
    TFMFDUGSPNOQBUI
    POXFC@BDDFTT

    QBSUJUJPOCZVTFS@JE

    PSEFSCZFWFOU@UJNF
    VTJOHNPEF OPOPWFSMBQQJOH

    QBUUFSO 7$#

    TZNCPMT
    FWFOUWJFXBT7
    FWFOUDBSUBT$
    FWFOUCVZBT#


    SFTVMU
    TVN BNPVOU
    PG#



    BTU

    View Slide

  17. ΦϥΫϧຊࣾ
    αϯΧϧϩεۭߓ
    ݩ"TUFS%BUBΦϑΟε
    42-ۭߓ

    View Slide

  18. w +40/PQFSBUJPOT 42-

    w +40/Ͱ͋ΔจࣈྻΛύʔεͯ͠ॲཧ͢Δؔ਺܈ɻ
    w +40/1BUIͰ஋ΛऔΓग़ͨ͠ΓͰ͖Δɻ
    w +40/5ZQF 42-

    w ʢύʔεࡁΈͷʣ+40/஋Λσʔλϕʔεʹอଘͯ͠ɺؔ਺Ͱ͸ͳ͘ߏจͰΞΫ
    ηεͰ͖Δɻ
    w จࣈྻॲཧͰ͸ͳ͘ɺ42-ͷߏจͰ+40/Λߏஙͯ͠ฦ͢͜ͱ΋Ͱ͖Δɻ
    +40/UZQFͱ+40/PQFSBUJPO

    View Slide

  19. w 1PMZNPSQIJD5BCMF'VODUJPO 42-

    w ςʔϒϧؔ਺͔Βɺಈతʹܕ͕มΘΔϦϨʔγϣϯΛฦ͢͜ͱ
    ͕Ͱ͖Δɻ
    w ଞͷσʔλϕʔεʹ೚ҙͷΫΤϦʔΛ౤͛ͨ݁ՌΛฦ͢Α͏ͳ
    ؔ਺͕࡞ΕΔɻ
    1PMZNPSQIJD5BCMF'VODUJPO

    View Slide

  20. w 6OEFSTDPSFTJO/VNFSJD-JUFSBMT 42-

    w @@ͱॻ͚Δɻ
    w 1PTUHSF42-΍࠷৽ͷ5SJOPͳͲ͕αϙʔτ͢ΔΒ͍͠ɻ
    ੔਺ϦςϥϧʹԼઢ

    View Slide

  21. w 1SPQFSUZ(SBQI2VFSJFT 42-

    w ςʔϒϧʹอଘ͞Εͨάϥϑʢσʔλߏ଄ʣʹର͢ΔΫΤϦʔ͕ॻ͚Δɻ
    1SPQFSUZ(SBQI2VFSJFT
    $3&"5&1301&35:(3"1)
    fi
    OBODJBM@USBOTBDUJPOT
    7&35&95"#-&4
    1FSTPOT-"#&-1FSTPO1301&35*&4 OBNF

    $PNQBOJFT-"#&-$PNQBOZ1301&35*&4 OBNF

    "DDPVOUT-"#&-"DDPVOU1301&35*&4 OVNCFS



    &%(&5"#-&4
    5SBOTBDUJPOT
    4063$&,&: GSPN@BDDPVOU
    3&'&3&/$&4"DDPVOUT OVNCFS

    %&45*/"5*0/,&: UP@BDDPVOU
    3&'&3&/$&4"DDPVOUT OVNCFS

    -"#&-USBOTBDUJPO1301&35*&4 BNPVOU

    "DDPVOUT"41FSTPO0XOFS
    4063$&,&: OVNCFS
    3&'&3&/$&4"DDPVOUT OVNCFS

    %&45*/"5*0/1FSTPOT
    -"#&-PXOFS/01301&35*&4
    "DDPVOUT"4$PNQBOZ0XOFS
    4063$&,&: OVNCFS
    3&'&3&/$&4"DDPVOUT OVNCFS

    %&45*/"5*0/$PNQBOJFT
    -"#&-PXOFS/01301&35*&4
    1FSTPOT"4XPSLT'PS
    4063$&,&: JE
    3&'&3&/$&41FSTPOT JE

    %&45*/"5*0/$PNQBOJFT
    /01301&35*&4


    4&-&$5
    PXOFSOBNF"4BDDPVOU@IPMEFS
    46. UBNPVOU
    "4UPUBM@USBOTBDUFE@XJUI@/JLJUB
    '30.
    ."5$) Q1FSTPO
    <PXOFS> BDDPVOU"DDPVOU

    ."5$) BDDPVOU
    BDDPVOU

    ."5$) BDDPVOU"DDPVOU
    <PXOFS> PXOFS1FSTPOc$PNQBOZ

    8)&3&
    QOBNF/JLJUB
    (3061#:
    PXOFS
    'SPNIUUQTQHRMMBOHPSH

    View Slide

  22. w RVBMJGZ۟
    w ΢Οϯυ΢ؔ਺͕࣮ߦ͞Εͨ͋ͱʹධՁ͞ΕΔ8)&3&۟ɻ
    w ΢Οϯυ΢ؔ਺Λ࢖͏ͱߴ֬཰Ͱൃੜ͢ΔαϒΫΤϦʔΛ๾໓Ͱ͖Δɻ
    w ݩ͸5FSBEBUBͷಠ֦ࣗு͕ͩɺ͍·͸#JH2VFSZɺ4OPX
    fl
    BLF΋αϙʔτͯ͠
    ͍Δɻ
    w ϥςϥϧࢀর
    w BTͰ෇͚ͨผ໊ΛɺXIFSF۟΍HSPVQCZ͔۟ΒࢀরͰ͖Δɻ
    w ྫʹΑͬͯ5FSBEBUB͕࣮૷͍͕ͯͨ͠3FETIJGUɺ)JWFʹ΋͍ͭͷ·ʹ͔ೖͬ
    ͨɻ
    w ϥϜμࣜ
    w ֤छϓϩάϥϛϯάݴޠʹ͋ΔΞϨɻແ໊ͷؔ਺Λॻ͘͜ͱ͕Ͱ͖Δɻ
    w 5SJOP͕࣮૷͍ͯ͠Δɻ
    42-ඪ४Ͱ͸ͳ͍͕ศརͳߏจ

    View Slide

  23. w 42-ʹ͸׆ൃʹػೳ͕௥Ճ͞Ε͓ͯΓɺ·ͩ·ͩਐԽத
    w ϦϨʔγϣφϧσʔλͷൣᙝΛӽ͑ͯର৅ྖҬ͕֦େ͍ͯ͠Δ
    ৽͍͠42-ඪ४·ͱΊ

    View Slide

  24. 42-͸͍ͭ
    ·Ͱ༗ޮ͔ʁ

    View Slide

  25. 42-Ͱ෼ੳ͠Α͏
    σʔλΛϲॴʹूΊΑ͏
    σʔλΛ૚ߏ଄ʹฤ੒͠Α͏
    42-த৺ΞʔΩςΫνϟ

    View Slide

  26. w %#ݻ༗ͷ֦ு͕ଟ͗ͯ͢ඪ४42-͚ͩͰ͸Կ΋ॻ͚ͳ͍
    w ʮ͓·͑͸ࠓ·Ͱʹ࢖ͬͨ%#ݻ༗֦ுͷ਺Λ͍֮͑ͯΔͷ͔ʁʯ
    w ֦ுੑօແͳ೥୅ͷจ๏
    w ʮӳޠʹࣅͯΔ͔ΒಡΈ΍͍͢ʯͱ͍͏Ϋιཧ࿦
    w େจࣈΛ࢖͍͕ͨΔ
    w ͱͯ΋֮͑ΒΕͳ͍਺ͷ༧໿ޠ
    w ͳ͔ͥ'30.͕۟ೋ൪໨
    w ॻ͘ऀΛࠞཚͤ͞Δ࠷௿ͳػೳͷ਺ʑ
    w ΏΔ;Θࣗಈܕม׵
    w /6--
    42-ͳΜͯݏ͍ͩ

    View Slide

  27. ਖ਼௚ɺ໓ͼͯ΄͍͠ʜ

    View Slide

  28. w ओཁ3%#.4͕͢΂ͯผͷݴޠΛαϙʔτͨ͠Βࢮ͵ʁ
    w 0SBDMF 42-4FSWFS .Z42- 1PTUHSF42- #JH2VFSZ 4OPX
    fl
    BLF
    5FSBEBUB %#͕͢΂ͯ42-Ͱ͸ͳ͍ಉ͡ݴޠΛαϙʔτ͢Δ͜ͱ͸͋Γ͏Δ
    ͔ʁ
    w 3%#.4͕ࢮΜͩΒ42-΋ࢮ͵ʁ
    w ೥୅ͷ,74ϒʔϜ͸3%#.4Λࡴ͢࠷େͷνϟϯεͩͬͨ͸͕ͣͩɺ݁
    Ռͱͯ͠ࡴ͔ͤͨʁ
    w ਓؒͱओཁ#*πʔϧ͕ἧͬͯҧ͏ݴޠΛ࢖͍࢝ΊͨΒࢮ͵ʁ
    w ਓؒ͸$IBU(15͕ॻ͍ͯ͘ΕΔ͔΋͠Εͳ͍
    w #*πʔϧͷݴޠΛม͑Δಈػ͕ͦ͜·Ͱ͋Δ͔ʁ
    Ͳ͏ͳͬͨΒ42-͸ࢮ͵͔

    View Slide

  29. 42-͸ෆ໓
    େม࢒೦ͳ͓஌ΒͤͰ͕͢

    View Slide

  30. w 42-Λࡴͦ͏ͱͨ͠ʢʁʣ.BQ3FEVDFɺ4BX[BMMɺ1JHɺͳΜͱ
    ͔2-ͦͷଞ͍Ζ͍Ζ͸ٯʹ͢΂ͯࡴ͞Εͯ͠·ͬͨ
    w &5-΍όον΋͢΂ͯ42-ʹ౷߹͞ΕΔ͔΋͠Εͳ͍ʢޙड़ʣ
    w ετϦʔϜॲཧ͸·ͩະདྷ͕ݟ͑ͳ͍͕42-͕੮ר͢ΔՄೳੑ͕
    ͋Δ
    42-ੈʹጨΔ

    View Slide

  31. 42-͸ΤλʔφϧϑΥʔε

    ϒϦβʔυʢ˞૬ख͸ࢮ͵ʣ

    View Slide

  32. ΋͔ͯ͠͠
    ਓྨΑΓ௕ੜ͖͢ΔͷͰ͸ʜʜʁ

    View Slide

  33. w ࢒೦ͳ͕Β42-͸ෆࢮ਎ɻ
    w ͏͔ͬΓࡴͦ͏ͱ͢Δͱࡴ͠ฦ͞ΕΔɻ
    w ਓྨͷखʹ༨ΔͷͰఘΊΑ͏ɻ
    ηΫγϣϯ·ͱΊ

    View Slide

  34. ͜Ε͔Βͷ෼
    ੳσʔλϕʔε
    ͸Ͳ͏ͳΔ͔

    View Slide

  35. ೥ޙͷ෼ੳ%#͸Ͳ͏ͳΔʁ
    աڈͷྲྀΕΛݩʹߟ͑Δ

    View Slide

  36. աڈ೥ͷ෼ੳ%#ͷྲྀΕ
    %8)ઐ༻ػ )BEPPQͱ/P42- ৽͍͠ฒྻ3%#.4
    ʙ 5FSBEBUB૑ۀ


    (SFFOQMVN૑ۀ ('4࿦จ


    )BEPPQ
    5FSBEBUB
    0SBDMF&YBEBUB $BTTBOESBϦϦʔε

    )JWFϦϦʔε
    #JH2VFSZ("
    "NB[PO3FETIJGU )BEPPQ
    1SFTUP044Խ
    5%1MB[NB4OPX
    fl
    BLF


    )BEPPQ


    3FETIJGU3"

    View Slide

  37. w %8)ઐ༻ػͷ࣌୅
    w ΦϯϓϨTIBSFEOPUIJOH
    w 42-ϕʔεͰτϥϯβΫγϣϯΛαϙʔτ͢Δ
    w )BEPPQͱ/P42-ͷ࣌୅
    w ΦϯϓϨ·ͨ͸Ϋϥ΢υͷTIBSFEOPUIJOHͰϩʔΧϧ)%%ʹ
    σʔλΛอଘ
    w 42-EPFTOUTDBMF
    w OPX৽͍͠ฒྻ3%#.4ͷ࣌୅
    w Ϋϥ΢υલఏͰDPNQVUFͱTUPSBHFΛ෼཭
    w ࠶ͼ42-ϕʔεͰτϥϯβΫγϣϯΛαϙʔτ͢Δ
    աڈ೥ͷ෼ੳ%#ͷྲྀΕ

    View Slide

  38. DPNQVUFͱTUPSBHFͷ෼཭
    τϥϯβΫγϣϯͷαϙʔτ
    ୯ҰΠϯελϯε΁ͷճؼ
    ͜ͷηΫγϣϯͷτϐοΫ

    View Slide

  39. DPNQVUFͱTUPSBHFͷ෼཭

    View Slide

  40. 3FETIJGUͷྫ %4OPEFUZQF

    &UIFSOFU
    MFBEFS
    OPEF
    DPNQVUF DPNQVUF DPNQVUF DPNQVUF
    MPDBM
    EJTL
    MPDBM
    EJTL
    MPDBM
    EJTL
    MPDBM
    EJTL
    w γϯϓϧͳTIBSFEOPUIJOHΞʔΩςΫνϟ
    w σʔλ͸͢΂ͯFQIFNFSBMEJTLʹ഑ஔ
    w ϊʔυΛ௥Ճ͢Δͱશσʔλͷ࠶෼ࢄ͕ඞཁ
    Ͱ೔୯Ґͷ͕͔͔࣌ؒΔ

    View Slide

  41. 3FETIJGUͷྫ 3"OPEFUZQF

    &UIFSOFU
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    w σʔλͱ͸·ͬͨؔ͘܎ͳ͘DPNQVUFϊʔυ
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    w ݁Ռͱͯ͠EZOBNJDͳ૿ݮ΍ɺΫϥελʔؒ
    Ͱͷσʔλڞ༗ͳͲ͕ՄೳʹͳΔ

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  42. w ࣮ࡍʹࢼͯ͠Έͨͱ͜Ζ࠷େ͍ͯͲͷ଎౓௿ԼͰࡁΜͩ
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    σʔλ͕཭ΕͨΒ஗͘ͳΒͳ͍ʁ

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  43. w γϟοϑϧʢ࠶෼ࢄʣઐ༻ͷผΫϥελʔ
    w 1SFTUP΍#JH2VFSZʹ࣮૷͞Ε͍ͯΔ
    w ωοτϫʔΫసૹ͸͍ͩͿ૿͑Δ͕ɺXSJUFBNQMJ
    fi
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  44. 5SFBTVSF%BUB1MB[NB
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    w σʔλ͸͢΂ͯ4ʹ഑ஔ
    w ϝλσʔλ͸1PTUHSF42-ʹஔ͍͍ͯΔͷͰ
    τϥϯβΫγϣϯ͕࢖͑Δ

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  45. 5FSBEBUB7
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    ͜ͱͰϨϓϦ΍OPEFGBJM࣌ͷ࠶෼ࢄΛճආ

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  46. τϥϯβΫγϣϯͷαϙʔτ

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  47. w ͜Ε·Ͱ͸ࢀরॏࢹͩͬͨ෼ੳγεςϜʹߋ৽ܥͷ೾͕དྷ͍ͯΔ
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    w "QBDIF*DFCFSHͳͲ͸جຊతʹ͸ެ։ετϨʔδΛ૝ఆͨ͠ϑΥʔϚοτ
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    τϥϯβΫγϣϯͷαϙʔτ

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  48. ୯ҰΠϯελϯε΁ͷճؼ

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  49. IUUQTNPUIFSEVDLDPNCMPHCJHEBUBJTEFBE

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  50. w େ൒ͷاۀ͸ϏοάσʔλΛ͍࣋ͬͯͳ͍ʢϛυϧσʔλͰ͋
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  51. %VDL%#ʹΑΔ෼ੳ%#ͷߏ੒
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  52. w ࠶෼ࢄ͸ϘτϧωοΫͰͳ͘
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    w ར༻ଆͷϝϯςίετ
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  53. ΋͔ͯ͠͠ʜʜ

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  54. w DPNQVUFͱTUPSBHFͷ෼཭͸࣌୅ͷ਼੎
    w ॲཧͷ಺༰͝ͱʹΫϥελʔΛ෼͚ΔΞʔΩςΫνϟͷొ৔
    w τϥϯβΫγϣϯαϙʔτ΋࣌୅ͷ਼੎
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    w ͋͑ͯ෼ࢄ͠ͳ͍બ୒ࢶ΋ొ৔ͨ͠
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  55. ෼ੳαʔϏεϕϯμʔͷಓ Ϣʔβʔاۀͷಓ
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  56. σʔλ͸ϲॴ
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  57. 42-Ͱ෼ੳ͠Α͏
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  58. w ॻ੶Λॻ͍ͨ࣌఺Ͱ͸ɺ҆ఆੑͱ଎౓Λߟ͑Δͱ·ͩ෺ཧతʹҰ
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    σʔλΛͭͷ%#ʹूΊΔ

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  59. w 4΍$MPVE4UPSBHFͷΑ͏ͳΦϒδΣΫτετϨʔδ্ͷΦϒ
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    0CKFDU4UPSBHF"DDFTT
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    ΫΤϦʔ

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  60. w ଞͷσʔλϕʔεΛ௚઀ΫΤϦʔ͢Δػೳʢ3FETIJGU
    'FEFSBUFE2VFSZͳͲʣ
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  61. w ଞͷσʔλϕʔεͷςʔϒϧΛಁաతʹࢀরͰ͖Δ
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  62. w 'FEFSBUFE2VFSZ͸αΠζͰ࢖͍෼͚Δͷ͕ݱ࣮త
    w খ͍͞ςʔϒϧ͸&-5ͰऔΓࠐΉΑΓ'FEFSBUFE2VFSZ
    w ڊେͳςʔϒϧ͸Ҿ͖ଓ͖&-5
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    w ྫ͑͹ࢠձࣾͷσʔλΛผΫϥελʔʹ෼͚ͭͭάϧʔϓͰ౷߹͢Δέʔεͳ
    Ͳ
    σʔλ࿈ܞػೳͷ࢖͍Ͳ͜Ζ

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  63. ෺ཧతʹͭͷ%#΁
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  64. w 3FETIJGUͷ"VSPSB;FSP&5-
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  65. ࠓޙ͸σʔλϕʔε୯ମΑΓ΋
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  66. σʔλΛͲͷ
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  67. 42-Ͱ෼ੳ͠Α͏
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  68. &5-ΑΓ&-5
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    w ˡˠ0-51%#ͰσʔλϚʔτΛ࡞Δ
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  69. w جຊతʹ͸͜ͷ··ͰΑͦ͞͏
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    w ͕ͩɺ΋ͬͱڧௐ͢΂͖ͩͬͨ͜ͱͳΒ͋Δ
    ૚ߏ੒Λม͑Δ༨஍͸͋Δ͔

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  70. w ෼ੳσʔλϕʔεʹ͸σʔλͷྲྀΕ͕͋Δ
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    w ͳͥͳΒՁ஋ΛੜΉͷ͸BDUJWBUJPO͔ͩΒ
    w ෼ੳγεςϜશମΛޙΖ͔Β࡞Δ΂͖
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  71. ·ͱΊ

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  72. w 42-͸·ͩ·ͩਐԽ͓ͯ͠Γɺਰୀͷؾ഑΋ͳ͘ɺద༻ྖҬ͸޿
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    w Ͳͷσʔλϕʔε͔ΑΓ΋ɺ෼ੳγεςϜશମΛͲͷΑ͏ʹߏ੒
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    w ෼ੳγεςϜ͸ޙΖʢ׆༻ࢪࡦʣ͔Β࡞Δ΂͖
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  73. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠

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