DatabricksとSparkではじめる [ビッグデータETL処理/データ可視化] 実践入門 / Databricks and Spark with ETL and Visualization

DatabricksとSparkではじめる [ビッグデータETL処理/データ可視化] 実践入門

Transcript

1. %BUBCSJDLTͱ4QBSLͰ͸͡ΊΔ
   <Ϗοάσʔλ&5-ॲཧσʔλՄࢹԽ>
   ࣮ફೖ໳
   ౡాխ೥
   4DBMB෱Ԭ
   

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2. ࣗݾ঺հ
   w ౡాխ೥!TNENUT
   w σʔλ΢ΣΞϋ΢εΞʔΩςΫτ
   4DBMBc1ZUIPOc(PMBOHc+BWBc%%%
   
   w גࣜձࣾΤϒϦʔॴଐ
   w %&-*4),*5$)&/σʔλ෼ੳܥશൠ୲౰
   ओʹ෼ੳج൫ɺ഑৴໘࠷దԽͳͲΛ୲౰
   

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3. ΞϓϦϦϦʔε
   μ΢ϯϩʔυɿສ
   Ϩγϐ਺ɿສ݅Ҏ্
   ݄ؒಈը࠶ੜ਺ɿԯສճҎ্
   "QQ4UPSF#&450'
   (PPHMF1MBZϕετΦϒ
   ೥ࠃ಺ΞϓϦμ΢ϯϩʔυୈ̏Ґ
   ʢ̍Ґ-*/&ɺ̎Ґ:BIPP+"1"/˞ඇήʔϜɹ"QQ"OOJFௐ΂ʣ
   ɾຖ೔৽ணϨγϐಈը͕഑৴͞ΕΔ
   ɹɾྉཧϨγϐಈըʢௐཧݙཱखॱʣ
   ɹɾ޿ࠂओλΠΞοϓಈը
   <13>%&-*4),*5$)&/ͷ঺հʢ͔ΜͨΜʹʣ
   

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4. ΞδΣϯμʢ֓ཁʣ
   %&-*4),*5$)&/Ͱ͸ɺ
   σʔλ෼ੳͷجװٕज़ͷҰͭͱͯ͠4QBSLΛར༻͍ͯ͠·͢ɹ
   ຊ೔͸αϯϓϧίʔυΛަ͑ͯɺ
   %BUBCSJDLTͷ֓ཁͱ&5-ʹ͓͚Δ4QBSLͷ࣮૷ςΫχοΫɺ
   σʔλՄࢹԽʹ͍ͭͯղઆͤͯ͞௖͖·͢
   

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5. ΞδΣϯμ
   w %BUBCSJDLTͷղઆίϯηϓτಋೖํ๏
   w 4QBSLʹΑΔ&5-ॲཧ
   w σʔλՄࢹԽ
   w ࢹௌҡ࣋཰ͷՄࢹԽ
   

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6. %BUBCSJDLTͷղઆ
   ίϯηϓτಋೖํ๏
   

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7. %BUBCSJDLT6OJpFE"OBMZUJDT1MBUGPSN
   

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8. %BUBCSJDLT6OJpFE"OBMZUJDT1MBUGPSN
   ɾ4QBSLΛ࣮ߦج൫ͱͨ͠σʔλ෼ੳϓϥοτϑΥʔϜ
   6OJpFE"OBMZUJDT1MBUGPSNΛ໨ࢦ͍ͯͯ͠࡞ΒΕ͍ͯΔ
   ɾ "84"[VSF
   ͷϢʔβΞΧ΢ϯτͰɺ71$࡞੒ͳͲॴఆͷΠϯετʔϧͰಋೖ
   ར༻ऀͷ "84"[VSF
   ΞΧ΢ϯτͰΫϥελ͕ىಈ͞ΕΔ
   ɾσʔλΤϯδχΞαΠΤϯςΟετ͸
   ɹ/PUFCPPLͰεΫϦϓτΛॻ͍ͯ։ൃ͢Δ
   4DBMB1ZUIPO34IFMM42-͕ར༻Մ
   &5-ॲཧ΋/PUFCPPLͰ࣮૷Մ
   

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9. %BUBCSJDLT؅ཧը໘ᶃ
   ɾ։ൃऀʢσʔλΤϯδχΞσʔλαΠΤϯςΟετʣ͸
   ɹ%BUBCSJDLT$MPVEͷ63-Λ։͖ɺ؅ཧը໘ʹ઀ଓͯ͠։ൃΛ࢝ΊΔ
   

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10. %BUBCSJDLT؅ཧը໘ᶄ
    ɾ։ൃऀຖʹׂΓ౰ͯΒΕͨ8PSLTQBDF্ͷɺ/PUFCPPLͰ։ൃΛ͢͢ΊΔ
    ɹ4DBMB1ZUIPO342-͕બ୒ՄೳʢͲΕΛબΜͰ΋૬ޓݺͼग़͠Ͱ͖Δʣ
    

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11. %BUBCSJDLT؅ཧը໘ᶅ
    ɾ4QBSLΫϥελͷΠϯελϯελΠϓઃఆը໘
    ɹΦʔτεέʔϧىಈΫϥελ $16(16
    4QBSLόʔδϣϯ౳͕ࢦఆՄೳ
    εϙοτೖࡳ
    ΠϯελϯελΠϓ
    ୆਺ׂ߹
    Φʔτεέʔϧઃఆ
    Φʔτλʔϛωʔτઃఆ
    

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12. Πϯϑϥߏ੒ྫʢ%&-*4),*5$)&/ͷ৔߹ʣ
    %BUBCSJDLT71$
    ΞϓϦέʔγϣϯ71$
    εέʔϥϒϧ
    71/PS*OUFSOFU
    71$ϐΞϦϯά઀ଓ
    4
    &MBTUJ
    $BDIF
    3%4 3FETIJGU
    %BUBCSJDLT
    $MPVE
    ʢ؅ཧը໘ʣ
    ىಈઃఆ
    /PUFCPPL
    

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13. ɾ/PUFCPPLΛ࡞੒ͯ͠ɺ4UFQCZ4UFQͰॲཧΛ࣮ߦ͢Δ
    ΠϯλϥΫςΟϒʢର࿩తʣʹίϚϯυ͕ஞ࣮࣍ߦ͞ΕΔ
    ɾίϚϯυؒͷσʔλ࿈ܞ͸ɺ4DBMBͷΠϯελϯε΍4QBSL42-Ͱߦ͏
    ɾ42-%4-ͳͲͰ్தஅ໘ͷσʔλΛ֬ೝ͠ͳ͕Β։ൃΛਐΊΔ
    /PUFCPPLʹΑΔ։ൃ
    5%4QBSL
    

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14. /PUFCPPL࣮ߦ%&.0
    

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15. 4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ
    

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16. &5-ͱ͸
    &YUSBDU
    5SBOTGPSN
    -PBE
    σʔλநग़
    ܕม׵
    ӬଓԽ
    ʨ+40/^
    

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17. ͜ͷ෦෼ͷ࿩
    σʔλ΢ΣΞϋ΢εུ֓ਤ
    "1*αʔό
    ޿ࠂޮՌଌఆ
    Πϕϯτܭଌ
    ՄࢹԽ
    3&45"1*
    %8)
    

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18. w 'JSFCBTF"OBMZUJDT͸ແݶʹΠϕϯτϩάΛӬଓԽग़དྷ
    ͯศར͕ͩΫΤϦ͕ෳࡶԽ͢ΔͳͲͷ໰୊͕͋ͬͨ
    w 'JSFCBTFͷ#JH2VFSZ্ʹੜ੒͞ΕΔεΩʔϚ͸ΫΤϦ
    ͕ෳࡶԽ͠ΤϯδχΞҎ֎͸ΫΤϦΛॻ͘͜ͱ͕ࠔ೉
    w ೥݄຤ʹεΩʔϚ͕ߋ৽͞Ε͕ͨͦΕͰ΋೉͍͠
    w 6//&45จ͕େྔʹग़ݱ͢Δ෼ੳΫΤϦ͕ൃੜ͢Δ
    ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    

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19. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN
    
    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@TUS
    
    4&-&$5
    WBMVFJOU@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@JOU
    
    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ
    
    
    "4UJNF
    '30.
    AGPPBOBMZUJDT@FWFOUT@A"4EBUB
    8)&3&
    FWFOU@OBNF7JFXFE7JEFP
    
    CBTF"4
    4&-&$5
    $"4&
    8)&/QMBUGPSN*045)&/$"45 SFDJQF@JE@TUS"4
    */5
    
    &-4&SFDJQF@JE@JOU
    &/%"4SFDJQF@JE
    TFDPOET
    '30.
    MPH
    
    R"4
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    CBTF
    8)&3&
    TFDPOET
    (3061#:
    
    
    4&-&$5
    DBTU SFDJQF@JEBTTUSJOH
    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    

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20. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    εΩʔϚఆ্ٛ͸ɺߦͰදݱ͞ΕΔ
    ໰୊͸3&$03%ܕͷ෼ղͰ
    6//&45ߏจ͕ൃੜ͢Δ
    

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21. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    4&-&$5'30.AGPPFWFOUT@A
    3FDPSEܕ͕ωετ͞Ε͓ͯΓ
    ॎʹ௕͍Ϩίʔυ͕ग़ྗ͞ΕΔ
    Ωʔͷ਺͚ͩॎʹ৳ͼΔ
    ,74ͷߏ଄ͱྨࣅ
    

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22. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN
    
    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@TUS
    
    4&-&$5
    WBMVFJOU@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@JOU
    
    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ
    
    "4UJNF
    '30.
    AGPPBOBMZUJDT@FWFOUT@A"4EBUB
    8)&3&
    FWFOU@OBNF7JFXFE7JEFP
    
    CBTF"4
    4&-&$5
    $"4&
    8)&/QMBUGPSN*045)&/$"45 SFDJQF@JE@TUS"4*/5
    
    &-4&SFDJQF@JE@JOU
    &/%"4SFDJQF@JE
    TFDPOET
    '30.
    MPH
    
    R"4
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    CBTF
    8)&3&
    TFDPOET
    (3061#:
    
    
    4&-&$5
    DBTU SFDJQF@JEBTTUSJOH
    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    ࣮ߦ݁Ռ
    SFDJQF@JESBUJOH
    

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23. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    Կނ͜ͷΑ͏ʹ
    ௕͍ΫΤϦΛॻ͘ඞཁ͕͋Δͷ͔
    

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24. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN
    
    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@TUS
    
    4&-&$5
    WBMVFJOU@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@JOU
    
    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ
    
    
    "4UJNF
    '30.
    AGPPBOBMZUJDT@FWFOUT@A"4EBUB
    8)&3&
    FWFOU@OBNF7JFXFE7JEFP
    
    CBTF"4
    4&-&$5
    $"4&
    8)&/QMBUGPSN*045)&/$"45 SFDJQF@JE@TUS"4
    */5
    
    &-4&SFDJQF@JE@JOU
    &/%"4SFDJQF@JE
    TFDPOET
    '30.
    MPH
    
    R"4
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    CBTF
    8)&3&
    TFDPOET
    (3061#:
    
    
    4&-&$5
    DBTU SFDJQF@JEBTTUSJOH
    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    Ϩγϐ*%
    J04CJU୺຤͸ɺ4USJOHܕ
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    Ϩγϐ*%
    ͦΕҎ֎ͷ୺຤͸ɺ*/5ܕ
    

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25. XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN
    
    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@TUS
    
    4&-&$5
    WBMVFJOU@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@JOU
    
    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ
    
    
    "4UJNF
    '30.
    AGPPBOBMZUJDT@FWFOUT@A"4EBUB
    8)&3&
    FWFOU@OBNF7JFXFE7JEFP
    
    ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    CBTF"4
    4&-&$5
    $"4&
    8)&/QMBUGPSN*045)&/$"45 SFDJQF@JE@TUS"4
    */5
    
    &-4&SFDJQF@JE@JOU
    &/%"4SFDJQF@JE
    TFDPOET
    '30.
    MPH
    
    R"4
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    CBTF
    8)&3&
    TFDPOET
    (3061#:
    
    
    4&-&$5
    DBTU SFDJQF@JEBTTUSJOH
    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    42-্Ͱ਺஋ܕʹม׵
    4USJOH*/5
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    

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26. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    ͜ͷΑ͏ͳΫΤϦΛॻ͖ଓ͚Δࣄ͸ɺ
    ੜ࢈ੑʹ໰୊͕ग़Δࣄ͕༧૝͞Εͨ
    

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27. 4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    WJFXFE@WJEFP
    8)&3&
    FWFOU@EBUF
    
    "/%TFDPOET
    (3061#:
    
    4QBSLͰ&5-Λ͢Δ͜ͱͰؔ৺ࣄʹूதՄೳʹ
    w ܕม׵ෆཁ
    w ໊લม׵ෆཁ
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    ؔ৺ͷ෼཭
    

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28. 4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ
    

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29. &5-ͱ͸
    &YUSBDU
    5SBOTGPSN
    -PBE
    σʔλநग़
    ܕม׵
    ӬଓԽ
    ʨ+40/^
    

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30. $ %
    " #
    '
    Ћ
    Ћ
    Ћ
    Ћ
    &
    " #
    $ % &
    '
    ܕม׵ʢ&5-ʣΠϝʔδਤ
    Ϩίʔυ
    ஋
    ςʔϒϧ"
    ຌྫ
    ςʔϒϧ#
    ςʔϒϧ$
    #` #
    "730
    1MB[NB%#
    3FETIJGU
    

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31. ಉ͡ҙຯͰ΋໊લͱܕ͕ҟͳΔϨίʔυ͕ଘࡏ͢Δ
    04ຖͰҟͳΔ։ൃऀʹΑΔ࣮૷ϛεͳͲ͕ݪҼ
    όʔδϣϯΞοϓͰमਖ਼ͯ͠΋چόʔδϣϯͰ͸ͦͷ··ͱͳΔʜ
    3FDJQF@*%
    3FDJQF@*E
    SFDJQF@JE
    SFDJQF*E
    3FDJQF*E
    3FDJQF*%
    4USJOHܕ
    *OUܕ
    ʷ
    εωʔΫέʔε
    Ωϟϝϧέʔε
    ʁʁʁέʔε
    
    SFDJQF@JE
    *OUܕ
    &5-ͱ͸
    %BUB'SBNF
    SFDJQF@JE
    
    

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32. 1ZUIPOͰ"730ܗࣜͰ($4ʹμϯϓ͢Δ
    TQBSLCJHRVFSZ͸্ख͘ಈ͔ͳ͔ͬͨ
    EBUBCSJDLT͸1ZUIPOΛ௚઀ίʔϧͰ͖ͯศར
    &YUSBDUϑΣʔζ
    

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33. $ %
    " #
    '
    Ћ
    #
    "730
    WBMSFDPSETQBSLSFBE
    GPSNBU DPNEBUBCSJDLTTQBSLBWSP
    
    MPBE HTGPPBWSP
    
    DBDIF
    SFDPSEDSFBUF0S3FQMBDF5FNQ7JFX EBUB
    
    WBMEBUBTQBSLTRM
    4&-&$5
    UP@KTPO FWFOU@QBSBNT
    "4SFDPSE
    ུ
    '30.
    EBUB
    
    
    DBDIF
    4QBSL42-
    %BUB'SBNF
    '30.Ͱݺͼग़͠Մೳʹ
    &YUSBDUϑΣʔζ
    

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34. 5SBOTGPSNϑΣʔζ
    %BUB'SBNFͷߏ଄Λ+40/4USJOHʹม׵ͯ͠ɺ
    ɹߏ଄ղੳ͠ܕ৘ใಉఆΫϥεΛ࡞੒͢Δ
    Ͱ࡞੒ͨ͠ܕ৘ใಉఆΫϥεΛར༻ͯ͠ɺ
    ɹ'MBUUFOʢܕͱ໊ΛدͤΔʣࡁΈͷ+40/4USJOHΛ࡞Δ
    ͷ+40/4USJOHΛ4QBSL͕ඪ४Ͱ༻ҙ͍ͯ͠Δɺ
    +40/ϦʔμʔʹಡΈࠐ·ͤͯ%BUB'SBNFʹม׵͢Δ
    

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35. \
    FWFOU@OBNFGPP
    FWFOU@QBSBNT\
    FMFNFOU<
    \
    LFZ6TFS*%
    WBMVF\
    TUSJOH@WBMVF
    JOU@WBMVFOVMM
    qPBU@WBMVFOVMM
    EPVCMF@WBMVFOVMM
    ^
    ^
    লུ
    >
    ^
    ^
    WBMEBUBTQBSLTRM
    4&-&$5
    UP@KTPO FWFOU@QBSBNT
    "4SFDPSE
    ུ
    '30.
    EBUB
    
    
    DBDIF
    4QBSL42-
    5SBOTGPSNϑΣʔζ
    +40/จࣈྻ
    

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36. \
    FWFOU@OBNFGPP
    FWFOU@QBSBNT\
    FMFNFOU<
    \
    LFZ6TFS*%
    WBMVF\
    TUSJOH@WBMVF
    JOU@WBMVFOVMM
    qPBU@WBMVFOVMM
    EPVCMF@WBMVFOVMM
    ^
    ^
    লུ
    >
    ^
    ^
    ܕ৘ใ͕+40/ͷΩʔͰఆٛ͞Ε͍ͯΔ
    *%ܥ͸TUSJOHͱJOU͕ࠞࡏ͢Δ
    ɹCJU04ʹىҼ͢Δॾࣄ৘
    +40/͸׬શʹܕ৘ใΛอ࣋Ͱ͖ͳ͍ҝɺ
    'JSFCBTF͸ΩʔͰϝλ৘ใΛอ͍࣋ͯ͠Δɻ
    ͜Ε͕42-ΛෳࡶԽ͢ΔཁҼɻ
    5SBOTGPSNϑΣʔζ
    

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37. \
    FWFOU@OBNFGPP
    VTFS@JE
    OBNFCBS
    ^
    5SBOTGPSN
    \
    FWFOU@OBNFGPP
    FWFOU@QBSBNT\
    FMFNFOU<
    \
    LFZ6TFS*%
    WBMVF\
    TUSJOH@WBMVF
    JOU@WBMVFOVMM
    qPBU@WBMVFOVMM
    EPVCMF@WBMVFOVMM
    ^
    ^
    লུ
    >
    ^
    ^
    5SBOTGPSNϑΣʔζ
    'MBUUFO+40/
    

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38. \
    FWFOU@OBNFGPP
    VTFS@JE
    OBNFCBS
    ^
    5SBOTGPSNϑΣʔζ
    5SBOTGPSN
    Լهͷม׵Λ࣮ߦ͍ͯ͠Δ
    LFZͷ஋ 6TFS*%ʣΛεωʔΫέʔεԽͯ͠LFZԽ
    WBMVFTUSJOH@WBMVFͷ஋Λ*OUԽͯ͠WBMVFԽ
    5SBOTGPSN
    \
    FWFOU@OBNFGPP
    FWFOU@QBSBNT\
    FMFNFOU<
    \
    LFZ6TFS*%
    WBMVF\
    TUSJOH@WBMVF
    JOU@WBMVFOVMM
    qPBU@WBMVFOVMM
    EPVCMF@WBMVFOVMM
    ^
    ^
    লུ
    >
    ^
    ^
    'MBUUFO+40/
    

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39. \
    FWFOU@OBNFGPP
    VTFS@JE
    OBNFCBS
    ^
    5SBOTGPSNϑΣʔζ
    'MBUUFO+40/
    FWFOU@OBNF4USJOH
    VTFS@JE-POH
    OBNF4USJOH
    4USVDU5ZQF
    %BUB'SBNF
    FWFOU@OBNF VTFS@JE OBNF
    GPP CBS
    

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40. 5SBOTGPSNϑΣʔζ
    JNQPSUQBSTFS@
    WBMVEG5ZQF1BSTFS 4USJOH4FR<5ZQF%FUFDUPS>
    
    KTPO4USJOH4USJOH
    \
    5ZQF1BSTFS KTPO4USJOH
    ղੳϩδοΫͷ࣮ଶ
    ^
    TRM$POUFYUVEGSFHJTUFS UZQF@QBSTFS VEG5ZQF1BSTFS
    
    DBTFDMBTT5ZQF%FUFDUPS PSJHJO@LFZ4USJOH
    OPSNBMJ[F@LFZ4USJOH
    TOBLF@LFZ4USJOH
    DBNFM@LFZ4USJOH
    LFZ@UZQF4USJOH
    LFZ@UZQF@QSJPSJUZ4USJOH
    
    4QBSL42- 6%'
    
    ܕ৘ใಉఆΫϥεͷ࡞੒
    4QBSL42-ͷ6%'Λར༻͢Δ
    ߏ଄ղੳ࣌ʹΩʔͷ໊લέʔεܕ৘ใΛղੳ͢Δ
    1BSTFS಺෦Ͱ͸$JSDFΛར༻ͯ͠ม׵Λߦ͍ͬͯΔ
    ίʔυ͸ൈਮ
    

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41. 5SBOTGPSNϑΣʔζ
    WBMEFUFDUPS4FR<5ZQF%FUFDUPS>TQBSLTRM
    8*5)B"4
    4&-&$5
    UP@KTPO QBSBNT
    "4DPM
    FWFOU@OBNF
    '30.
    EBUB
    
    
    C"4
    4&-&$5
    FYQMPEF
    UZQF@QBSTFS DPM
    
    
    "4DPM
    '30.
    B
    
    4&-&$5DPM'30.C
    
    
    
    BT<5ZQF%FUFDUPS>
    DPMMFDU
    
    4QBSL42-
    4QBSL42-ͰܕσʔλΛऔಘ͢Δ
    +40/4USJOHԽ
    ܕͷੜ੒
    4DBMBͷܕʹม׵
    

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42. 5SBOTGPSNϑΣʔζ
    JNQPSUQBSTFS@
    WBMEFUFDUPS4FR<5ZQF%FUFDUPS>ུ
    WBMFWFOU1BSTFS 4USJOH4USJOH
    KTPO4USJOH4USJOH
    \
    ύʔαʔͷ࣮૷
    &WFOU1BSTFS KTPO4USJOH 5ZQF%FUFDUPST EFUFDUPS
    
    
    ^
    TRM$POUFYUVEGSFHJTUFS FWFOU@QBSTF FWFOU1BSTFS
    
    +40/4USJOHΛ'MBUUFOʢܕͱ໊ΛدͤΔʣ͢Δ
    ࣄલʹੜ੒ͨ͠ΠϯελϯεΛ6%'ʹ༩͑Δࣄ͕Մೳ
    6%'Λ૊Έ߹ΘͤΔ͜ͱ΋Մೳ
    WBMSFDPSETQBSLTRM
    TFMFDUFWFOU@QBSTF UP@KTPO QBSBNT
    
    BTSFDPSEGSPNEBUB
    
    
    ίʔυ͸ൈਮ
    

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43. +40/4USJOHΛ'MBUUFOʢܕͱ໊ΛدͤΔʣ͢Δ
    5SBOTGPSNϑΣʔζ
    \
    FWFOU@OBNFGPP
    VTFS@JE
    OBNFCBS
    ^
    \
    FWFOU@OBNFGPP
    FWFOU@QBSBNT\
    FMFNFOU<
    \
    LFZ6TFS*%
    WBMVF\
    TUSJOH@WBMVF
    JOU@WBMVFOVMM
    qPBU@WBMVFOVMM
    EPVCMF@WBMVFOVMM
    ^
    ^
    লུ
    >
    ^
    ^
    5SBOTGPSN
    ͜ͷ࣌఺Ͱ͸4USJOHͷͨΊɺ
    ͦͷ··ΫΤϦ͕࣮ߦͰ͖ͳ͍
    ྻ໊SFDPSEɿ4USJOHܕ
    

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44. +40/4USJOHΛ%BUB'SBNFʹม׵͢Δ
    +40/4USJOH%BUB'SBNFͰΫΤϦՄೳʹ
    5SBOTGPSNϑΣʔζ
    WBMEBUB4FU%BUB4FU<4USJOH>SFDPSE
    SEE
    NBQ @HFU4USJOH
    
    
    UP%4
    +40/ͷ%BUB4FU͔Β%BUB'SBNFʹม׵
    WBMTUSVDUFE+TPO%BUB'SBNF
    TRM$POUFYUSFBEKTPO EBUB4FU
    
    TUSVDUFE+TPODSFBUF0S3FQMBDF5FNQ7JFX SFDPSET
    
    WBMSFHJTUFS%BUBTQBSLTRM
    TFMFDUOBNF VTFS@JE FWFOU@OBNFGSPNSFDPSET
    
    
    FWFOU@OBNF VTFS@JE OBNF
    GPP CBS
    %BUB'SBNF
    3%%%BUB4FU%BUB'SBNF
    

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45. -PBEϑΣʔζ
    WBMSFHJTUFS%BUBTQBSLTRM
    TFMFDUOBNF VTFS@JE FWFOU@OBNFGSPNSFDPSET
    
    
    SFHJTUFS%BUB
    XSJUF
    GPSNBU DPNEBUBCSJDLTTQBSLSFETIJGU
    
    PQUJPO VSM KECD6SM
    
    PQUJPO UFNQEJS UFNQ%JS
    
    PQUJPO ECUBCMF SFETIJGU5BCMF
    
    PQUJPO BXT@JBN@SPMF BSOBXTJBNGPPSPMFCBS
    
    TBWF
    
    3FETIJGU
    

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46. -PBEϑΣʔζ
    JNQPSUDPNUSFBTVSFEBUBTQBSL@WBMUETQBSLUE
    SFHJTUFS%BUBJOTFSU*OUP5% GPPCBS
    
    "SN5SFBTVSF%BUB
    IUUQTUXJUUFSDPNUBSPMFPTUBUVTFT
    
    5SFBTVSF%BUB͸4DIFNB0O3FBEͷҝɺ
    8SJUF࣌ʹεΩʔϚΛҙࣝ͢Δඞཁ͕ແ͘ѻ͍΍͍͢ɻ
    

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47. XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN
    
    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@TUS
    
    4&-&$5
    WBMVFJOU@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ3FDJQF*%
    "4SFDJQF@JE@JOU
    
    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
    6//&45 FWFOU@QBSBNT
    
    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ
    
    "4UJNF
    '30.
    AGPPBOBMZUJDT@FWFOUT@A"4EBUB
    8)&3&
    FWFOU@OBNF7JFXFE7JEFP
    
    CBTF"4
    4&-&$5
    $"4&
    8)&/QMBUGPSN*045)&/$"45 SFDJQF@JE@TUS"4*/5
    
    &-4&SFDJQF@JE@JOU
    &/%"4SFDJQF@JE
    TFDPOET
    '30.
    MPH
    
    R"4
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    CBTF
    8)&3&
    TFDPOET
    (3061#:
    
    
    4&-&$5
    DBTU SFDJQF@JEBTTUSJOH
    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    ࣮ߦ̨̡̦ͷൺֱ
    4&-&$5
    SFDJQF@JE
    DPVOU
    BTSBUJOH
    '30.
    WJFXFE@WJEFP
    8)&3&
    FWFOU@EBUF
    "/%TFDPOET
    (3061#:
    
    
    ߦߦ
    #2Ͱ΋୹͘͢Δ͜ͱ͸ՄೳͰ͢ʢ೦ͷͨΊʣ
    

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48. σʔλՄࢹԽ
    

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49. ࢹௌҡ࣋཰
    ։࢝
    ಈը͸ඵ਺͕͢͢ΉຖʹɺϢʔβ͕ٻΊΔ಺༰Ͱ͸ແ͍৔߹ʹɺ
    Ϣʔβ͸ࢹௌΛ΍Ίͯ཭୤͢Δ܏޲͕͋Δɻ
    ͜ΕΛՄࢹԽͨ͠άϥϑΛࢹௌҡ࣋཰ͱ͍͏ɻʢҎԼͷಈը͸೚ҙʣ
    ӈʹߦ͘΄ͲɺࢹௌϢʔβ਺͕ݮ͍ͬͯ͘
    

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50. ࢹௌҡ࣋཰
    ։࢝
    ӈʹߦ͘΄Ͳɺ࢒ଘࢹௌϢʔβ͕ݮ͍ͬͯ͘
    

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51. &YUSBDU
    લষͰ&5-ͰӬଓԽͨ͠
    5%͔ΒUETQBSLΛར༻ͯ͠
    1SFTUPʢ42-ʣͰ&YUSBDU
    σʔλՄࢹԽ
    

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52. σʔλՄࢹԽ
    ਺஋͔Βάϥϑʹͯ͠ϓϩοτ
    %BUBCSJDLTͷػೳ
    7JFXԽ
    ܭࢉ్தஅ໘ͷՄࢹԽ
    ओʹσόοάͰ໾ʹཱͭ
    

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53. 7JFXԽ
    

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54. ࢹௌҡ࣋཰
    ͜ͷಈըͰ͸લޙͰɺ
    ࢹௌ਺ҡ͍࣋ͯ͠ΔϢʔβ͕ଟ͍͜ͱ͕෼͔Δ
    ʢલޙͰ܏͖͕ͳͩΒ͔ʹͳΔʣ
    

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55. มԽ཰ͷࠩ෼
    ಈըईͷ໿લޙ͔ΒϢʔβ͕཭୤͍ͯ͠ͳ͍
    ͭ·ΓईͷΛ௒͑ͨϢʔβʹ͸ɺ
    ͜ͷಈը΁ͷڵຯؔ৺͕ڧ͔ͬͨͱ൑அͰ͖Δ
    

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56. ·ͱΊ
    

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57. ·ͱΊ
    w σʔλͷՄࢹԽ͸ɺ
    σʔλऔΓग़࣌͠ͷ42-Λ؆ܿʹ͢Δࣄ͕ॏཁ
    ͦͷͨΊʹ͸ɺࣄલॲཧͰ&5-͢Δඞཁ͕͋Δ
    ౎߹ͷྑ͍ܕʹม׵͠ɺ؆ܿʹऔΓग़ͤΔू໿ʹม׵͓ͯ͘͠
    w 4QBSLʹΑΔ&5-Ͱ͸4DBMBʹΑΔॊೈͳίʔυ͕༗༻
    5SBOTGPSNϑΣʔζͰ$JSDFΛར༻͢Δͱ؆୯ͩͬͨ
    
    w %BUBCSJDLTͷ৔߹͸4QBSLࣗମΛ༨Γҙࣝ͠ͳ͍ͰࡁΈɺ
    /PUFCPPLͷֶशίετ͕௿͘ಋೖ͠΍͍͢ͷͰ͓͢͢Ί
    

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58. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠
    

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