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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 / 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

Masatoshi Shimada

January 19, 2019
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  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౰

    View full-size slide

  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௖͖·͢

    View full-size slide

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

    View full-size slide

  6. %BUBCSJDLTͷղઆ
    ίϯηϓτಋೖํ๏

    View full-size slide

  7. %BUBCSJDLT6OJpFE"OBMZUJDT1MBUGPSN

    View full-size slide

  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

    View full-size slide

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

    View full-size slide

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

    View full-size slide

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

    View full-size slide

  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

    View full-size slide

  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

    View full-size slide

  15. 4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ

    View full-size slide

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

    View full-size slide

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

    View full-size slide

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

    View full-size slide

  19. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    XJUIMPH"4
    4&-&$5
    VTFS@JE
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    4&-&$5
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    TFDPOET
    '30.
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    R"4
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    (3061#:


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    '30.
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    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹

    View full-size slide

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

    View full-size slide

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

    View full-size slide

  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
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    '30.
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    4&-&$5
    WBMVFEPVCMF@WBMVF
    '30.
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    8)&3&
    LFZ4FDPOET
    "4TFDPOET
    6/*9@4&$0/%4 5*.&45".1@.*$304 FWFOU@UJNFTUBNQ

    "4UJNF
    '30.
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    8)&3&
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    CBTF"4
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    TFDPOET
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    R"4
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    '30.
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    BTSFDJQF@JE
    SBUJOH
    '30.
    R
    ࣮ߦ݁Ռ
    SFDJQF@JESBUJOH

    View full-size slide

  23. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    Կނ͜ͷΑ͏ʹ
    ௕͍ΫΤϦΛॻ͘ඞཁ͕͋Δͷ͔

    View full-size slide

  24. ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN

    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
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    '30.
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    '30.
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    R"4
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    '30.
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    Ϩγϐ*%
    J04CJU୺຤͸ɺ4USJOHܕ
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    Ϩγϐ*%
    ͦΕҎ֎ͷ୺຤͸ɺ*/5ܕ

    View full-size slide

  25. XJUIMPH"4
    4&-&$5
    VTFS@JE
    QMBUGPSN

    4&-&$5
    WBMVFTUSJOH@WBMVF
    '30.
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    ͦ΋ͦ΋ͲͷΑ͏ͳ໰୊͕͋ͬͨͷ͔
    CBTF"4
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    42-্Ͱ਺஋ܕʹม׵
    4USJOH*/5
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹

    View full-size slide

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

    View full-size slide

  27. 4&-&$5
    SFDJQF@JE
    DPVOU
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    '30.
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    4QBSLͰ&5-Λ͢Δ͜ͱͰؔ৺ࣄʹूதՄೳʹ
    w ܕม׵ෆཁ
    w ໊લม׵ෆཁ
    ඵࢹௌ͞Εͨಈըͷ֤߹ܭճ਺Λऔಘ͍ͨ͠৔߹
    ؔ৺ͷ෼཭

    View full-size slide

  28. 4QBSLʹΑΔ&5-ॲཧʹ͍ͭͯ

    View full-size slide

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

    View full-size slide

  30. $ %
    " #
    '
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    Ћ
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    " #
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    '
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    #` #
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    1MB[NB%#
    3FETIJGU

    View full-size slide

  31. ಉ͡ҙຯͰ΋໊લͱܕ͕ҟͳΔϨίʔυ͕ଘࡏ͢Δ
    04ຖͰҟͳΔ։ൃऀʹΑΔ࣮૷ϛεͳͲ͕ݪҼ
    όʔδϣϯΞοϓͰमਖ਼ͯ͠΋چόʔδϣϯͰ͸ͦͷ··ͱͳΔʜ
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    SFDJQF@JE
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    &5-ͱ͸
    %BUB'SBNF
    SFDJQF@JE

    View full-size slide

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

    View full-size slide

  33. $ %
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    &YUSBDUϑΣʔζ

    View full-size slide

  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

    View full-size slide

  35. \
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    View full-size slide

  36. \
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    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

    View full-size slide

  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

    View full-size slide

  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

    View full-size slide

  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

    View full-size slide

  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

    View full-size slide

  46. -PBEϑΣʔζ
    JNQPSUDPNUSFBTVSFEBUBTQBSL@WBMUETQBSLUE
    SFHJTUFS%BUBJOTFSU*OUP5% GPPCBS

    "SN5SFBTVSF%BUB
    IUUQTUXJUUFSDPNUBSPMFPTUBUVTFT

    5SFBTVSF%BUB͸4DIFNB0O3FBEͷҝɺ
    8SJUF࣌ʹεΩʔϚΛҙࣝ͢Δඞཁ͕ແ͘ѻ͍΍͍͢ɻ

    View full-size slide

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

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

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  55. ·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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  56. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠

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