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これからのまちづくりに向けた行政情報のオープン化

 これからのまちづくりに向けた行政情報のオープン化

2019年9月18日(水)にさいたま新都心合同庁舎で開催された「都市計画基礎調査情報の利活用・提供に関する研修会」における講義資料です。

Sayoko Shimoyama

September 18, 2019
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  1. ͜Ε͔Βͷ
    ·ͪͮ͘Γʹ
    ޲͚ͨ
    ߦ੓৘ใͷ
    ΦʔϓϯԽ
    2 0 1 9 .9 .1 8 ( We d .)
    ౎ ࢢ ܭ ը ج ૅ ௐ ࠪ ৘ ใ ͷ
    ར ׆ ༻ ʹ ؔ ͢ Δ ݚ म ձ
    Ұ ൠ ࣾ ஂ ๏ ਓ Ϧ ϯ Ϋ σ ʔ λ
    ୅ ද ཧ ࣄ Լ ࢁ ࣿ ୅ ࢠ

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  2. Լࢁ ࣿ୅ࢠʢ͠΋΍· ͞Α͜ʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    lσʔλϑϧ׆༻ࣾձz ͷ࣮ݱΛ໨ࢦ͠ɺ
    ެతػؔͷΦʔϓϯσʔλ΍σʔλ׆༻ͷࢧԉΛߦ͏ͱ
    ͱ΋ʹɺΦʔϓϯσʔλ׆༻ϏδωεʹऔΓ૊ΜͰ͍Δ
    ओͨΔॴଐ Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ
    ຽؒاۀ ΠϯϑΥɾϥ΢ϯδגࣜձࣾ औక໾
    ϛʔΧϯύχʔגࣜձࣾ σʔλενϡϫʔυ
    ؠֶ࡚Ԃ৘ใՊֶઐ໳ֶߍ ඇৗۈߨࢣ
    ެతػؔ ಺ֳ׭๪ Φʔϓϯσʔλ఻ಓࢣ
    ૯຿ল ஍Ҭ৘ใԽΞυόΠβʔ
    γϏοΫ
    ςοΫ׆ಈ
    $PEFGPS+BQBOσʔλ׆༻ΞυόΠβʔɾ
    σʔλΞΧσϛʔߨࢣ
    $PEF GPS:0,0)"."෭୅ද

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  3. ໨࣍
    ͳͥɺ͜Ε͔Βͷ·ͪͮ͘Γʹσʔλ׆༻͕ඞཁͳͷ͔
    ΦʔϓϯσʔλͷҙٛͱϝϦοτ
    ߦ੓৘ใͷΦʔϓϯσʔλԽʹࡍͯ͠ͷΑ͋͘Δ࣭໰
    4BZPLP4IJNPZBNB -JOL%BUB

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  4. ͳͥɺ
    ͜Ε͔Βͷ·ͪͮ͘Γʹ
    σʔλ׆༻͕ඞཁͳͷ͔
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 4

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  5. ੈքͰҰ൪
    σʔλΛ׆༻
    ग़དྷ͍ͯΔ౎ࢢ͸ʁ
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 5

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  6. 4BZPLP4IJNPZBNB -JOL%BUB

    ը૾ग़యݩɿ7JTVBMJ[JOHFBDIPG#BSDFMPOB`TJOIBCJUBOUT $BSMPT$BSSBTDP'BSSÉ
    IUUQXXXDDGBSSFDPNWJTVBMJ[JOHFBDIPGCBSDFMPOBSTRVPTJOIBCJUBOUTIUNM

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  7. ࣄྫɿεʔύʔϒϩοΫߏ૝
    ʢόϧηϩφʣ
    nόϧηϩφͰ͸ࣗಈंͷަ௨ྔ͕ଟ͘ɺ
    Ԛછ෺࣭΍$0ɺ૽ԻͳͲʹΑΔެ֐͕՝୊
    nʮࢢຽத৺౎ࢢʯΛίϯηϓτʹ͔͔͛ɺ
    ஈ֊తʹं͕௨ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ
    nަ௨ྔ΍؀ڥʹؔ͢ΔηϯγϯάσʔλΛ༻͍ͯ
    ෼ੳΛߦ͍ɺܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍໰୊
    ͕վળ͢Δͷ͔ɺ۩ମతͳ਺஋Ͱࣔͯ͠߹ҙܗ੒
    Λਪਐ
    • ަ௨ྔ͕ݮ
    • ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠঢ়෺࣭ʹࡽ͞ΕΔ͜
    ͱ͸ͳ͘ͳΔ
    • ͷࢢຽ͸ʮσγϕϧҎ্ͷ૽ԻʯΛܦݧͤ
    ͣʹ͢Ή
    4BZPLP4IJNPZBNB -JOL%BUB
    https://citiesofthefuture.eu/superblocks-barcelona-answer-to-car-centric-city/

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  8. 4BZPLP4IJNPZBNB -JOL%BUB
    http://www.bcnecologia.net/en/statutes
    όϧηϩφ౎ࢢੜଶֶிɿ
    σʔλαΠΤϯεΛۦ࢖ͯ͠౎ࢢͷ
    ϚωδϝϯτΛߦ͏ࢢͷઐ໳ػؔ
    l౎ࢢΛ਍அ͢Δz
    ͱ͍͏දݱ͕Α͘ग़ͯ͘Δ

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  9. ౎ࢢΛ਍அ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ਍அɿ
    ਍࡯΍ݕࠪΛߦ͍ɺಘΒΕͨॾ
    ৘ใΛ༻͍ͯɺױऀͷ݈߁ঢ়ଶ
    ΍පؾͷঢ়ଶΛ൑அ͢Δ͜ͱ
    ౎ࢢͷ਍அɿ
    ౎ࢢͷঢ়ଶΛௐࠪ͠؍ଌ͢Δ͜ͱͰɺ
    ౎ࢢػೳ͕ྑ޷ͳঢ়ଶ͔ɺ
    ՝୊͕͋Δঢ়ଶ͔Λ൑அ͢Δ͜ͱ
    http://www.bcnecologia.net/en/projects/urban-plan-llevant-sector-figueres

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  10. ౎ࢢܭըਤ͸
    ਓମղ๤ਤͷΑ͏ͳ΋ͷ
    Ͳ͜ʹͲͷΑ͏ͳػೳ͕͋Δ͔ʁ
    ਍அͷϕʔεʹͳΔ৘ใͱͯ͠ඞཁෆՄܽ
    4BZPLP4IJNPZBNB -JOL%BUB
    σʔλग़యɿ$$#:౦ژ౎ΦʔϓϯσʔλΧλϩάαΠτ
    ౎ࢢܭըܾఆ৘ใ(*4σʔλ ༻్஍Ҭ
    http://opendata-catalogue.metro.tokyo.jp/dataset/t000008d0000000028

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  11. ਍அʹඞཁͳ৘ใ͸
    ڞ༗͞Ε͍ͯΔඞཁ͕͋Δ
    ྫʣੜ໋Պֶσʔλϕʔεͷ౷߹ϓϩδΣΫτ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యݩɿhttps://www.jst.go.jp/seika/bt145-146.html

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  12. http://internetofthingsagenda.techtarget.com/definition/smart-city

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  13. σʔλʹج͔ͮͳ͍ࢪࡦ͸
    ຽؒྍ๏ͷΑ͏ͳ΋ͷ
    ౎ࢢͷ਍அΛߦ͏ʹ͋ͨΓɺ
    جૅσʔλΛ׆༻ͤͣʹ
    ܦݧ΍Χϯ΍׳ྫͷΈͰ
    ࢪࡦΛਐΊΔͷ͸ɺ
    ຽؒྍ๏ͰපؾΛ
    ࣏ͦ͏ͱ͢Δͷʹ͍ۙ
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 13

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  14. ױ

    ͷ



    ܦݧ΍Χϯ͚ͩͰ͸ͳ͘ɺ
    ͦΕΛཪ෇͚Δ٬؍తͳσʔλ͕ඞཁ
    n.ɿ&WJEFODF#BTFE1PMJDZ.BLJOH
    ʜΤϏσϯεʢՊֶతࠜڌʣʹج͍ͮͨ੓ࡦཱҊ
    n.͸ҩֶʢ&WJEFODF#BTFE.FEJDJOFʣ͔Β೿ੜͨ͠ߟ͑ํ
    • ೥ɺ౰࣌Ұൠతʹ࢖༻͞Ε͍ͯͨෆ੔຺ͷༀͷޮՌΛ
    σʔλΛऔͬͯݕূͨ͠ͱ͜Ζɺ෰༻ʹΑͬͯࢮ๢཰͕ߴ·Δ͜ͱ͕൑໌
    4BZPLP4IJNPZBNB -JOL%BUB
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ
    ൑அ͢Δ͜ͱͷ
    ةݥੑ

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  15. ݕূՄೳͳʮσʔλʯ͕
    ڞ༗͞ΕΔඞཁ͕͋Δ
    nूܭ݁Ռͷ਺஋΍άϥϑͷը૾ͷܗͰ͸ɺΤϏσϯεͱͯ͠
    ৴པͰ͖Δ΋ͷ͔Ͳ͏͔ݕূͰ͖ͳ͍
    nʮσʔλʯͷܗͰڞ༗͞ΕΔඞཁ͕͋Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  16. Φʔϓϯσʔλͷ
    ҙٛͱϝϦοτ
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 16

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  17. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ
    ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ
    Λσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ
    l)FBMUI 4DPSFzͱͯ͠఺ຬ఺
    ͷείΞԽ֤ͯ͠ҿ৯ళͷ
    ϨϏϡʔϖʔδʹදࣔ

    n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ
    n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε
    4BZPLP4IJNPZBNB -JOL%BUB

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  18. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ

    ӴੜείΞɿ

    4BZPLP4IJNPZBNB -JOL%BUB

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  19. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ

    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    4BZPLP4IJNPZBNB -JOL%BUB

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  20. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ

    ΋͠αϯϑϥϯγείࢢ͕
    Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
    ͚ͩͩͬͨΒʁ
    Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
    ΋͠:FMQ͕
    ಠࣗʹҿ৯ళΛධՁ͢Δ
    είΞΛ෇͚͍ͯͨΒʁ
    ެฏੑ͕୲อ͞Εͳ͍
    ڧΈɿళฮͷӦۀσʔλ΍ޱίϛ
    σʔλΛूΊͯɺଟ͘ͷϢʔβ͕
    ू·Δ৔Λ͍࣋ͬͯΔ
    ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪ
    ͨ͠ௐࠪ݁Ռͱͯ͠ɺެฏͳσʔλ
    ΛఏڙͰ͖Δ
    σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
    ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖ΔࣾձʯʹͳΔ
    4BZPLP4IJNPZBNB -JOL%BUB

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  21. ߦ੓ͷσʔλ͸୭ʹͰ΋࢖͑ΔΑ͏ʹ
    ެ։͞Ε͍ͯΔඞཁ͕͋Δ
    nӴੜௐࠪ͸ࢢͷ੫ۚΛ࢖ͬͯӡ༻͞Ε͍ͯΔͷͰɺ
    ೲ੫ऀ͸౳ͦ͘͠ͷσʔλΛ࢖͏ݖརΛ͍࣋ͬͯΔ
    n୭Ͱ΋ࣗ༝ʹ࢖͑ΔσʔλͰ͋Δඞཁ͕͋Δ

    ΋͠αϯϑϥϯγείࢢ͕
    :FMQ͚ͩʹӴੜௐࠪ݁ՌσʔλΛ
    ౉͍ͯͨ͠Βʁ
    ಛఆاۀΛࢧԉ͢ΔܗʹͳΓෆެฏ
    Φʔϓϯσʔλ
    4BZPLP4IJNPZBNB -JOL%BUB

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  22. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ
    ౳Λ௨ͯ͡༰қʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘
    ౰͢ΔܗͰެ։͞ΕͨσʔλΛΦʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣ
    ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ
    2019/9/18 4BZPLP4IJNPZBNB -JOL%BUB

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  23. Φʔϓϯσʔλͱ͸
    ʮσʔλͷҰൠ։์ʯ
    ྫʣମҭؗͷҰൠ։์
    lࢢຽͷͨΊʹ։์͢Δ
    lͩΕͰ΋ແྉͰࣗ༝ʹ࢖͑Δ
    lʮ঎ചਓ͓அΓʯͱ͔͸͠ͳ͍
    lͨͩ͠ɺ๏཯Ͱې͡ΒΕ͍ͯΔ͜ͱ͸
    ౰વڐՄ͞Εͳ͍
    4BZPLP4IJNPZBNB -JOL%BUB

    OPEN
    DATA

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  24. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨ
    σʔλ͸શͯެڞࡒͱͯ͠
    ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛ
    ݪଇͱͯ͠࠾༻
    2019/9/18 4BZPLP4IJNPZBNB -JOL%BUB

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  25. “Φʔϓϯσʔλ” ͱ͸ɺ
    ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ
    ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ
    - Miquel Mateu, Open Data Manager of Barcelona City

    14-18 June 2016, World Data Viz Challenge 2016,
    Barcelona
    4BZPLP4IJNPZBNB -JOL%BUB

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  26. 4BZPLP4IJNPZBNB -JOL%BUB
    ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
    ࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿ͱͳͬͨ

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  27. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4BZPLP4IJNPZBNB -JOL%BUB

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  28. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4BZPLP4IJNPZBNB -JOL%BUB

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  29. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    2019/9/18 4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  30. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
    ҡ࣋Ͱ͖ͳ͘ͳΔ
    2019/9/18 4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  31. ׭ຽڠಇʹΑͬͯ
    ஍ҬΛ࣋ଓՄೳʹ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓͕ಘҙͳ෦෼ɺ
    ߦ੓ʹ͔͠Ͱ͖ͳ͍
    ෦෼ʹूத͢Δ
    ຽ͕ؒಘҙͳͱ͜Ζ͸
    ຽؒʹ೚ͤΔ

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  32. ΦʔϓϯσʔλʹΑͬͯɺ૊৫Λ௒͑ͯ
    ಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ͕࣮ݱ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA

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  33. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ʢ੩Ԭࢢ º τϤλ*5։ൃηϯλʔʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ੩Ԭࢢʮͣ͠Έͪ*OGPʯ
    nಓ࿏ަ௨৘ใΛ
    ΦʔϓϯσʔλԽ
    n௨ߦن੍΍ࡂ֐ൃੜ
    ͳͲͷσʔλΛ
    ϦΞϧλΠϜͰ഑৴
    τϤλ*5։ൃηϯλʔ
    nڞಉ࣮ݧͰʮͣ͠Έͪ
    *OGPʯͷσʔλΛऔಘ
    ͠ΧʔφϏͰ৘ใ഑৴
    ʢσʔλެ։ݩʣ
    ن੍ؔ࿈σʔλɿ੩Ԭࢢݐઃہಓ࿏෦ಓ࿏อશ՝
    ๷ࡂؔ࿈σʔλɿ੩Ԭࢢ૯຿ہةػ؅ཧ૯ࣨ
    $&')(!",*1%
    # "" #
    7
    #13/-5/6 #.54506/+2

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  34. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ैདྷ͸ඞཁͳ৘ใΛඞཁͳਓʹ
    ಧ͚ΒΕͳ͔ͬͨ
    4BZPLP4IJNPZBNB -JOL%BUB
    ௨ߦن੍
    ৘ใ
    νϥγ΍ެࣜ8FCαΠτ౳Ͱ
    ৘ใൃ৴
    ඞཁͳλΠϛϯάͰ
    ඞཁͳ৘ใ͕ಘΒΕͳ͍
    #&'03&
    ߦ੓ υϥΠόʔ

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  35. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ΦʔϓϯσʔλͰϦΞϧλΠϜ
    ʹ৘ใ͕ಧ͚ΒΕΔΑ͏ʹ
    4BZPLP4IJNPZBNB -JOL%BUB
    ௨ߦن੍
    Φʔϓϯ
    σʔλ
    Φʔϓϯσʔλͱͯ͠
    ௨ߦن੍৘ใΛެ։
    ඞཁͳλΠϛϯάͰ
    ࠷৽৘ใ͕ಘΒΕΔ
    "'5&3
    ߦ੓ υϥΠόʔ
    ຽؒاۀ
    ΧʔφϏ
    ։ൃ͍ͯ͠Δ੡඼ʹ
    ΦʔϓϯσʔλΛࡌͤͯ
    αʔϏεఏڙ
    ˞੩ԬࢢͰ͸ΧʔφϏͳͲͷػց͔Β
    ΦʔϓϯσʔλʹΞΫηεͰ͖ΔΑ͏ʹ
    ͢ΔͨΊʹɺ"1* "QQMJDBUJPO
    1SPHSBNNJOH*OUFSGBDF
    ͱ͍͏࢓૊Έ
    Ͱσʔλ͕ެ։͞Ε͍ͯ·͢

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  36. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4BZPLP4IJNPZBNB -JOL%BUB
    ΦʔϓϯσʔλԽ
    ͢Δ࡞ۀͷ෼ɺ
    ࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ

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  37. ࣄྫɿ
    ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    ੩ԬࢢͰ͸ɺ৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ৯඼ӴੜڐՄʹؔ͢Δσʔλ
    ΛΦʔϓϯσʔλͱͯ͠ެ։͢Δ͜ͱʹΑΓɺۀ຿ෛ୲ͷܰݮʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB
    ৯඼ӴੜӦۀؔ܎ڐՄʹ܎Δ৘ใެ։੥ٻ݅਺ʢ੩Ԭࢢʣ
    ग़యɿ7-&%ʮୈճσʔλӡ༻ݕ౼෼Պձʢ೥݄೔ʣʯ੩ԬࢢϓϨθϯࢿྉΛ΋ͱʹ࡞੒
    ೥ؒ
    ݅ݮ
    ˣ
    ໿
    ࣌ؒ
    ۀ຿࣌ؒ࡟ݮ

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  38. τʔλϧίετ͕ߴ͍ͷ͸ͲͪΒʁ
    ৘ใެ։੥ٻ 74Φʔϓϯσʔλ
    "ΦʔϓϯσʔλԽ͠ͳ͍৔߹
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅͋ͨΓͷରԠ࣌ؒɿ ࣌ؒ
    ৬һͷ࣌څɿ ԁ
    #ΦʔϓϯσʔλԽͨ͠৔߹
    σʔλ࡞੒ରԠʢॳظίετʣɿ࣌ؒ
    σʔλߋ৽ରԠʢຖ݄ʣɿ ࣌ؒ
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅͋ͨΓͷରԠ࣌ؒɿ ࣌ؒ
    ৬һͷ࣌څɿ ԁ
    4BZPLP4IJNPZBNB -JOL%BUB
    ੩ԬࢢͷσʔλͱώΞϦϯά݁Ռ˞Λࢀߟʹɺඅ༻ΛγϛϡϨʔγϣϯ
    ˞ओʹରԠ࣌ؒʹؔͯ͠ɺ੩Ԭࢢ৬һ஍Ҭ৘ใԽΞυόΠβʔͷ৽ঙେีࢯʹ৘ใఏڙ௖͖·ͨ͠

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  39. γϛϡϨʔγϣϯ݁Ռɿ
    Φʔϓϯσʔλ͸ରԠίετΛେ෯ʹ࡟ݮͰ͖Δ
    4BZPLP4IJNPZBNB -JOL%BUB











    ೥໨ ೥໨ ೥໨
    "ΦʔϓϯσʔλԽ͠ͳ͍৔߹ #ΦʔϓϯσʔλԽͨ͠৔߹

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  40. ߦ੓৘ใͷ
    ΦʔϓϯσʔλԽʹ
    ࡍͯ͠ͷΑ͋͘Δ࣭໰
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 40

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  41. ߦ੓৘ใͷΦʔϓϯσʔλԽʹࡍͯ͠ͷ
    Α͋͘Δ࣭໰
    2ݸਓ৘ใؚ͕·Ε͍ͯΔͱΦʔϓϯσʔλԽग़དྷͳ͍ͷͰ͸ʁ
    2Φʔϓϯσʔλʹ͢Δͱෆਖ਼ར༻͞Εͯࢢ͕੹೚Λෛ͏͜ͱʹͳΔ
    ϦεΫ͕͋ΔͷͰ͸ʁ
    2ΦʔϓϯσʔλԽ͢Δ͜ͱͰͲΜͳ࢖ΘΕํ͕ظ଴ग़དྷΔ͔ʁ
    4BZPLP4IJNPZBNB -JOL%BUB

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  42. 2ݸਓ৘ใؚ͕·Ε͍ͯΔͱ
    ΦʔϓϯσʔλԽग़དྷͳ͍ͷͰ͸ʁ
    "νΣοΫϙΠϯτΛԡ͑ͯ͞
    ద੾ͳରࡦΛߨ͡Ε͹
    ΦʔϓϯσʔλԽ΋Մೳɻ
    গͳ͘ͱ΋ɺඞཁʹԠͯ͡
    ி಺Ͱ׆༻Մೳͳঢ়ଶʹ
    ͳ͍ͬͯΔඞཁ͕͋Δɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  43. ೥ ݸਓ৘ใอޢ๏ͷվਖ਼
    ʮݸਓ৘ใΛࣾձͷͨΊʹ׆༻Մೳʹ͢Δʯ
    ͱ͍͏؍఺Ͱํ਑͕ఆΊΒΕͨ
    ୈҰষ ૯ଇ
    ʢ໨తʣ
    ୈҰ৚ ͜ͷ๏཯͸ɺߴ౓৘ใ௨৴ࣾձͷਐలʹ൐͍ݸਓ৘ใͷར༻͕ஶ͠
    ֦͘େ͍ͯ͠Δ͜ͱʹؑΈɺݸਓ৘ใͷదਖ਼ͳऔѻ͍ʹؔ͠ɺجຊཧ೦ٴͼ
    ੓෎ʹΑΔجຊํ਑ͷ࡞੒ͦͷଞͷݸਓ৘ใͷอޢʹؔ͢Δࢪࡦͷجຊͱͳ
    Δࣄ߲ΛఆΊɺࠃٴͼ஍ํެڞஂମͷ੹຿౳Λ໌Β͔ʹ͢Δͱͱ΋ʹɺݸਓ
    ৘ใΛऔΓѻ͏ࣄۀऀͷ९क͢΂͖ٛ຿౳ΛఆΊΔ͜ͱʹΑΓɺ
    ݸਓ৘ใͷదਖ਼͔ͭޮՌతͳ׆༻͕৽ͨͳ࢈ۀͷ૑ग़ฒͼʹ
    ׆ྗ͋Δܦࡁࣾձٴͼ๛͔ͳࠃຽੜ׆ͷ࣮ݱʹࢿ͢Δ΋ͷͰ͋Δ͜ͱ
    ͦͷଞͷݸਓ৘ใͷ༗༻ੑʹ഑ྀͭͭ͠ɺ
    ݸਓͷݖརརӹΛอޢ͢Δ͜ͱΛ໨తͱ͢Δɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  44. ݸਓ৘ใͷར༻νΣοΫϑϩʔ
    ʢ֤࣏ࣗମͷݸਓ৘ใอޢ৚ྫͱর߹ʣ
    ಛఆͷݸਓΛࣝผͨ͠ܗͰͷ
    ׆༻Λ͍͔ͨ͠ʁ
    ʮݸਓ৘ใʯͱͯ͠ѻ͏
    ৚ྫ্ͷར༻໨తͷൣғ಺͔
    ৚ྫ্ͷʮར༻໨తʯͷ
    ʮมߋʢ֦େʣʯ͕Ͱ͖Δ͔
    ʮ౷ܭʯͰͷ੔ཧΛߦ͏
    ʢ໨త֎ར༻ن੍ͷద༻֎ʣ
    ৚ྫ্ೝΊΒΕΔ
    ʮ໨త֎ར༻ʯͰ͋Δ͔
    ʮ໨త಺ར༻ʯͱͯ͠ར༻Մ
    ʮ໨త֎ར༻ʯͱͯ͠ར༻Մ
    ར༻Մ
    ར༻Մ
    ར༻Մ
    ར༻Մ
    ຊਓಉҙΛ
    ͱΔ
    ຊਓಉҙΛ
    औΒͳͯ͘
    ΋͍͍Α͏
    ৚ྫվਖ਼
    03
    :FT
    :FT
    :FT
    :FT
    /P
    /P
    /P
    /P
    ࣏ࣗମͷ൑அͰʮ౷ܭͰͷ
    ੔ཧʯ͕೉͍͠৔߹͸ɺ
    ݸਓ৘ใͱͯ͠ѻ͏
    ʢ໨త಺ར༻֎ར༻ͷ൑அʣ
    ݸਓ৘ใอޢ৚ྫ্ɺڐ͞ΕΔ
    ໨త֎ར༻ͷཁ݅Λຬ͔ͨ͢
    ʢར༻໨తͷมߋʢ֦େʣʹ͍ͭͯʣ
    ݸਓ৘ใอޢ৚ྫ্ɺڐ͞ΕΔ
    ར༻໨తมߋͷൣғ಺͔
    ʢར༻໨తͷൣғ಺ͷ൑அʣ
    ʮݸਓ৘ใऔѻࣄ຿ʯͷ
    ར༻໨తʹؚ·ΕΔ͔ʁ
    4BZPLP4IJNPZBNB -JOL%BUB

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  45. ݸਓ৘ใΛؚΉσʔλ׆༻
    ݕ౼ͷͨΊͷϫʔΫγʔτ
    n૯຿লʮ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫʯͷ
    ෇࿥ͱͯ͠ެ։͞Ε͍ͯΔ
    nݸਓ৘ใΛؚΉσʔλ׆༻Λݕ౼͢Δࡍʹɺ࠷௿ݶ֬ೝ͢΂͖
    ࣄ߲Λ੔ཧ͢ΔͨΊͷϫʔΫγʔτ
    nઍ༿ࢢͱඣ࿏ࢢͰͷ࣮ূͷࡍͷݕ౼ྫ͕ܝࡌ͞Ε͍ͯΔ
    IUUQXXXTPVNVHPKQNFOV@TFJTBLVJDUTFJTBLVJDUSJZPV
    CJHEBUBIUNM
    4BZPLP4IJNPZBNB -JOL%BUB

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  46. ཁνΣοΫϙΠϯτɿ
    ʮར༻ɾఏڙͷ੍ݶʯͷ৚߲
    ݸਓ৘ใͷར༻ٴͼఏڙͷ੍ݶ

    ୈ৚ ࣮ࢪػؔ͸ɺݸਓ৘ใΛऔΓѻ͏ࣄ຿ͷ໨తҎ֎ͷ໨తͷͨΊʹݸਓ৘ใ ಛఆݸਓ৘ใΛআ͘ɻҎԼ͜ͷ৚ʹ
    ͓͍ͯಉ͡ɻ
    Λ౰࣮֘ࢪػؔͷ಺෦Ͱར༻͠ɺຢ͸ݸਓ৘ใΛ౰࣮֘ࢪػؔҎ֎ͷ΋ͷʹఏڙͯ͠͸ͳΒͳ͍ɻͨͩ
    ͠ɺ࣍ͷ֤߸ͷ͍ͣΕ͔ʹ֘౰͢Δͱ͖͸ɺ͜ͷݶΓͰͳ͍ɻ

    ຊਓͷಉҙ͕͋Δͱ͖ຢ͸ຊਓʹఏڙ͢Δͱ͖ɻ

    ๏ྩ౳ʹఆΊ͕͋Δͱ͖ɻ

    ݸਓͷੜ໋ɺ਎ମຢ͸ࡒ࢈ͷ҆શΛकΔͨΊɺۓٸ͔ͭ΍ΉΛಘͳ͍ͱೝΊΒΕΔͱ͖ɻ

    ౰࣮֘ࢪػؔͷ಺෦Ͱར༻͠ɺຢ͸ଞͷ࣮ࢪػؔʹఏڙ͢Δ৔߹Ͱ͋ͬͯɺ౰֘ݸਓ৘ใΛ࢖༻͢Δ͜ͱʹ૬౰
    ͷཧ༝͕͋ΔͱೝΊΒΕΔͱ͖ɻ

    ࠃ౳ʹఏڙ͢Δ৔߹Ͱ͋ͬͯɺఏڙΛड͚Δ΋ͷͷॴঠ͢Δࣄ຿ͷ਱ߦʹ౰֘ݸਓ৘ใ͕ඞཁෆՄܽͰ͋Γɺ͔
    ͭɺ౰֘ݸਓ৘ใΛ࢖༻͢Δ͜ͱʹ΍ΉΛಘͳ͍ཧ༝͕͋ΔͱೝΊΒΕΔͱ͖ɻ

    લ֤߸ʹܝ͛Δ৔߹ͷ΄͔ɺ৹ٞձͷҙݟΛௌ্͍ͨͰɺެӹ্ಛʹඞཁ͕͋Γɺ͔ͭɺ౰֘ݸਓ৘ใΛ࢖༻͢
    Δ͜ͱʹ΍ΉΛಘͳ͍ཧ༝͕͋ΔͱೝΊΒΕΔͱ͖ɻ
    4BZPLP4IJNPZBNB -JOL%BUB
    ྫʣ ઍ༿ࢢݸਓ৘ใอޢ৚ྫ

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  47. 2Φʔϓϯσʔλʹ͢Δͱෆਖ਼ར༻
    ͞Εͯࢢ͕੹೚Λෛ͏͜ͱʹͳΔϦεΫ
    ͕͋ΔͷͰ͸ʁ
    "ར༻ϧʔϧͷࡦఆͰ޻෉ͯ͠
    ੹೚ΛઢҾ͖͢Δ͜ͱ͕Մೳɻ
    ·ͨɺ͢΂ͯͷબ୒ʹ͸ඞͣ
    ϝϦοτͱσϝϦοτ͕͋Δ͜ͱΛ
    ೝࣝ͢Δɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  48. ར༻ϧʔϧࡦఆͷϙΠϯτɿ
    ࣗ༝ͳೋ࣍ར༻ΛڐՄͭͭ͠ɺ໔੹ࣄ߲
    Λ໌ه͢Δ
    ྫʣࡾୋࢢΦʔϓϯσʔλར༻ن໿ʢϕʔεɿ੓෎ඪ४ར༻ن໿ʣ
    IUUQXXXDJUZNJUBLBUPLZPKQD@TFSWJDFIUNM
    4BZPLP4IJNPZBNB -JOL%BUB

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  49. ੓෎ඪ४ར༻ن໿ʢୈ൛ʣ
    nΦʔϓϯσʔλͷར༻ن໿࡞੒ʹ͋ͨͬͯ͸ɺ੓෎͕ެࣜ8FCαΠτͷ
    ར༻ن໿ͷඪ४ܗͱͯ͠ఆΊ͍ͯΔʮ੓෎ඪ४ར༻ن໿ʯΛͻͳܗ
    ͱͯ͠׆༻͢Δͷ͕Φεεϝ
    n ͻͳܗɿ
    IUUQTXXXLBOUFJHPKQKQTJOHJJUEFOTJLFUUFJHM@CFUUFO@QEG
    n ղઆɿ
    IUUQTXXXLBOUFJHPKQKQTJOHJJUEFOTJLFUUFJHM@CFUUFO@@LBJTFUV
    QEG
    4BZPLP4IJNPZBNB -JOL%BUB

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  50. ౎ࢢܭըؔ࿈Φʔϓϯσʔλͷ
    ར༻ϧʔϧͷهࡌྫ
    ࣨའࢢͷྫ
    IUUQXXXDJUZNVSPSBOMHKQNBJOPSHPEMJCQIQ
    4BZPLP4IJNPZBNB -JOL%BUB
    ໔੹ࣄ߲ͱ஫ҙ఺͕
    ໌ه͞Ε͍ͯΔ

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  51. ϦεΫ͸٬؍తʹ൑அ͢Δ
    ʮϦεΫϚωδϝϯτʯͷߟ͑ํ
    4BZPLP4IJNPZBNB -JOL%BUB
    ਤͷग़యݩɿ*1"৘ใηΩϡϦςΟϚωδϝϯτͱ1%$"αΠΫϧ
    ϦεΫ΁ͷରԠ
    IUUQTXXXJQBHPKQTFDVSJUZNBOBHFSQSPUFDUQEDBSJTLIUNM
    σʔλͷϦεΫͷ࿩ʹͳΔͱ
    ʮϦεΫճආʯʮඇެ։ʯ
    ͱ͍͏ߟ͑ํʹؕΓ͕ͪ
    ʮൃੜՄೳੑʯͱʮଛ֐ͷ
    େ͖͞ʯΛؑΈͯɺϦεΫͷ
    ௿ݮɾอ༗ɾҠసͱ͍ͬͨ
    ରࡦ΋ݕ౼͢Δඞཁ͕͋Δ

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  52. ϦεΫ͚ͩΛҙࣝͤͣɺڗडͰ͖Δ
    ϝϦοτͱ͍͏؍఺΋๨Εͣʹ
    nΦʔϓϯσʔλΛ࣮ࢪ͠ͳ͍͜ͱͰෆརӹΛඃΔਓ͕
    ͍ͳ͍͔ʁ
    n ʮϦεΫ͕͋Δ͔ΒΦʔϓϯσʔλΛ
    ެ։͠ͳ͍ʯ
    ˠྫ͑ΔͳΒɺ
    ʮτΠϨοτϖʔύʔ͕
    ౪·ΕΔ͔΋͠Εͳ͍͔Βɺ
    τΠϨοτϖʔύʔΛஔ͔ͳ͍
    ʢ΋͘͠͸τΠϨΛ࢖Θͤͳ͍ʣʯ
    n ຊདྷެ։ͯ͠΋໰୊ͳ͍छྨͷσʔλΛ
    Φʔϓϯσʔλʹ͠ͳ͍͜ͱʹΑͬͯ
    ʮػձଛࣦʯͱ͍͏σϝϦοτ͕΋ͨΒ͞ΕΔ͜ͱΛೝࣝ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  53. ೝ஌όΠΞεΛ৐Γӽ͑Α͏
    ແҙࣝͷ͏ͪʹ͜Μͳೝ஌όΠΞεʢ߹ཧతͳ൑அ͕ग़དྷͳ͘
    ͳΔ৺ཧ࡞༻ʣʹ͍ؕͬͯ·ͤΜ͔ʁ
    θϩϦεΫόΠΞε ;FSPSJTLCJBT

    ͋Δ໰୊ͷϦεΫΛ׬શʹθϩʹ͢Δࣄʹ஫ҙΛूத͠ɺଞͷॏཁͳ
    ໰୊ͷϦεΫʹ஫ҙΛ෷Θͳ͍ɻ
    ݱঢ়ҡ࣋όΠΞε 4UBUVTRVPCJBT

    มԽΑΓ΋ݱঢ়Λҡ࣋͢Δ͜ͱΛ๬Ή৺ཧ࡞༻ɻ
    มԽ͢Δ͜ͱͰརӹΛಘΒΕΔՄೳੑ͕͋ΔͷʹɺมԽΛڪΕͯߦಈΛ
    ى͜͢͜ͱ͕Ͱ͖ͳ͍ɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  54. 2ΦʔϓϯσʔλԽ͢Δ͜ͱͰ
    ͲΜͳ࢖ΘΕํ͕ظ଴ग़དྷΔ͔ʁ
    "Ҏ߱ͷϖʔδͰ
    ౎ࢢܭը෼໺ͷσʔλ׆༻ྫΛ
    ྫ͝঺հ͠·͢ɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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  55. ࣄྫᶃɿ
    ΞϜεςϧμϜͷݐ෺ͷங೥਺ผͷՄࢹԽ
    2019/9/18 SAYOKO SHIMOYAMA, LINKDATA 55
    IUUQDPEFXBBHPSHCVJMEJOHT

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  56. ࣄྫᶄɿݐ෺ͷ೔ࣹྔͷࢉग़
    ๺ւಓΑΓఏڙΛड͚ͨ౎ࢢܭըجૅௐࠪσʔλͷݐ෺ͷجຊ৘ใΛ׆༻͠ɺ
    ࡳຈࢢ಺ͷݐ෺ຖʹ೔ࣹྔΛࢉग़͢ΔπʔϧΛ։ൃ
    ʢ๺ւಓେֶେֶӃ ৿ଠ࿠।ڭतʹΑΔݚڀʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యɿ౎ࢢܭըجૅௐࠪσʔλΛར༻ͨ͠ࡳຈࢢ಺શͯͷݐ෺ͷ೔ࣹར༻σʔλϕʔεͷߏங
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  57. ݸผͷ૬ஊ΍ࢧԉ͕ඞཁͳ৔߹ʹΦεεϝɿ
    ஍Ҭ৘ใԽΞυόΠβʔ೿ݣ੍౓
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    4BZPLP4IJNPZBNB -JOL%BUB
    ஍Ҭ๊͕͑Δ༷ʑͳ՝୊
    Λղܾ͢ΔͨΊɺ*$5Λར
    ׆༻ͨ͠औ૊Λݕ౼͢Δ
    ஍ํެڞஂମ౳͔Βͷٻ
    ΊʹԠ͡ɺ*$5ͷ஌ݟ౳Λ
    ༗͢Δʮ஍Ҭ৘ใԽΞυ
    όΠβʔʯΛ೿ݣ͠ɺ
    *$5ར׆༻ʹؔ͢Δॿݴ౳
    Λߦ͏੍౓

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  58. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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