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ニュース閲覧行動を用いた選挙の争点分析 / Issue Analysis of Election using News Browsing Behavior

kuri8ive
June 09, 2020

ニュース閲覧行動を用いた選挙の争点分析 / Issue Analysis of Election using News Browsing Behavior

2020年度 人工知能学会全国大会(第34回)にて発表した「ニュース閲覧行動を用いた選挙の争点分析」の発表資料です.
セッションの情報等はこちらで確認できます.
https://confit.atlas.jp/guide/event/jsai2020/subject/1L5-GS-5-02/entries

キーワード:ユーザー行動モデリング、ユーザーエンゲージメント、オンラインニュース

kuri8ive

June 09, 2020
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  1. ೥౓ ਓ޻஌ೳֶձશࠃେձʢୈճʣ +8FCΠϯςϦδΣϯεࣾձσʔλ෼ੳ
    r ೥݄೔
    χϡʔεӾཡߦಈΛ༻͍ͨબڍͷ૪఺෼ੳ
    ܀ຊ ਅଠ࿠ ؔ ت࢙
    ஜ೾େֶɼגࣜձࣾ(VOPTZ

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  2. ʲഎܠʳ૪఺ʹ͓͚ΔϝσΟΞͱ༗ݖऀͷlζϨz΍
    ͜Ε·Ͱͷ༗ݖऀͷؔ৺ௐࠪͷ՝୊Λ౿·͑
    ʲ४උʳχϡʔεӾཡߦಈΛऩूɼهࣄͷ෼ྨ΍ࢦඪͷࡦఆΛߦ͍ɼ
    ʲ෼ੳʳ૪఺ɾඇ૪఺΁ͷؔ৺ͷมԽ
    ֤૪఺΁ͷؔ৺ͷ෼෍
    ੈ࿦ௐࠪɾग़ޱௐࠪͱͷରԠ
    ͷͭͷ؍఺͔Βͷ෼ੳΛ࣮ࢪɼ
    ʲٞ࿦ʳ͞Βʹ෼ੳ͔Βͷࣔࠦͱຊݚڀͷ໰୊఺ʹ͍ͭͯ·ͱΊͨ
    ֓ཁ

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  3. എܠ
    Ԛ৬
    ޏ༻

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  4. എܠʛ૪఺ͷॏཁੑ

    ༗ݖऀ͸֤੓ౘͷ૪఺ʹର͢Δଶ౓Λ
    ౤ථͷ൑அࡐྉͱ͢Δ
    <%PXOT>
    ϝσΟΞͷใಓ͕
    ༗ݖऀͷؔ৺ʹӨڹ
    <.D$PNCT>
    ૪఺͸౤ථઌͷҙࢥܾఆʹ͓͍ͯॏཁͳ໾ׂΛՌͨ͢

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  5. ϝσΟΞͱ༗ݖऀ͸ҟͳΔࢹ఺Λ࣋ͪ <$POWFSTF>
    ૪఺ͱ༗ݖऀͷؔ৺ʹζϨ͕ੜ͡Δ <,PCBZBTIJ><#PD[LPXTLJ>
    എܠʛϝσΟΞͱ༗ݖऀͷlζϨz

    Ԛ৬
    ࣮ࡍɼࢀӃબͷௐࠪ <ڮݩ>Ͱ͸ใಓͰ઀ͨ͠ॱҐͱॏࢹͨ͠ॱҐʹ͕ࠩ͋ͬͨ
    ޏ༻Ґ ˠ Ґ ೥ۚҐ ˠ Ґ
    ޏ༻

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  6. എܠʛ͜Ε·Ͱͷ༗ݖऀͷؔ৺ௐࠪͷ՝୊

    ࣭໰ॱং΍࣭໰ͷ࡞੒ऀʹΑͬͯ
    ༷ʑͳόΠΞε͕ೖΓࠐΉ
    <1PETBLPGG>
    4/4Ͱൃ৴͢Δͷ͸
    ಛఆͷ੓࣏ౘ೿Λࢧ͍࣋ͯ͠Δਓ͕ଟ͍
    <,BMPHFSPQPVMPT>
    ໌ࣔతͳൃ৴͕ؔ৺Λຊ౰ʹද͍ͯ͠ΔͩΖ͏͔ʁ

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  7. ૪఺Λ࣠ͱͯ͠༗ݖऀͷؔ৺Λ໌Β͔ʹ͢Δ
    എܠʛຊݚڀͷ໨త

    ண໨ϙΠϯτχϡʔεӾཡߦಈ
    ໌ࣔతͳҙݟද໌ͱ͸ҟͳΔಛੑΛಘΒΕΔՄೳੑ
    ඃݧऀ࣮ݧͰσʔλΛऔ͍ͬͯͳ͍ͨΊ
    ܯռ৺͔Βීஈͱ͸ҟͳΔߦಈΛͱΒΕΔϦεΫ <ٶా>ͷখ͞͞
    ʁ

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  8. σʔλͷछྨ
    גࣜձࣾ(VOPTZ͕ఏڙ͢ΔχϡʔεαʔϏε
    σʔλৄࡉ
    هࣄ λΠτϧɼهࣄ௕ͳͲ

    Ӿཡߦಈ ΫϦοΫɼ଺ࡏ࣌ؒͳͲ

    σʔλऩूظؒ
    ೥ࢀӃબલ೔·Ͱͷिؒ ೥݄೔ʙ݄೔

    ४උʛσʔλͷ֓ཁ

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  9. ෼ྨج४
    ૪఺ൺֱهࣄΛࢀߟʹखಈͰઃఆͨؔ͠࿈୯ޠΛؚΉ͔
    ؚ·ͳ͍੓࣏هࣄ͸ඇ૪఺هࣄͱ͢Δ

    ྫʮ࠷௿௞ۚ ॳͷԁͷେ୆ͳΔ͔ʯ
    ˠ ܦࡁ
    ४උʛ૪఺ͷ෼ྨ

    ΫϥελϦϯάΛߦΘͳ͔ͬͨͷ͸ɼ
    զʑͷҎલͷݚڀ <ؔ>Ͱ
    ΰγοϓͷΫϥελ͕ෳ਺ܗ੒͞Ε͓ͯΓ
    ຊݚڀͰͷར༻ʹద͞ͳ͍ͱࢥΘΕͨͨΊ

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  10. ϝσΟΞଆ
    l هࣄ਺
    ϝσΟΞ͕͋Δ૪఺ʹ
    ؔ৺ΛڧΊΕ͹
    ͦͷ૪఺ʹؔ͢Δهࣄ͕
    ૿Ճ͢Δ͜ͱ͸ଥ౰Ͱ͋Δ
    Α͏ʹࢥΘΕΔ
    ४උʛؔ৺ͷఔ౓Λද͢ࢦඪ

    Ϣʔβʔଆ
    l ฏۉ17 QBHFWJFX

    l ฏۉ଺ࡏ࣌ؒ EXFMMUJNFɼ%5

    Ϣʔβʔͷؔ৺Λࣔ͢ࢦඪͱͯ͠
    ෯޿͘༻͍ΒΕ͍ͯΔ
    <"HJDIUFJO><#JMFOLP>
    l ฏۉಡྃ཰ SFBEMFOHUIɼ3-

    %5Λ֦ுͨ͠ WJFXQPSUUJNF<-BHVO>
    Λ؆қԽͨ͠ࢦඪ

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  11. ૪఺ɾඇ૪఺هࣄͷؔ৺ͷఔ౓͸
    બڍ͕ۙͮ͘ʹͭΕ໌֬ʹݱΕΔ
    બڍ͕ۙͮ͘ʹͭΕͯ
    Ϣʔβ͸૪఺ؔ࿈هࣄΛ෯޿͘ಡΉΑ͏ʹͳΔ
    ฏৗ࣌ΑΓ΋௚લͰಡΉΑ͏ʹͳͬͨ૪఺͸
    ੈ࿦ௐࠪͰ্Ґʹ͘Δ
    ෼ੳʛͭͷԾઆ

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  12. ໨త
    Ϣʔβʔ͕ඇ૪఺ΑΓ૪఺ʹؔ৺Λد͍ͤͯΔ͔Λ໌Β͔ʹ͢Δ
    ˞༧උௐࠪͰ੓࣏هࣄશମ΁ͷؔ৺ͷߴ·Γ͸طʹࣔࠦ͞Ε͍ͯΔ

    ࢦඪ
    ϝσΟΞଆ͸هࣄ਺ɼϢʔβʔଆ͸ฏۉ17
    ݕূํ๏
    ֤ࢦඪʹ͍ͭͯ࣌ܥྻมԽΛܭଌ͢Δ
    ෼ੳʛԾઆͷݕূ

    Ծઆ૪఺ɾඇ૪఺هࣄͷؔ৺ͷఔ౓͸બڍ͕ۙͮ͘ʹͭΕ໌֬ʹݱΕΔ

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  13. هࣄ਺ʹಛච͢΂͖܏޲͸ݟΒΕͳ͍͕
    Ϣʔβʔ͸બڍ௚લʹͳΔͱ૪఺ʹڧ͍ؔ৺Λࣔ͢
    ෼ੳʛԾઆͷݕূ݁Ռ

    ϝσΟΞଆ هࣄ਺
    Ϣʔβʔଆ ฏۉ17

    બڍ௚લ બڍ௚લ
    Ծઆ૪఺ɾඇ૪఺هࣄͷؔ৺ͷఔ౓͸બڍ͕ۙͮ͘ʹͭΕ໌֬ʹݱΕΔ

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  14. Ծઆ͕Ϣʔβʔʹؔͯ͠ద౰Ͱ͋Δͱࣔࠦ
    ෼ੳʛԾઆͷݕূ݁Ռ

    ϝσΟΞଆ هࣄ਺
    Ϣʔβʔଆ ฏۉ17

    બڍ௚લ બڍ௚લ
    Ծઆ૪఺ɾඇ૪఺هࣄͷؔ৺ͷఔ౓͸બڍ͕ۙͮ͘ʹͭΕ໌֬ʹݱΕΔ

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  15. ໨త
    બڍ௚લʹͳΔͱ౤ථͷҙࢥܾఆͷࢀߟʹ͢ΔͨΊ
    ૪఺ʹؔ͢Δ৘ใΛ෯޿͘νΣοΫ͢ΔΑ͏ʹͳΔ͔ݕূ͢Δ
    ࢦඪ
    ϝσΟΞଆ͸هࣄ਺ɼϢʔβʔଆ͸ฏۉ17
    ݕূํ๏
    ֤૪఺ʹ͍ͭͯͷࢦඪ͕ɼ
    ૪఺શମͷࢦඪʹ઎ΊΔׂ߹ͷ࣌ܥྻมԽΛܭଌ͢Δ
    ෼ੳʛԾઆͷݕূ

    Ծઆબڍ͕ۙͮ͘ʹͭΕͯϢʔβ͸૪఺ؔ࿈هࣄΛ෯޿͘ಡΉΑ͏ʹͳΔ

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  16. ϝσΟΞଆ هࣄ਺
    Ϣʔβʔଆ ฏۉ17

    ֤૪఺ʹ͍ͭͯຬวͳ͘ใಓ͞ΕΔҰํͰϢʔβʔͷؔ৺͸ภΓ͕େ͖͘
    ෯ͷ޿͞ͱબڍ·Ͱͷۙ͞ʹؔ܎ੑ͸ݟΒΕͳ͍
    ෼ੳʛԾઆͷݕূ݁Ռ

    Ծઆબڍ͕ۙͮ͘ʹͭΕͯϢʔβ͸૪఺ؔ࿈هࣄΛ෯޿͘ಡΉΑ͏ʹͳΔ
    બڍ௚લ બڍ௚લ

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  17. Ծઆ͸ෆద౰Ͱ͋Δͱߟ͑ΒΕΔ
    ෼ੳʛԾઆͷݕূ݁Ռ

    ϝσΟΞଆ هࣄ਺
    Ϣʔβʔଆ ฏۉ17

    Ծઆબڍ͕ۙͮ͘ʹͭΕͯϢʔβ͸૪఺ؔ࿈هࣄΛ෯޿͘ಡΉΑ͏ʹͳΔ
    બڍ௚લ બڍ௚લ

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  18. ໨త
    ௚લʹؔ৺ΛूΊΔ૪఺͸࣮ࡍͷ౤ථͰ΋ॏࢹ͞ΕΔ͔Ͳ͏͔Λ͔֬ΊΔ
    ࢦඪ
    ϝσΟΞଆ͸هࣄ਺ɼϢʔβʔଆ͸ฏۉ17ɼฏۉ଺ࡏ࣌ؒɼฏۉಡྃ཰
    ݕূํ๏
    ֤ࢦඪʹ͍ͭͯTVNͱEJGGͷ࣠ʹΑΔ૪఺ॱҐΛܭଌ͢Δ
    ˞TVN͸ूܭظؒͷ߹ܭɼ
    EJGG͸௚લ ʙि
    ͱฏৗ࣌ ʙि
    ͷࠩ

    ෼ੳʛԾઆͷݕূ

    Ծઆฏৗ࣌ΑΓ΋௚લͰಡΉΑ͏ʹͳͬͨ૪఺͸ੈ࿦ௐࠪͰ্Ґʹ͘Δ

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  19. TVN͸هࣄ਺ͱ17ͰҐ͕ੈ࿦ௐࠪͷҐͱҟͳ͍ͬͯΔ͕ɼ
    EJGG͸શࢦඪͰੈ࿦ௐࠪͱಉ͡Ґ
    ෼ੳʛԾઆͷݕূ݁Ռ

    ֤ࢦඪʹ͓͚Δ૪఺ॱҐ
    Ծઆฏৗ࣌ΑΓ΋௚લͰಡΉΑ͏ʹͳͬͨ૪఺͸ੈ࿦ௐࠪͰ্Ґʹ͘Δ

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  20. Ծઆ͸෦෼తʹద੾Ͱ͋ΔՄೳੑ
    ·ͨɼ߹ܭΛ༻͍Δ৔߹ͱൺ΂
    ฏৗ࣌ͱ௚લͷࠩΛ༻͍Δํ͕ΑΓద੾ͳਪଌ͕ՄೳͰ͋Δͱࣔࠦ
    ෼ੳʛԾઆͷݕূ݁Ռ

    ֤ࢦඪʹ͓͚Δ૪఺ॱҐ
    Ծઆฏৗ࣌ΑΓ΋௚લͰಡΉΑ͏ʹͳͬͨ૪఺͸ੈ࿦ௐࠪͰ্Ґʹ͘Δ

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  21. l ΦϯϥΠϯχϡʔεͱ૪఺
    l 17ͷ෼ࢄͷେ͖͞
    l ੓࣏هࣄͷಡ·ΕํͷมԽ
    l Ϣʔβʔͷؔ৺ΛΑΓΑ͘ද͢ࢦඪ
    l ੈ࿦ௐࠪճ౴ऀ૚ͱχϡʔεύεϢʔβʔ૚
    l ຊݚڀͷ໰୊఺
    ٞ࿦ʛ໨࣍

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  22. ϝσΟΞଆ هࣄ਺

    ΦϯϥΠϯχϡʔεར༻ऀ͸
    ಛʹ૪఺ʹؔ࿈ͨ͠ग़དྷࣄΛ௥੻Ͱ͖Δͱͨ͠ <5FXLTCVSZ>ͱ੔߹
    ٞ࿦ʛΦϯϥΠϯχϡʔεͱ૪఺

    Ϣʔβʔଆ ฏۉ17

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  23. 17 17ͷ෼෍
    17ͷ෼෍͸ϩϯάςʔϧ
    ˠਓؾهࣄ͕ग़Δ͔Ͳ͏͔Ͱେ͖͘มಈ
    ٞ࿦ʛ 17ͷ෼ࢄͷେ͖͞

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  24. બڍ௚લɼ଺ࡏ࣌ؒ͸୹͍͕هࣄ௕͸௕͍ ͔ͭ17͸૿Ճ

    ٞ࿦ʛ੓࣏هࣄͷಡ·ΕํͷมԽ

    ฏۉ଺ࡏ࣌ؒ %5
    ฏۉಡྃ཰ 3-

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  25. ฏۉ଺ࡏ࣌ؒ %5

    આ௚લ͸༷ʑͳ৘ใΛಘΔͨΊ֤هࣄΛͬ͟ͱோΊΔಡΈํʹͳ͍ͬͯΔ
    આ೔ৗతʹ੓࣏هࣄΛಡΉͷ͸੓࣏ʹҰఆҎ্ͷؔ৺͕͋ΔϢʔβʔ
    ٞ࿦ʛ੓࣏هࣄͷಡ·ΕํͷมԽ

    ฏۉಡྃ཰ 3-

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  26. O%$(ج४Ͱ࠷΋ੈ࿦ௐࠪʹ͔ۙͬͨͷ͸ฏۉಡྃ཰ͷ߹ܭ 3-TVN

    ˠ७ਮͳӾཡ਺ΑΓ΋
    Ϣʔβʔͷؔ৺͸ӾཡதͷߦಈʹΑΓݱΕ͍ͯΔՄೳੑΛࣔࠦ
    ٞ࿦ʛϢʔβʔͷؔ৺ΛΑΓΑ͘ද͢ࢦඪ

    ֤ࢦඪʹ͓͚Δ૪఺ॱҐ

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  27. ੈ࿦ௐࠪͰ͸ݍ֎ͷଟ༷ੑ͕͍͔ͭ͘ͷࢦඪͰొ৔
    ˠिʹճҎ্ωοτχϡʔεΛӾཡ͢Δਓ͸
    ॏཁ౓ͷॱҐ͕௿͍૪఺Λॏࢹ͢Δ܏޲͕ڧ͍ͱ͍͏ใࠂ ͕
    Ӿཡස౓໰Θͣ੔߹͢ΔՄೳੑΛࣔࠦ
    ٞ࿦ʛੈ࿦ௐࠪճ౴ऀ૚ͱχϡʔεύεϢʔβʔ૚

    ֤ࢦඪʹ͓͚Δ૪఺ॱҐ

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  28. ౷ܭݕఆͳͲʹΑΔݫີͳධՁͷະ࣮ࢪ
    ౷ܭతʹ༗ҙͰ͋Δ͔ٞ࿦Ͱ͖ͳ͍
    ୯ޠʹΑΔهࣄͷ૪఺෼ྨͷଥ౰ੑ
    λΠτϧʹؚ·Ε͍ͯͯ΋هࣄͷओ୊Ͱ͋Δͱ͸ݶΒͳ͍
    ྫʮ೔ຊͷ๺Ԥ࢈ܵ೑༌ೖ૿Λܯռ *8$୤ୀͰ&6୲౰ֳ྅ʯ
    ˠ ܦࡁʜʁ
    બ୒όΠΞεʹؔ͢Δݕূ͕ͳ͍
    χϡʔεύεͷϢʔβʔ૚ͱੈ࿦ௐࠪʹճ౴͢Δ૚͸
    ೥୅ͷ෼෍͕ҟͳΔͱࢥΘΕΔ
    ٞ࿦ʛຊݚڀͷ໰୊఺

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  29. ·ͱΊ
    χϡʔεӾཡߦಈʹண໨ͯ͠೥ࢀӃબͷ૪఺෼ੳΛߦ͍ɼ
    બڍʹۙͮ͘ʹͭΕ૪఺΁ͷؔ৺͕ߴ·Δ
    ֤૪఺΁ͷؔ৺͸ภΓ͕͋Δ
    ฏৗͱ௚લͷߦಈࠩͰ૪఺ॱҐΛҰ෦༧૝ՄೳͰ͋Δ
    ͜ͱΛࣔࠦ͢Δ݁ՌΛಘͨ
    ࠓޙͷ՝୊
    ੓ֶ࣏ͷઐ໳Ոͱ࿈ܞͯ͠෼ੳͷཻ౓Λࡉ͔͘͢Δ
    ૪఺ؔ࿈χϡʔεʹݴٴ͢ΔπΠʔτͱͷؔ܎ੑௐࠪ
    τϐοΫϞσϧ౳ͷ׆༻ʹΑΔӅΕ૪఺ͷൃݟ
    ݁࿦ʛ·ͱΊͱࠓޙͷ՝୊

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  30. l <%PXOT>%PXOT " FUBM"OFDPOPNJDUIFPSZPGEFNPDSBDZ

    l <.D$PNCT>.D$PNCT .&BOE4IBX %-5IFBHFOEBTFUUJOHGVODUJPOPGNBTTNFEJB
    1VCMJDPQJOJPORVBSUFSMZ

    l <$POWFSTF>$POWFSTF 1&5IFOBUVSFPGCFMJFGTZTUFNTJONBTTQVCMJDT
    $SJUJDBM
    SFWJFX

    l <,PCBZBTIJ>,PCBZBTIJ :*TTVF7PUJOHBOEUIFb.BOJGFTUP&MFDUJPO` +BQBOFTF+PVSOBMPG
    &MFDUPSBM4UVEJFT

    l <#PD[LPXTLJ>#PD[LPXTLJ 1+ .JUDIFMTUFJO & BOE8BMUFS .8IFOCVSHMBSBMBSNTTPVOE EP
    NPOJUPSJBMDJUJ[FOTQBZBUUFOUJPOUPUIFN 5IFPOMJOFOFXTDIPJDFTPGKPVSOBMJTUTBOEDPOTVNFST
    EVSJOHBOEBGUFSUIF64FMFDUJPODZDMF 1PMJUJDBM$PNNVOJDBUJPO

    l <ڮݩ>ڮݩ ྑ໌ খּݪ ੝ߒ ՏҪ େհ ௕ᖛ ݑ ੁ໺ ઍਘɿωοτબڍղې͸Ͳ͏ड͚ೖΕΒΕ͔ͨύ
    ωϧௐࠪʹΑΔબڍ৘ใར༻ߦಈͷ࣮ଶ ౦ژେֶେֶӃ৘ใֶ؀৘ใֶݚڀௐࠪݚڀฤ

    ࢀߟจݙ

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