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データビジュアライゼーション講習のご案内

 データビジュアライゼーション講習のご案内

企業さま対象の出張研修「データビジュアライゼーション講習」のご案内資料です。

Yuichi Yazaki

June 15, 2018
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  1. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλར׆༻
    σʔλ
    ϏδϡΞϥΠθʔγϣϯ
    ߨश
    ߹ಉձࣾϊʔςʔγϣϯʗ໼࡚༟Ұ

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  2. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ࣮ࢪൣғͱޮՌ

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  3. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλϏδϡΞϥΠθʔγϣϯͷ
    ϫʔΫϑϩʔͱຊࣄۀͰͷ࣮ࢪൣғ

    ϗϫΠτϘʔυɾ
    ໛଄ࢴΛ༻͍ͨϫʔ
    ΫͰɺར༻σʔλ
    ͱՄࢹԽܭըΛ౿
    ·͑ͨԾઆΛཱͯ
    ΔϫʔΫͰ͢ɻ
    ݪཧݪଇΛ஌Γɺσʔλͷ
    ߏ଄ʹ͋ͬͨՄࢹԽͷखஈ
    Λݕ౼͢ΔྗΛ਎ʹ͚ͭ·
    ͢ɻ
    Ұ͔ͭೋͭఔ౓ͷπʔ
    ϧʗٕज़ʹಛԽ͠ɺ࢖
    ͍ํΛֶͼ·͢ɻ

    جૅతͳσʔλͷ
    ѻ͍ʢΫϨϯδϯά
    ɺ
    ूܭɺՃ޻ͳͲʣ
    Λֶͼ·͢ɻ
    ԾઆΛཱͯΔ
    hypothesize
    σʔλऩू
    collect
    σʔλ੔ܗ
    shape
    σʔλղੳ
    analyze
    ՄࢹԽܭը
    plan
    ࣮૷
    implement
    දݱ
    represent
    ਫ਼៛Խ
    refine
    σʔλ෼ੳ σʔλՄࢹԽ
    σʔλ෼ੳ σʔλՄࢹԽ

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  4. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλ෼ੳʹ͓͚Δ
    ຊࣄۀͰͷ࣮ࢪൣғ
    Ϗοάσʔλͷσʔλ෼ੳ
    ্ڃͷ౷ܭख๏ʢ&YDFMͰग़དྷͳ͍ʣΛ༻͍ͨσʔλ෼ੳ
    جૅతͳ౷ܭख๏ʢ&YDFMͰग़དྷΔʣΛ༻͍ͨσʔλ෼ੳ
    جૅతͳσʔλͷѻ͍ʢΫϨϯδϯάɺूܭɺՃ޻ͳͲʣ
    ՝୊ͷఆٛͱߏ଄Խɺར༻σʔλͱՄࢹԽܭը
    ѻ͍·͢
    ѻ͍·ͤΜ
    جૅతɾந৅౓
    ߴ͍
    ઐ໳త
    ͍ͣΕ͔Λબ୒͍͖ͨͩ·͢

    σʔλ෼ੳ

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  5. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλՄࢹԽʹ͓͚Δ
    ຊࣄۀͰͷ࣮ࢪൣғ
    ๮άϥϑɺԁάϥϑɺ
    ંΕઢάϥϑFUD
    ஍ཧۭؒɾ࣌ؒ
    αΠΤϯςΟϑΟοΫɾ
    ϏδϡΞϥΠθʔγϣϯ
    ѻ͍·͢ ѻ͍·ͤΜ
    ͍ͣΕ͔Λબ୒͍͖ͨͩ·͢

    σʔλՄࢹԽ
    ωοτϫʔΫɾ֊૚
    ΫϦΤΠςΟϒɾ
    ίʔσΟϯά
    %දݱ

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  6. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ظ଴Ͱ͖ΔޮՌ
    w σʔλΛѻ͏ϦςϥγʔΛ਎ʹ͚ͭΒΕΔ
    w νϟʔτΛಡΈղ͖ɺ࢖͍෼͚ΔϦςϥγʔͷ޲্
    w &YDFMͰߦ͏Ҏ্ͷՄࢹԽͷखஈΛ਎ʹ͚ͭΔ
    w ৘ใσβΠϯʢ৭΍ϨΠΞ΢τʣ΁ͷϦςϥγʔͷ޲্
    σʔλ෼ੳ σʔλՄࢹԽ

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  7. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ߨशίʔε঺հ

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  8. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλͷՄࢹԽʢඪ४ʣ
    σʔλՄࢹԽ
    σʔλͷՄࢹԽʹ͍ͭͯͷೖ໳ฤͱͯ͠ɺاըɺฤूɺσβΠϯɺΤϯδχΞͳͲɺଟ༷
    ͳ৬ۀͷํʹ΋͝׆༻͍͚ͨͩΔʮϞϊͷݟํʯΛ͝ఏڙ͠·͢ɻ
    ࠲ֶʢ࣌ؒʣσʔλϏδϡΞϥΠθʔγϣϯͷྺ࢙ʗΠϯϑΥάϥϑΟοΫͱσʔλϏ
    δϡΞϥΠθʔγϣϯͷҧ͍ʗ୳ࡧతՄࢹԽͱ֬ূతՄࢹԽʗՊֶతՄࢹԽͱ৘ใՄࢹ
    ԽʗσʔλϏδϡΞϥΠθʔγϣϯʹग़དྷΔ͜ͱ
    ࣮शʢ࣌ؒʣ΢ΣϒΞϓϦͷૢ࡞ํ๏ͷجૅΛशಘ
    ॳڃ

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  9. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ϏδωεɾσʔλɾϓϨθϯςʔγϣϯ
    σʔλՄࢹԽ
    ࢿྉʹඞཁͳνϟʔτͷબͼํ΍ෆద੾ͳྫΛཧղ͠ɺσβΠφʔͰͳ͍ํʹ΋৘ใσ
    βΠϯ΍৭ͷ࢖͍ํͷΤοηϯεΛ͝ఏڙ͠·͢ɻ
    ࠲ֶʢ࣌ؒʣ΋͏ὃ͞Εͳ͍ʂνϟʔτؒҧ͍୳͠ʗਖ਼͍͠νϟʔτબ୒ͷͨΊͷجૅ
    ஌ࣝʗ৘ใσβΠϯͱͯ͠ͷσʔλϓϨθϯςʔγϣϯʢ෼ʣ
    ࣮शʢ࣌ؒʣఆྔσʔλͷՄࢹԽΤΫααΠζʗఆੑσʔλͷՄࢹԽΤΫααΠζʗ෮
    शɾࣗशɾ͓࣋ͪࠐΈνϟʔτͷݸผϨϏϡʔ
    ॳڃ

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  10. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ஍ཧۭؒͷՄࢹԽ
    σʔλՄࢹԽ
    ஍ཧۭؒɺҰൠతʹ͸஍ਤͱͯ͠஌ΒΕ͍ͯΔ΋ͷͷՄࢹԽͷ۩ମతʹ͸ख๏ʹ͍ͭͯ
    ͝ఏڙ͠·͢ɻ೔ຊޠͰ͸͓ͦΒ͘͜͜ͰͷΈֶͿ͜ͱ͕Ͱ͖Δ಺༰Ͱ͢ɻ
    ࠲ֶʢ࣌ؒʣ஍ਤͷجૅ஌ࣝʗओ୊ਤʗσʔλͷಛ࣭ͱ஍ਤදݱͷछྨʗΧϥʔεΩʔ
    Ϝʗ֊ڃ෼ྨ
    ࣮शʢ࣌ؒʣϕʔεϚοϓͱςʔϚσʔλͷछྨʗ஍ܗσʔλͷऔಘʗ2(*4Ͱͷଐੑ
    ςʔϒϧͷฤूʗίϩϓϨεϚοϓʗυοτϚοϓ
    ॳڃ

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  11. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ࡒ຿৘ใͷՄࢹԽ
    σʔλՄࢹԽ
    ࡒ຿ॾදσʔλͷཧղ͔Β࢝·ΓɺಠࣗՄࢹԽπʔϧʹΑΔΛ༻͍ͯࢦඪ͔ΒҙຯΛൃ
    ݟ͠·͢ʢࠓޙ͝ఏڙ༧ఆʣɻ
    ࠲ֶʢ࣌ؒʣσʔλͷࡏΓॲʗ#4ɺ$4ɺ1-ͷݟํʗධՁࢦඪͷߟ͑ํ
    ࣮शʢ࣌ؒʣσʔλऩूʗऩӹੑͷ෼ੳ
    ॳڃ

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  12. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ωοτϫʔΫͷՄࢹԽ
    σʔλՄࢹԽ
    ωοτϫʔΫʢؔ܎ੑʣʹՁ஋Λݟग़͢ωοτϫʔΫɾαΠΤϯεͱ͍͏ྖҬʹ͓͍ͯɺ
    ѻ͏ςʔϚ͕ࣗવՊֶɺࣾձՊֶɺࣾձֶͳͲҟͳΔ΋ͷͰ͋ͬͯ΋ɺڞ௨ͷ෼ੳख๏
    ΍ՄࢹԽख๏͕ద༻ՄೳͰ͢ɻ͜͜Ͱ͸ՄࢹԽख๏ʹ஫໨͠ɺදݱύλʔϯ΍׆༻ྫΛ
    औΓѻ͍·͢ɻ
    ࠲ֶʢ࣌ؒʣάϥϑཧ࿦ʗωοτϫʔΫදݱͷछྨʗωοτϫʔΫͷϨΠΞ΢τํ๏ʗ
    ωοτϫʔΫղੳख๏ʗࣄྫ঺հ
    ࣮शʢ࣌ؒʣ(FQIJͷૢ࡞ํ๏ͷجૅΛशಘ
    ॳڃ

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  13. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ֊૚ߏ଄ͷՄࢹԽ
    σʔλՄࢹԽ
    ݹ͘͸फڭըɾՈܥਤ͔Βɺ࠷ۙͰ͸גՁͷΦϯϥΠϯνϟʔτ·Ͱɻ֊૚ߏ଄͕࣋ͭ
    ੈք؍ͱͦͷ׆༻ํ๏Λ͝ఏҊ͠·͢ɻ
    ࠲ֶʢ࣌ؒʣՄࢹԽͷྺ࢙ʗσʔλͷಛੑʗϏδϡΞϧม਺ͷछྨʗՄࢹԽදݱͷछྨ
    ࣮शʢ࣌ؒʣ΢ΣϒΞϓϦͷૢ࡞ํ๏ͷجૅΛशಘ
    ॳڃ

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  14. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ࣌ؒͷՄࢹԽ
    σʔλՄࢹԽ
    ࣌ؒͷܦաʹΑͬͯɺ͋Δݱ৅͕Ͳ͏มԽ͢Δͷ͔ɻྺ࢙ͷΑ͏ͳ௕͍ظؒͷ၆ᛌ͔Β
    ݄͝ͱͷചΓ্͛ͷมԽ·Ͱɻ
    ࠲ֶʢ࣌ؒʣՄࢹԽͷྺ࢙ʗσʔλͷಛੑʗϏδϡΞϧม਺ͷछྨʗՄࢹԽදݱͷछྨ
    ࣮शʢ࣌ؒʣ΢ΣϒΞϓϦͷૢ࡞ํ๏ͷجૅΛशಘ
    ॳڃ

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  15. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ΫϦΤΠςΟϒɾίʔσΟϯά
    σʔλՄࢹԽ
    ϓϩάϥϛϯάͰΞʔτදݱΛͭ͘Δख๏Ͱ͢ɻ1SPDFTTJOHʹΑΔॻ੶͕೔ຊޠͰଟ਺
    ग़൛͞Ε͍ͯ·͢ɻ
    ࠲ֶʢ࣌ؒʣΫϦΤΠςΟϒɾίʔσΟϯά֓࿦r
    ࣮शʢ࣌ؒʣ1SPDFTTJOHʹΑΔ࣮शʢ఺ɾઢɾ໘ͱ࣍ݩΛ૿΍͠ͳ͕Βɺࣗ༝ʹඳ͘ʣ
    ॳڃ

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  16. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ߨश಺༰ͷҰ෦঺հ

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  17. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ωΠαϯɾγΣυϩϑ*OGPSNBUJPO%FTJHOͷʮཧղͷεϖΫτϧʯΛݩʹɺ໼࡚͕࡞੒
    ܦݧ
    ɾΦʔϓϯσʔλ
    ɾηϯαʔσʔλ
    ͳͲଘࡏ͢Δ
    σʔλ͢΂ͯ
    هԱʹ
    ࢒ΓͮΒ͍
    ୹ظهԱʹ
    ࢒Δ
    ௕ظهԱʹ
    ࢒Δ
    ৗࣝʹͳΔ
    ৘ใͱܦݧ͕
    ड͚खͷதͰ
    ҰମԽͨ͠΋ͷ
    σʔλ͕
    ɾந৅Խ
    ɾՄࢹԽ
    ͞Εͨ΋ͷ
    ଟ͘ͷਓ͕
    ڞ༗͢Δ
    ஌ࣝ
    σʔλ ৘ใ ஌ࣝ ஌ܙ
    σʔλ͔Β஌ܙ΁

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  18. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    w ಈతͳදݱ͕Ͱ͖Δ
    w ର࿩తͰ͋Δ
    w ఆੑσʔλΛ၆ᛌతʹ೺ѲͰ͖Δ
    w ࣍ੈ୅ͷ஍ਤ
    w දݱͷ෯Λ֦ு
    w ूܭ͠ͳ͍ʗσʔλ෼ੳͷେऺԽ
    w ৽͍͠୯Ґ
    w ৽͍͠Ձ஋؍
    w ၆ᛌࢹ఺Λݸผࢹ఺ʹ
    σʔλϏδϡΞϥΠθʔγϣϯͳΒͰ͸ͷಛ௃

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  19. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    σʔλεέʔϧ
    σʔλ
    ྔతσʔλ
    Quantitative Variable
    Qualitative Variable
    ordinal scale
    interval scale
    ִؒεέʔϧ
    ratio scale
    ൺྫεέʔϧ
    ࣭తσʔλ
    ॱংεέʔϧ
    nominal scale
    ໊ٛεέʔϧ
    ࠷ස஋
    ར༻Մೳͳ୅ද஋
    ར༻Մೳͳ࢛ଇܭࢉ
    தԝ஋ ࢉज़ฏۉ زԿฏۉ
    ࠷ස஋ தԝ஋ ࢉज़ฏۉ
    ࠷ස஋ தԝ஋
    ࠷ස஋

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  20. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ෼෍ ॱং ࣌ܥྻ
    มԽ
    ߏ੒ ൺֱ ෼ྨ
    ԁάϥϑ
    1JF$IBSU
    ϥΠϯɾνϟʔτ
    -JOF$IBSU
    )JTUPHSBN
    ώετάϥϜ
    εϩʔϓάϥϑ
    4MPQFHSBQI
    όʔɾνϟʔτ
    #BS$IBSU

    EJNFOTJPO

    EJNFOTJPO

    EJNFOTJPO
    .VMUJ
    EJNFOTJPO
    όϒϧɾνϟʔτ
    #VCCMF$IBSU
    4DBUUFSQMPU
    ࢄ෍ਤ
    ΤϦΞɾνϟʔτ
    "SFB$IBSU
    ϨΠμʔɾνϟʔτ
    3BEBS$IBSU
    ύϥϨϧɾίʔσΟωΠτ
    1BSBMMFM$PPSEJOBUFT
    ฏߦηοτ
    1BSBMMFM4FU
    εϩʔϓάϥϑ
    4MPQFHSBQI
    εϩʔϓάϥϑ
    4MPQFHSBQI
    πϦʔɾϚοϓ
    5SFF.BQ
    $JSDMF$IBSU
    αʔΫϧɾνϟʔτ
    Ϛϧνɾ
    ϥΠϯɾνϟʔτ
    .VMUJ-JOF$IBSU
    ੵΈॏͶ
    ΤϦΞɾνϟʔτ
    4UBDLFE"SFB$IBSU
    Ϛϧνԁάϥϑ
    .VMUJ1JF$IBSU
    άϧʔϓɾ
    όʔɾνϟʔτ
    (SPVQFE#BS$IBSU
    UJNFTDBMF
    ΧϨϯμʔ
    νϟʔτ
    $BMFOEBS$IBSU
    ԁάϥϑ
    1JF$IBSU
    νϟʔτͷରԠ͢Δσ
    Οϝϯγϣϯ਺

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  21. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    υοτີ౓Ϛοϓ
    %PU%FOTJUZ.BQPS%PU%JTUSJCVUJPO.BQ
    IUUQTGBUIPNJOGPOPUFCPPL
    υοτີ౓Ϛοϓ͸ɺυοτΛ࢖༻ͯ͠ɺσʔλͷ஍ཧతͳɺີ౓ɺ෼෍ɺεΩϡʔΛࣔ͢஍ਤͰ͢ɻ֤υοτ͸ɺಉ͡
    ਺ͷσʔλϨίʔυΛද͠·͢ɻͭͷυοτ͕ϨίʔυΛද͢৔߹ɺυοτͷྖҬ͸ ϨίʔυΛࣔ͠·͢ɻ
    ඳը͞ΕΔυοτ͸ਖ਼֬ʹσʔλͷ஍఺Λදݱ͍ͯ͠ΔΘ͚Ͱ͸ͳ͘ɺ͋͘·Ͱີ౓Λࣔͨ͢Ίͷ΋ͷͰ͋Γɺ͕ͦ͜
    ʮυοτɾϚοϓʯͱͷҧ͍Ͱ͢ɻϙΠϯτγϯϘϧͱͯ͠ޡಡ͞ΕΔՄೳੑ͕͋Γ·͢ɻ

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  22. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ར༻πʔϧ

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  23. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ஍ਤͷՄࢹԽπʔϧ
    ωοτϫʔΫՄࢹԽπʔϧ
    ςΩετσʔλͷ෼ੳπʔϧ
    Ϧʔαε
    ωοτϫʔΫՄࢹԽπʔϧ
    +VQZUFS/PUFCPPLͷΫϥ΢υ൛QMPUMZ

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  24. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ։࠵·ͰͷྲྀΕ

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  25. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ͝આ໌
    ࣮ࢪܭըͱ͓ݟੵͷఏࣔ
    ͝ൃ஫
    ଧͪ߹Θͤ
    ࣮ࢪ
    ϑΥϩʔΞοϓ
    ฐࣾͷࣄۀ಺༰ʹ͍ͭͯ͝঺հ͍͖ͤͯͨͩ͞ɺ͝ґཔͷझࢫɺ໨తͳͲΛ͓࢕͍͍͖ͤͯͨͩ͞·͢ɻ
    ॳճ૬ஊ͔Β̍िؒҎ಺ʹɺฐ͔ࣾΒϝʔϧʹ͓ͯૹΓ͠·͢ɻ
    ϝʔϧ͔ॻ໘ʹͯ͝ൃ஫͍͖ͨͩ·͢ɻ
    ࣮ࢪʹ޲͚ͯ۩ମతͳଧͪ߹ΘͤΛߦ͍·͢ɻ௨ৗʙճఔ౓Λ૝ఆ͍ͯ͠·͢ɻ
    λΠϜςʔϒϧʹଇͬͯਐߦ͠·͢ɻ
    ඞཁʹԠͯ͡ɺ࣍ճࢪࡦͷఏҊ΍ใࠂॻ࡞੒ͷαϙʔτͳͲߦΘ͍͖ͤͯͨͩ·͢ʢΦϓγϣϯʣɻ
    ໿̍ʙ
    िؒҎ಺
    िؒʙ

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  26. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ࣮੷঺հ

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  27. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ։࠵࣮੷ʹ͍ͭͯ
    ϨΪϡϥʔߨٛɿגࣜձࣾ೔ཱ੡࡞ॴʗଟຎඒज़େֶ
    ʗσδλϧϋϦ΢ου
    ϋϯζΦϯɾϫʔΫγϣοϓͷڞ࠵ɾߨࢣɿγϒϠେֶ
    ʗ಺ֳ׭๪ʗถࠃେ࢖ؗʗԣ඿ࢢܦࡁہʗ'044(
    )PLLBJEPʗ.53-,:050ʗͳͲଟ਺
    ߨٛɾߨԋɿࢿੜಊδϟύϯגࣜձࣾʗ೔ຊܦࡁ৽ฉ
    ࣾʗਗ਼ਫݐઃגࣜձࣾʗ૯຿ল౷ܭہʗ஍ཧ৘ใγες
    ϜֶձʗσʔλΤΫενΣϯδίϯιʔγΞϜʗ౦ւେ
    ֶʢεΫʔʣʗ౦ژେֶ$4*4ʗ$PEF'PS+BQBOʗͳͲ
    ଟ਺

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  28. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ୅දࣾһ໼࡚༟Ұʹ͍ͭͯ
    w ଟຎඒज़େֶ৘ใσβΠϯֶՊඇৗۈߨࢣ
    w ߹ಉձࣾϊʔςʔγϣϯ୅දࣾһ
    w σʔλɾϏδϡΞϥΠθʔγϣϯɾδϟύϯൃىਓ
    w ίʔυɾϑΥʔɾτ΢Ωϣ΢୅ද
    w ౦ژେֶۭؒ৘ใՊֶݚڀηϯλʔڠྗݚڀһ
    w ͓΋ͪΌίϯαϧλϯτ
    http://www.tamabi.ac.jp/dept/id/course_design.htm
    http://notation.co.jp/
    https://www.facebook.com/groups/datavizjapan/
    http://codefor.tokyo/
    http://www.csis.u-tokyo.ac.jp/japanese/index.html
    http://toy-by-algorithm.com/

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  29. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    IUUQCZMJOFTOFXTZBIPPDPKQZB[BLJZVJDIJ
    :BIPPχϡʔεݸਓͰࣾձ՝୊ʹ͍ͭͯͷهࣄΛ࿈ࡌ։࢝

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  30. 3&4"4ͷڭՊॻ
    IUUQXXXBNB[PODPKQEQ
    ষ3&4"4ͰൃݟͰ͖Δ͜ͱ
    ষ3&4"4Ϛοϓ૯ཡ
    ষ࣏ࣗମɾ஍Ҭͷ෼ੳࣄྫू
    ষ&YDFMͰ؆୯ʹͰ͖Δ౷ܭղੳ
    ʜ͓ͨʹ୅දऔక໾খ୩༞Ұ࿕ࢯ
    ষڭҭݱ৔ʹ͓͚Δ׆༻ͷ࣮ࡍ
    ʜۚ୔େֶদӜٛতࢯ
    ষ஍ݩͰϫʔΫγϣοϓΛ։͜͏
    ʜ$PEFGPS5PLZP໼࡚༟Ұӿຊਅඒ
    ষਐԽΛଓ͚Δ3&4"4
    ষ׆༻ΛՃ଎͢ΔΦʔϓϯσʔλू

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  31. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ྉۚʹ͍ͭͯ

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  32. ˜/PUBUJPO--$ BMMSJHIUTSFTFSWFE
    ྉۚʹ͍ͭͯ
    ͓Ұਓɿສԁʢ੫ผʣʗ೔ʢߨٛ࣌ؒԋश࣌ؒʣ
    ʢස౓΍ਓ਺ʹΑΔϘϦϡʔϜɾσΟεΧ΢ϯτɺରԠ͍ͨ͠·͢ɻʣ
    αϙʔτελοϑʢಉ࣌ʹ໊Ҏ্ͷ৔߹ʣ
    ɿҰਓ͋ͨΓສԁʗ೔

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  33. IUUQTEBUBWJ[MFDUVSFTDPN
    IUUQTOPUBUJPODPKQ
    IUUQTWJTVBMJ[JOHKQ
    JOGP!OPUBUJPODPKQ

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