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。

Transcript

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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