ユーザー体験にフォーカスした管理画面の実装 - Developers Summit 2018 KANSAI

ユーザー体験にフォーカスした管理画面の実装 - Developers Summit 2018 KANSAI

Developers Summit 2018 KANSAI で発表したスライドになります
https://event.shoeisha.jp/devsumi/20180928/session/1809/

Developers Summit 2018 の内容の構成を変え、少し差し込みを入れています。

39b48efe3422d1c8a48f28aad53e209a?s=128

LeonardoKen Orihara

September 28, 2018
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  1. ϢʔβʔମݧʹϑΥʔΧεͨ͠؅ཧը໘ͷ࣮૷ ંݪ ϨΦφϧυݡ

  2. ંݪ ϨΦφϧυݡʢࡀʣ ϑϩϯτΤϯυΤϯδχΞ !-FPOBSEP@FOHS ંݪ ϨΦφϧυݡ

  3. ͦͷલʹ ʹ͸ θϛ੍౓ ͕͋Γ·͢  ۀ຿࣌ؒதͷ Λ࢖͑Δ  ۀ຿֎ͷษڧ͕Ͱ͖Δ ࣗ෼͸

    Ϣʔβʔମݧ୳ٻθϛ ͱ͍͏΋ͷΛӡӦ͍ͯ͠·͢
  4. ͳʹΛͨ͠ͷʁ ͸͡Ίʹ ؅ཧը໘ͷ69Λվળͨ͠࿩Λ͠·͢

  5. ͳʹΛͨ͠ͷʁ ͸͡Ίʹ ؅ཧը໘ͷ69Λվળͨ͠࿩Λ͠·͢

  6. $"-JOLͱ͸ ͸͡Ίʹ -*/&ϏδωείωΫτΛར༻ͨ͠ϚʔέςΟϯάπʔϧ ؅ཧը໘Ͱ഑৴Λઃఆ $3.ͳͲͰλʔήςΟϯάʗϦλή΋     

    
  7. Ͳ͏ͯ͠؅ཧը໘Λ࠶ઃܭͨ͠ͷʁ ͸͡Ίʹ  ؅ཧը໘Ͱ͸ઃఆͰ͖ͳ͍߲໨ͳͲ΋͋ΓɺΤϯδχΞґཔ΋  ސ٬ղ์΋ݟਾ͑ͯ࠶ઃܭ͢Δඞཁ͕͋Δ ސ٬֦େʹ൐͏ΦϖϨʔγϣϯίετ֦େ  ɾϢʔβʔ؅ཧͲ͏͢Δͷ ɾ-*/&ΞΧ΢ϯτͱͷඥ͚ͮͲ͏͢Δͷ

    ɾηΩϡϦςΟؾΛ͚ͭͳ͍ͱ ͳͲͳͲ
  8. ϑϩϯτΤϯυతϙΠϯτ ͸͡Ίʹ θϛͰֶΜͩ 69తࢪࡦΛ੝ΓࠐΈ͍ͨʂ  ϛεΦϖϨʔγϣϯͷݮগ  ৘ใઃܭͷ࠷దԽʢͲ͏͍͏৘ใ͕Ͳ͏͍͏ͱ͜Ζʹ͋Δ͔ʣ  ػೳͷ୹བྷԽʢΤΩεύʔτϢʔβʔ޲͚ࢪࡦʣ

     ͦΕͰ͍ͯɺҎલͷ࢖༻ײΛେ෯ʹม͑Δ͜ͱ͸͠ͳ͍ʢΤΩεύʔτϢʔβʔ޲͚ࢪࡦʣ 
  9. 69Λྑ͘͠Α͏ͱߟ͑ͨ࣌         

      ͜Μͳݴ༿͕಄ʹු͔Ϳ͔ͱࢥ͍·͢
  10. ࠓճ࿩͢಺༰ͷΩʔϫʔυ  ਺ࣈ PSݟ͑ΔԽͯ͠ྑ͞Λݟ·͠ΐ͏ͷΑ͏ͳ಺༰      

      
  11.  Ͳ͏΍ͬͯ 69ΛݟΔʗଌΔʁ  ҹ৅ͷมԽΛݟΔʗଌΔ  ݟͨ໨ͷධՁΛ͢Δ  UP#ͩͱ 69ͬͯมΘΔʁ

  12.  Ͳ͏΍ͬͯ 69ΛݟΔʗଌΔ

  13. ʮ69తʹྑ͍ʯΛݟΔ ఆྔతʹ 69ΛධՁ͍ͨ͠ ˠ ϢʔβϏϦςΟܭଌ͕Ұൠత Ͳ͏΍ͬͯ 69Λ ݟΔɾଌΔʁ ༷ʑͳϝτϦΫεΛऔಘ͢Δ ϢʔβʔͷҙݟΛ֬ೝ

    ύϑΥʔϚϯεɺΤϥʔɺߦಈɾੜཧɺ ༷ʑͳ൓ԠΛܭଌʗൺֱ ϢʔβʔΠϯλϏϡʔ΍Ξϯέʔτ ࣗݾਃࠂϝτϦΫεͱ΋  
  14. ύϑΥʔϚϯεϝτϦΫε λεΫ੒ޭ཰ ઃఆͨ͠λεΫ͕੒ޭ͔ͨ͠ ੒ޭ PSࣦഊ λεΫ࣌ؒ λεΫʹ͔͔ͬͨ࣌ؒΛܭଌ Τϥʔ ೖྗϛεɺૢ࡞ϛεΛΧ΢ϯτ ޮ཰

    λεΫͱ͸ؔ܎ͳ͍ૢ࡞ΛΧ΢ϯτ ֶशՄ༻ੑ ճ਺ɾ࣌ؒܦաͰͷ্هύϑΥʔϚϯεͷมԽΛΈΔ Ͳ͏΍ͬͯ 69Λ ݟΔɾଌΔʁ
  15. ໎͍౓  ύϑΥʔϚϯεϝτϦΫε ໎͍౓ ɿλεΫ࣮ߦதʹӾཡͨ͠ҟͳΔϖʔδͷ਺ʢϢχʔΫϏϡʔʣ ɿλεΫ࣮ߦதʹӾཡͨ͠ϖʔδͷ਺ʢϖʔδϏϡʔʣ ɿλεΫΛ׬ྃ͢ΔͨΊͷ࠷খϖʔδ਺ - ׬ᘳͳεςοϓΛ౿Ί͹ 

    - Ҏ্Ͱ໌Β͔ʹ໎ͬͯݟ͑Δ͜ͱ͕ଟ͍ ϖʔδ " ϖʔδ # ϖʔδ # ϖʔδ % ϖʔδ & ϖʔδ # 6 6 2 6 . 0 ϖʔδ $ Ͳ͏΍ͬͯ 69Λ ݟΔɾଌΔʁ
  16. ύϑΥʔϚϯεϝτϦΫεͰ൑ผՄೳͩͬͨ໰୊ #VUUFSGMZCBMMPU Ͳ͏΍ͬͯ 69Λ ݟΔɾଌΔʁ

  17. ύϑΥʔϚϯεϝτϦΫεͰ൑ผՄೳͩͬͨ໰୊ #MVGGUPO6OJWFSTJUZCVTDSBTI        

      Ͳ͏΍ͬͯ 69Λ ݟΔɾଌΔʁ
  18. ࣗಈԠ౴ϝοηʔδઃఆը໘Λվྑͯ͠ΈΔ έʔεελσΟ

  19. ࣗಈԠ౴ϝοηʔδͱ͸ Ϣʔβʔ͕ ̋̋ ͱݴͬͨΒ Ϙοτ͕ ˘˘ ͱฦ͢ ͱ͍͏ઃఆ ͜Μʹͪ͸ ϋδϝϚγς

     ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  20. ݱߦ؅ཧը໘ͷࣗಈԠ౴ϝοηʔδઃఆ 6* ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ  

  21. ݱߦ؅ཧը໘ͷࣗಈԠ౴ϝοηʔδઃఆ 6*     ͜ͷ͕̎ͭ࠷ॏཁ   

     ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  22. ݱߦ؅ཧը໘ͷࣗಈԠ౴ϝοηʔδઃఆ 6*       ͜ͷ͕̎ͭ࠷ॏཁ ͦͷଞͷ߲໨΋ඞਢ͚ͩͲɺ

    ϝΠϯͷಋઢ͔Β͸֎͍ͨ͠ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  23. ݱߦ؅ཧը໘ͷࣗಈԠ౴ϝοηʔδઃఆ 6* ͜Μʹͪ͸ ϋδϝϚγς ԾઆΛཱͯͯΈΔ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  24. ݱߦ؅ཧը໘ͷࣗಈԠ౴ϝοηʔδઃఆ 6* ԾઆΛཱͯͯΈΔ ! !     

       ! ! ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  25. मਖ਼ͨࣗ͠ಈԠ౴ϝοηʔδઃఆ 6* ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  26. मਖ਼ͨࣗ͠ಈԠ౴ϝοηʔδઃఆ 6* ඞཁͳཁૉ͚ͩΛ ඞཁͱࢥ͏ॱ൪Ͱ഑ஔͯ͠ΈΔ    ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  27. मਖ਼ͨࣗ͠ಈԠ౴ϝοηʔδઃఆ 6* ϢʔβʔͱϘοτ ͲͬͪͷจݴΛઃఆ͢Δ͔Λ໌֬ʹͯ͠ΈΔ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  28. मਖ਼ͨࣗ͠ಈԠ౴ϝοηʔδઃఆ 6* ؅ཧઃఆͱ͍͏߲໨Λઃ͚ͯ ϝΠϯλεΫ͔Βഉআͨͭ͠΋Γ ͜͜ͷཁૉ͸ࣗಈͰઃఆ͞ΕΔ͔ɺ σϑΥϧτ஋͕ܾ·͍ͬͯΔͱ͍ͯ͠Δ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  29. 69 ͷൺֱ Ͳ͕ͬͪྑ͍ 69͔ʢԾઆ͸ਖ਼͍͔͠ʣΛςετ͢Δ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ݱߦ ৽

  30. Ϣʔβʔςετ͸Կਓඞཁ͔ ౓ͷϢʔβϏϦςΟςετ͸̑ਓͰे෼ͱݴΘΕ͍ͯΔ /*&-4&/PO.BSDI  IUUQTXXXOOHSPVQDPNBSUJDMFTXIZZPVPOMZOFFEUPUFTUXJUIVTFST Ϣʔβʔ໊͕ൃݟͰ͖Δ໰୊ͷׂ߹ ͱݴΘΕ͍ͯΔ ਓͷϢʔβ͕ൃݟͰ͖Δ໰୊ͷׂ߹ ͸ҎԼͷࣜʹͳΔ ໊̑ͷϢʔβʔͰݟ͔ͭͬͨ໰୊मਖ਼ޙɺ

    ͞ΒʹςετΛߦ͏͜ͱ͕༗ޮ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  31. Χ΢ϯλʔόϥϯε ςετॱ൪ֶ͕शՄ༻ੑʹӨڹ͢Δ৔߹ɺ ॱ൪ΛೖΕସ͑Δ͜ͱͰόΠΞεΛແ͘͢ Ϣʔβʔςετͷܭը ࣗಈԠ౴ϝοηʔδΛ࡞੒ͯ͠΋Β͏ ࣮ݧ ݱߦ ৽ ݱߦ ৽

    ໊̒ ໊̓ ˠݱߦͰӡ༻͍ͯ͠Δϝϯόʔ ݱߦ ৽ ˞ ໊̑ ΤΩεύʔτϢʔβʔ ˞  ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  32. Ϣʔβʔςετͷ಺༰ ಺༰ ͜Μʹͪ͸ ͸͡Ί·ͯ͠ʂ ࣮ࡍʹςελʔʹݟͤͨखॱॻ  ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ࣗಈԠ౴ϝοηʔδͷ λΠτϧ

    ͱ ೔࣌ࢦఆ ʹ͍ͭͯ͸ࢦఆͯ͠ͳ͍
  33. ܭଌͷ಺༰ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ύϑΥʔϚϯεϝτϦΫε λεΫ੒ޭ཰ λεΫ࣌ؒ Τϥʔ ޮ཰ ࠷୹ϧʔτ͔Βҳ୤ͨ͠ߦಈͷ਺ ඞਢ߲໨ͷະઃఆ਺

    ͳͲ ΫϦοΫ਺ɺೖྗ਺ɺ໎͍౓ ࢦఆ߲ͨ͠໨ͷೖྗ͕Ͱ͖͔ͨ ੒ޭ PS ࣦഊ
  34. ܭଌͷ݁Ռ  λεΫ࣌ؒฏۉɺΫϦοΫ ೖྗճ਺ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ    

               λεΫ࣌ؒฏۉ <ඵ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ             ΫϦοΫ ೖྗճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔ βʔ  
  35.          

        ΫϦοΫ ೖྗճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔ βʔ ܭଌͷ݁Ռ  λεΫ࣌ؒฏۉɺΫϦοΫ ೖྗճ਺ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ಉ͡λεΫΛߦ͏ʹ͋ͨͬͯɺ ࣌ؒ୹ॖ͕ߦ͍͑ͯΔ ݮ ݮ                λεΫ࣌ؒฏۉ <ඵ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ ݮ
  36.          

           λεΫ࣌ؒฏۉ <ඵ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ             ΫϦοΫ ೖྗճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔ βʔ ܭଌͷ݁Ռ  λεΫ࣌ؒฏۉɺΫϦοΫ ೖྗճ਺ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ಉ͡λεΫΛߦ͏ʹ͋ͨͬͯɺ ΞΫγϣϯ਺ΛݮΒ͍ͤͯΔ ݮ ݮ ݮ
  37.          

         Τϥʔճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ              ໎͍౓ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ ܭଌͷ݁Ռ  Τϥʔ਺ฏۉɺ໎͍౓ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ  
  38.          

           Τϥʔճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ              ໎͍౓ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ ܭଌͷ݁Ռ  Τϥʔ਺ฏۉɺ໎͍౓ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ݮ ݮ ݮ
  39.          

           Τϥʔճ਺ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ              ໎͍౓ฏۉ <ճ> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτ Ϣʔβʔ ܭଌͷ݁Ռ  Τϥʔ਺ฏۉɺ໎͍౓ฏۉ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  40.  ҹ৅ͷมԽΛݟΔɾଌΔ

  41. γεςϜϢʔβϏϦςΟɾεέʔϧʢ464ʣ ࣭໰͕ܾΊΒΕ͍ͯΔ ˠଞࣾσʔλͳͲͱরΒ͠߹ΘͤΔ͜ͱ͕Ͱ͖Δ 4ZTUFN6TBCJMJUZ4DBMF IUUQXXXNFBTVSJOHVYDPN Participant ID: _____ Date: ___/___/___

    System Usability Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. Strongly Disagree Strongly Agree 1. I think that I would like to use this website frequently. 2. I found this website unnecessarily complex. 3. I thought this website was easy to use. 4. I think that I would need assistance to be able to use this website. 5. I found the various functions in this website were well integrated. 6. I thought there was too much inconsistency in this website. 7. I would imagine that most people would learn to use this website very quickly. 8. I found this website very cumbersome/awkward to use. 9. I felt very confident using this website. 10. I needed to learn a lot of things before I could get going with this website. Site: ___________________________ Please provide any comments about this website: This questionnaire is based on the System Usability Scale (SUS), which was developed by John Brooke while working at Digital Equipment Corporation. © Digital Equipment Corporation, 1986.  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ ҹ৅ͷมԽΛݟΔɾଌΔ
  42. γεςϜϢʔβϏϦςΟɾεέʔϧʢ464ʣ 4ZTUFN6TBCJMJUZ4DBMF IUUQXXXNFBTVSJOHVYDPN Participant ID: _____ Date: ___/___/___ System Usability

    Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. Strongly Disagree Strongly Agree 1. I think that I would like to use this website frequently. 2. I found this website unnecessarily complex. 3. I thought this website was easy to use. 4. I think that I would need assistance to be able to use this website. 5. I found the various functions in this website were well integrated. 6. I thought there was too much inconsistency in this website. 7. I would imagine that most people would learn to use this website very quickly. 8. I found this website very cumbersome/awkward to use. 9. I felt very confident using this website. 10. I needed to learn a lot of things before I could get going with this website. Site: ___________________________ Please provide any comments about this website: This questionnaire is based on the System Usability Scale (SUS), which was developed by John Brooke while working at Digital Equipment Corporation. © Digital Equipment Corporation, 1986. ҹ৅ͷมԽΛݟΔɾଌΔ ࣭໰͕ܾΊΒΕ͍ͯΔ ˠଞࣾσʔλͳͲͱরΒ͠߹ΘͤΔ͜ͱ͕Ͱ͖Δ  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ Strongly Disagree Strongly Agree 1. I think that I would like to use this website frequently. 2. I found this website unnecessarily complex. 3. I thought this website was easy to use. 4. I think that I would need assistance to be able to use this website. 5. I found the various functions in this website were well integrated. 6. I thought there was too much inconsistency in this website. 7. I would imagine that most people would learn to use this website very quickly. 8. I found this website very cumbersome/awkward to use. 9. I felt very confident using this website. 10. I needed to learn a lot of things before I could get going with this website.
  43. γεςϜϢʔβϏϦςΟɾεέʔϧʢ464ʣ 4ZTUFN6TBCJMJUZ4DBMF IUUQXXXNFBTVSJOHVYDPN Participant ID: _____ Date: ___/___/___ System Usability

    Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. Strongly Disagree Strongly Agree 1. I think that I would like to use this website frequently. 2. I found this website unnecessarily complex. 3. I thought this website was easy to use. 4. I think that I would need assistance to be able to use this website. 5. I found the various functions in this website were well integrated. 6. I thought there was too much inconsistency in this website. 7. I would imagine that most people would learn to use this website very quickly. 8. I found this website very cumbersome/awkward to use. 9. I felt very confident using this website. 10. I needed to learn a lot of things before I could get going with this website. Site: ___________________________ Please provide any comments about this website: This questionnaire is based on the System Usability Scale (SUS), which was developed by John Brooke while working at Digital Equipment Corporation. © Digital Equipment Corporation, 1986. ࣭໰͕ܾΊΒΕ͍ͯΔ ˠଞࣾσʔλͳͲͱরΒ͠߹ΘͤΔ͜ͱ͕Ͱ͖Δ ҹ৅ͷมԽΛݟΔɾଌΔ  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ ͜ͷγεςϜΛ࢖͍ͬͯͯඇৗʹࣗ৴͕࣋ͯͨ ͜ͷγεςϜΛ࢖͍࢝ΊΔલʹͨ͘͞Μͷ ͜ͱΛֶ͹ͳ͚Ε͹ͳΒͳ͍ͱࢥͬͨ
  44. γεςϜϢʔβϏϦςΟɾεέʔϧʢ464ʣ ࣭໰͕ܾΊΒΕ͍ͯΔ ˠଞࣾσʔλͳͲͱরΒ͠߹ΘͤΔ͜ͱ͕Ͱ͖Δ 4ZTUFN6TBCJMJUZ4DBMF IUUQXXXNFBTVSJOHVYDPN Participant ID: _____ Date: ___/___/___

    System Usability Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. Strongly Disagree Strongly Agree 1. I think that I would like to use this website frequently. 2. I found this website unnecessarily complex. 3. I thought this website was easy to use. 4. I think that I would need assistance to be able to use this website. 5. I found the various functions in this website were well integrated. 6. I thought there was too much inconsistency in this website. 7. I would imagine that most people would learn to use this website very quickly. 8. I found this website very cumbersome/awkward to use. 9. I felt very confident using this website. 10. I needed to learn a lot of things before I could get going with this website. Site: ___________________________ Please provide any comments about this website: This questionnaire is based on the System Usability Scale (SUS), which was developed by John Brooke while working at Digital Equipment Corporation. © Digital Equipment Corporation, 1986.  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ ҹ৅ͷมԽΛݟΔɾଌΔ
  45. ෆਖ਼ରࡦ l4QFFE#VNQTz Ξϯέʔτ͕ଟ͍ʗ௕͍ͱɺద౰ͳճ౴͕૿͑Δ ˠ͜ͷΑ͏ͳσʔλ͸ഁغ͠ͳ͚Ε͹৴ጪੑ͕ࣦΘΕΔ 4QFFE#VNQT IUUQVYNFUSJDTHFFLDPN +FGG4BVSP ΒͷݚڀʹΑΔͱ IUUQTNFBTVSJOHVDPNDIFBUTVSWFZ ฏۉͰ

    ͷϢʔβʔ͕ 4QFFE#VNQT ʹҾ͔͔͍ͬͬͯΔ 4QFFE#VNQT    
  46. ੡඼ϦΞΫγϣϯΧʔυ &NPUJPO3FTFBSDICZUIF1FPQMF GPSUIF1FPQMF 3PTBMJOE81JDBSE ΞΫηγϒϧ "DDFTTJCMF ΫϦΤΠςΟϒ $SFBUJWF ଎͍ 'BTU

    ҙຯ͕͋Δ .FBOJOHGVM ஗͍ 4MPX ߴ౓ "EWBODFE ΧελϚΠζͰ͖Δ $VTUPNJ[BCMF ॊೈੑ͕͋Δ 'MFYJCMF ΍Δؾʹͤ͞Δ .PUJWBUJOH ચ࿅͞Ε͍ͯΔ 4PQIJTUJDBUFE ΘͣΒΘ͍͠ "OOPZJOH ࠷ઌ୺ $VUUJOHFEHF յΕ΍͍͢ 'SBHJMF ҆શͰͳ͍ /PU4FDVSF ҆ఆ͍ͯ͠Δ 4UBCMF ૌٻྗ͕͋Δ "QQFBMJOH ࣌୅஗Ε %BUFE ৽ຯ͕͋Δ 'SFTI Ձ஋͕ͳ͍ /PU7BMVBCMF ແຯס૩ 4UFSJMF ͱ͖ͬͭ΍͍͢ "QQSPBDIBCMF ޷·͍͠ %FTJSBCMF ਌੾ 'SJFOEMZ حൈ /PWFM ܹࢗత 4UJNVMBUJOH ັྗత "UUSBDUJWF ೉͍͠ %JGGJDVMU ෆຬ͕ͨ·Δ 'SVTUSBUJOH ݹ͍ 0ME ετϨʔτ 4USBJHIU'PSXBSE ୀ۶ #PSJOH ·ͱ·Γ͕ͳ͍ %JTDPOOFDUFE ָ͍͠ 'VO ָ؍త 0QUJNJTUJD FUD  1 1 8 ҹ৅ͷมԽΛݟΔɾଌΔ
  47. γεςϜؒͷҹ৅มԽΛݟͯΈΔ έʔεελσΟ

  48. γεςϜͷҹ৅มԽΛ֬ೝ͢Δ γεςϜؒͷҹ৅มԽΛ ݟͯΈΔ ɾ ͦΕͧΕͷ࣮ݧऴྃޙʹ 464 ௐࠪථΛهೖͯ͠΋Β͏   

       ݱߦ ৽
  49. γεςϜҹ৅ςετ݁Ռ  γεςϜϢʔβϏϦςΟεέʔϧ       

              γεςϜϢʔβϏϦςΟεέʔϧ <> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔβʔ ૿ ૿ ૿  γεςϜؒͷҹ৅มԽΛ ݟͯΈΔ
  50. ࣭໰จ͝ͱͷείΞ  γεςϜϢʔβϏϦςΟεέʔϧ Participant ID: _____ Date: ___/___/___ System Usability

    Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. 1. 2. 3. 4. 5. 6. 7. 8. 9. Site: ___________________________ શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ ͜ͷγεςϜΛ࢖͍ͬͯͯඇৗʹࣗ৴͕࣋ͯͨ Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ ͜ͷγεςϜΛ࢖͍ͬͯͯඇৗʹࣗ৴͕࣋ͯͨ ͜ͷγεςϜΛ࢖͍࢝ΊΔલʹͨ͘͞Μͷ ͜ͱΛֶ͹ͳ͚Ε͹ͳΒͳ͍ͱࢥͬͨ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. Please provide any comments about this website: ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ ͜ͷγεςϜΛ࢖͍ͬͯͯඇৗʹࣗ৴͕࣋ͯͨ ͜ͷγεςϜΛ࢖͍࢝ΊΔલʹͨ͘͞Μͷ ͜ͱΛֶ͹ͳ͚Ε͹ͳΒͳ͍ͱࢥͬͨ Participant ID: _____ Date: ___/___/___ System Usability Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. 1. 2. 3. 4. 5. 6. 7. 8. Site: ___________________________ શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ Participant ID: _____ Date: ___/___/___ System Usability Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. 1. 2. 3. 4. 5. 6. 7. 8. 9. Site: ___________________________ શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ ͜ͷγεςϜΛ࢖͑ΔΑ͏ʹͳΔʹ͸ɺ ςΫχΧϧαϙʔτ͕ඞཁͩͱࢥ͏ ͜ͷγεςϜͷ͞·͟·ͳػೳ͕Α͘ ·ͱ·͍ͬͯΔͱࢥͬͨ ͜ͷγεςϜ͸Ұ؏ੑ͕ͳ͍ͱ͜Ζ͕ ͨ͘͞Μ͋Δͱࢥͬͨ ΄ͱΜͲͷਓ͕͜ͷγεςϜͷ࢖͍ํΛ ؆୯ʹֶ΂Δͱࢥ͏ ͜ͷγεςϜ͸ඇৗʹѻ͍ʹ͘ ͍ͱࢥͬͨ ͜ͷγεςϜΛ࢖͍ͬͯͯඇৗʹࣗ৴͕࣋ͯͨ Ͱ্͕Γ෯͕େ͖͔࣭ͬͨ໰จʢϙδςΟϒͳ࣭໰จʣ ৽ ͰԼ͕Γ෯͕େ͖͔࣭ͬͨ໰จʢωΨςΟϒͳ࣭໰จʣ ৽ Participant ID: _____ Date: ___/___/___ System Usability Scale Instructions: For each of the following statements, mark one box that best describes your reactions to the website today. 1. 2. 3. Site: ___________________________ શ͘ಉҙ Ͱ͖ͳ͍ ඇৗʹ ಉҙͰ͖Δ ͜ͷγεςϜΛසൟʹ࢖͍͍ͨͱࢥ͏ ͜ͷγεςϜ͸ෆඞཁʹෳࡶͩͱࢥͬͨ ͜ͷγεςϜ͸࢖͍΍͍͢ͱࢥͬͨ 㾎 㾎 ݱߦ؅ཧը໘ͷείΞฏۉ ৽؅ཧը໘ͷείΞฏۉ 㾎  㾎  㾎  㾎    㾎  㾎  㾎  㾎    γεςϜؒͷҹ৅มԽΛ ݟͯΈΔ
  51. ৽  γεςϜҹ৅ςετ݁Ռ  ੡඼ϦΞΫγϣϯΧʔυ ݱߦ γεςϜؒͷҹ৅มԽΛ ݟͯΈΔ

  52.  ݟͨ໨ͷධՁΛ͢Δ

  53. αΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ έʔεελσΟ

  54. αΠυϝχϡʔͷଥ౰ੑ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ αΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ ݱߦͷ $"-JOL؅ཧը໘ αΠυϝχϡʔ͸ࠨଆ

  55. ؅ཧը໘ͷ؍࡯ -*/&!."/"(&3 ࠨଆ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  56. ؅ཧը໘ͷ؍࡯ -*/&EFWFMPQFST ࠨଆ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  57. ؅ཧը໘ͷ؍࡯ 'BDFCPPL޿ࠂϚωʔδϟ ࠨଆ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  58. αΠυϝχϡʔͷϢʔβʔςετ αΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ  جຊతʹ͸ࠨଆ  Ͳ͏ͯ͠ࠨଆ͕޷·ΕΔͷ͔ݕূ͍ͨ͠ ΍ͬͨ͜ͱ - ݦஶੑϚοϓͰͷ6*֬ೝ -

    "#ςετ - ώΞϦϯά  αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ
  59. ݦஶੑϚοϓͰͷ 6*֬ೝ ݦஶੑϚοϓ ਓؒͷ؟ٿߏ଄ͷΈΛߟྀͨ͠ͱ͖ͷɺ ը૾಺ͷ໨ͷߦ͖΍͢͞Λ਺ཧϞσϧ͔ΒγϛϡϨʔγϣϯͨ͠΋ͷ ໌Δ͍ͱ͜Ζ͕ ໨ͷߦ͖΍͍͢ͱ͜Ζ ˞ΨϘʔϧϑΟϧλʔΛ࢖ͬͨ৞ΈࠐΈੵ෼ʹͯγϛϡϨʔτ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  60. ݦஶੑϚοϓͰͷ 6*֬ೝ  %FFQ(B[F ΞϧΰϦζϜΛ %FFQ(B[F ʹมߋͯ͠࠶౓֬ೝ ໌Δ͍ͱ͜Ζ͕ ໨ͷߦ͖΍͍͢ͱ͜Ζ αΠυϝχϡʔͬͯ

    ࠨӈͲͬͪʹ͋Δ΂͖ʁ
  61. ݦஶੑϚοϓͰͷ 6*֬ೝ  %FFQ(B[F αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ ΞϧΰϦζϜΛ %FFQ(B[F ʹมߋͯ͠࠶౓֬ೝ ໌Δ͍ͱ͜Ζ͕

    ໨ͷߦ͖΍͍͢ͱ͜Ζ  αΠυϝχϡʔ͸஋͕ߴ͘ͳ͍ ݟͨ໨ʗσβΠϯʹ͓͚ΔੜମతͳӨڹ͸গͳͦ͏  αΠυϝχϡʔ͕ࠨଆʹ͋Δͷ͸ɺ͓ͦΒ͘׳शతͳӨڹͰ͸ͳ͍͔ ͜ΕΛ͏͚ͯϢʔβʔςετΛ͓͜ͳͬͯ࠶ௐࠪ
  62. "#ςετ ͱ ώΞϦϯά ϖʔύʔϞοΫΛ͔ͭͬͨϢʔβςετ ҹ৅"#ςετ  ը໘ΠϝʔδΛҹ࡮͢Δ͜ͱͰϖʔύʔϞοΫΛ࡞੒  1$ͷσΟεϓϨΠʹཱ͔͚ͯςετ 

    ࠨଆαΠυϝχϡʔͷҙݟΛ֬ೝ  ӈଆαΠυϝχϡʔͷҙݟΛ֬ೝ Ϣʔβςετ಺༰ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ
  63. ςετ݁Ռ  "#ςετ ͱ ώΞϦϯά ࠨϝχϡʔͷҙݟ ӈϝχϡʔͷҙݟ  ࠨϝχϡʔͷํ͕҆৺ײ 

    ࢖͍΍͍͢ɺ׳Ε͍ͯΔؾ͕͢Δ  ໨ઢ͕ࠨ্͔ΒೖΔͨΊɺϝχϡʔΛ ֬ೝ͔ͯ͠ΒίϯςϯπʹೖΕΔ  ӈϝχϡʔ͸΄ͱΜͲ໨Λ౰ͯͯͳ ͔ͬͨʢݴΘΕͯؾͮ͘ʣ  ӈ͸ߜΓࠐΈͷΑ͏ͳػೳ͕͋Δ΂͖ αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ
  64. ςετ݁Ռ  "#ςετ ͱ ώΞϦϯά αΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ ࠨϝχϡʔͷҙݟ ӈϝχϡʔͷҙݟ 

    ࠨϝχϡʔͷํ͕҆৺ײ  ࢖͍΍͍͢ɺ׳Ε͍ͯΔؾ͕͢Δ  ໨ઢ͕ࠨ্͔ΒೖΔͨΊɺϝχϡʔΛ ֬ೝ͔ͯ͠ΒίϯςϯπʹೖΕΔ  ӈϝχϡʔ͸΄ͱΜͲ໨Λ౰ͯͯͳ ͔ͬͨʢݴΘΕͯؾͮ͘ʣ  ӈ͸ߜΓࠐΈͷΑ͏ͳػೳ͕͋Δ΂͖ ώΞϦϯά݁Ռ͸ ࠨଆϝχϡʔ͕ѹ౗త ࠨϝχϡʔʹ͢Δ͜ͱʹ໰୊ɾ఍߅͸ແ͍ ӈϝχϡʔ͸Ұ໨Ͱ͋Δ͜ͱʹؾ͔ͮͳ͍ͳͲͷ໰୊  
  65. Ϣʔβʔ͸ԿΛݟͯΔʁԿΛݟͯͳ͍ʁ έʔεελσΟ

  66. Ϣʔβʔςετ෩ܠ Ϣʔβʔ͸ԿΛݟͯΔʁ ԿΛݟͯͳ͍ʁ

  67. ΞΠτϥοΩϯάͰಘΒΕͨσʔλ ఆྔԽͰ͖ͳ͍෦෼ͷ൑ఆ ϑΥʔϜʹೖྗΛ͠ͳ͔ͬͨ ϑΥʔϜ෦඼ʹؾ͍ͮͯͳ͍ʁ  Ϣʔβʔ͸ԿΛݟͯΔʁ ԿΛݟͯͳ͍ʁ

  68. ಈը IUUQTZPVUVCF4@B&F%.

  69. ΞΠτϥοΩϯάͰಘΒΕͨσʔλ ఆྔԽͰ͖ͳ͍෦෼ͷ൑ఆ ϑΥʔϜʹೖྗΛ͠ͳ͔ͬͨ ϑΥʔϜ෦඼ʹؾ͍ͮͯͳ͍ʁ   ͦͷଞΘ͔ͬͨ͜ͱ ໎͍ͬͯΔʗࠔ͍ͬͯΔͱ͖ͷࢹઢͷಈ͖  

       Ϣʔβʔ͸ԿΛݟͯΔʁ ԿΛݟͯͳ͍ʁ
  70. ಈը IUUQTZPVUVCF3TVU%(W986

  71. JOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ ͦͷ έʔεελσΟ

  72. τάϧϘλϯͷଥ౰ੑ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ JOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT ࠨهσβΠϯͷ

    ଥ౰ੑΛݕ౼
  73. ݕূ࣮ݧ r τάϧϘλϯͷଥ౰ੑ ࣮ݧ಺༰ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT ඃݧऀ ໊

     0/0''ͲͪΒ΋બ୒͞Ε͍ͯͳ͍ঢ়ଶͰදࣔ ࢦఆͨ͠બ୒ࢶΛબΜͰ΋Β͏  0/0''ͲͪΒ͔͕બ୒͞Ε͍ͯΔঢ়ଶͰදࣔ બ୒Λ੾Γସ͑ͯ΋Β͏ ͲͪΒ΋̏ඵҎ಺ʹબ୒ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ
  74. બ୒ͷਖ਼֬͞  ύϑΥʔϚϯεϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO  ͚͕ͩஶ͘͠௿͍

    JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ
  75. બ୒·Ͱͷ଎͞  ύϑΥʔϚϯεϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO  

    ͕΍΍஗͍ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ
  76. τάϧϘλϯͷ޷Έ  ࣗݾਃࠂϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO ͕ਓؾ JOQVUཁૉͷݟͨ໨ɾڍಈͷ

    ܾΊํ͸ʁ ͦͷ
  77. ૯߹ධՁ  τάϧϘλϯͷ༏Ґੑ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO ͕ߴಘ఺ JOQVUཁૉͷݟͨ໨ɾڍಈͷ

    ܾΊํ͸ʁ ͦͷ
  78. ૯߹ධՁ  τάϧϘλϯͷ༏Ґੑ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT

    %FTJHO ͕ߴಘ఺
  79. JOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ ͦͷ̎ έʔεελσΟ

  80. ϓϨʔεϗϧμʔͰ୅༻ͨ͠ϥϕϧ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ϥϕϧͷͳ͍ϑΥʔϜ

  81. ϓϨʔεϗϧμʔͰ୅༻ͨ͠ϥϕϧ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ϥϕϧͷͳ͍ϑΥʔϜ ͜ͷ͘Β͍ͷྫͩͱ໰୊͸ແ͍͚Ͳ ෳ਺͋Δͱೖྗ֬ೝ͕Ϣʔβʔͷ ୹ظهԱ·͔ͤʹͳͬͯ͠·͏ JOQVUཁૉͷݟͨ໨ɾڍಈͷ

    ܾΊํ͸ʁ ͦͷ̎
  82. ϥϕϧΛϓϨʔεϗϧμʔͰஔ͖׵͑ͯ͸͍͚ͳ͍ཧ༝ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ /JFMTFO /PSNBO (SPVQͷݟղ  ফ͑ΔϓϨʔεϗϧμʔ͸୹ظهԱʹෛՙΛ͔͚Δ

     ϥϕϧ͕ͳ͍ͱɺૹ৴લʹೖྗ֬ೝ͕Ͱ͖ͳ͍  Τϥʔ͕ग़ͨͱ͖ʹͲ͏΍ͬͯ໰୊Λղܾ͢΂͖͔Θ͔Βͳ͍  ϑΥʔΧεͰϓϨʔεϗϧμʔ͕ফ͑ΔͱɺΩʔϘʔυͰϑΥʔΧεΛ͋ͯΔϢʔβʔΛ ΠϥΠϥͤ͞Δ  ೖྗࡁΈͷೖྗཝ͕໨ཱͨͳ͍  ϓϨʔεϗϧμʔΛࣗಈೖྗ͞Εͨσʔλͱצҧ͍͠΍͍͢  ϓϨʔεϗϧμʔΛखಈͰফ͞ͳ͍ͱ͍͚ͳ͍৔߹͕͋Δ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎
  83. #FUUFS ϓϨʔεϗϧμʔʹ஫ҙॻ͖Λهࡌ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎

  84. #FUUFS ϓϨʔεϗϧμʔʹ஫ҙॻ͖Λهࡌ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ Կͷೖྗཝ͔͸ ී௨௨Γϥϕϧʹهࡌ ೖྗʹෆՄܽͳ৘ใͷΈ ϓϨʔεϗϧμʔʹදه

    JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎
  85. #FTU ݁ہϥϕϧʹશ෦ॻ͘ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎

  86. #FTU ݁ہϥϕϧʹશ෦ॻ͘ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ Կͷೖྗཝ͔͸ ී௨௨Γϥϕϧʹهࡌ ೖྗʹෆՄܽͳ৘ใ΋ ϓϨʔεϗϧμʔʹ͸ॻ͔ͳ͍

    ۭཝͷೖྗཝ͸ਅͬനʹ͓ͯ͘͠ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎
  87. #FTU ݁ہϥϕϧʹશ෦ॻ͘ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ϑΥʔϜΛ࢖༻தͷϢʔβʔ ˠϑΥʔϜΛೖྗ͍ͯ͠Δ͚ͩͰ͸ͳ͍  •

    ೖྗ͢Δॅॴͷ֬ೝத • ి࿩தɺϝʔϧͷฦ৴த Ͱ͖Δ͚ͩ୹ظهԱΛ ফ໣ͤ͞ͳ͍࡞Γ͕ඞཁ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎
  88. (PPE దԠੑͷ͋ΔϓϨʔεϗϧμʔ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ ͦͷ̎

  89. (PPE దԠੑͷ͋ΔϓϨʔεϗϧμʔ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ΧʔιϧΛ߹ΘͤΔͱɺ ϓϨʔεϗϧμʔ͕ϥϕϧʹͳΔ JOQVUཁૉͷݟͨ໨ɾڍಈͷ ܾΊํ͸ʁ

    ͦͷ̎
  90. ϝχϡʔͷάϧʔϐϯά͸ײ֮ͱ߹ͬͯΔʁ έʔεελσΟ

  91. ϝχϡʔ಺༰ͷଥ౰ੑ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ ϝχϡʔͷάϧʔϐϯά͸Πϝʔδͱ߹ͬͯΔʁ ͜ͷ૊Έ߹Θͤͷ ଥ౰ੑΛ֬ೝ͢Δ    

  92. Χʔυιʔτ  ϝχϡʔ಺༰ͷଥ౰ੑ ஆ৭ܥ פ৭ܥ ͦͷଞ ϝϩϯ Ͳͷάϧʔϓʹଐ͔͢બͿ ˠΫϩʔζυɾΧʔυιʔτ άϧʔϓΛ༻ҙ͠ͳ͍

    ˠΦʔϓϯɾΧʔυιʔτ Χʔυιʔτͱ͍͏ςετΛߦ͏ . ΓΜ͝ Έ͔Μ εΠΧ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ
  93. ΦʔϓϯɾΧʔυιʔτͷ෩ܠ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ

  94. Χʔυιʔτͷܭࢉํ๏ " # $ ಉ͡άϧʔϓ ڑ཭  ҟͳΔάϧʔϓ ڑ཭ 

    ʢͲͷάϧʔϓͱ΋ʣ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ
  95. Χʔυιʔτूܭ ͢΂ͯͷςετ݁ՌΛ଍͠߹ΘͤΔ ଍͠߹Θ͚ͤͨͩͱ͸͍͑ɺ͜ͷσʔλ͸ڑ཭ͷެཧΛຬͨ͢ ˠ਺ଟ͘ͷ౷ܭख๏Λ༻͍Δ͜ͱ͕Ͱ͖Δ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ

  96. ଟ࣍ݩई౓ߏ੒๏  Χʔυιʔτूܭ ͦΕͧΕͷཁૉͷۙ͞Λݟ͑ΔԽͰ͖Δ  ໨ࢹʹͯάϧʔϐϯάͯ͠΋ྑ͍  Ͳ͕ࠞ͜Έ߹͍ͬͯΔ͔ͳͲ ൑அ͢Δ͚ͩͰ΋ྑ͍ ϝχϡʔͷάϧʔϐϯά͸

    ײ֮ͱ߹ͬͯΔʁ
  97. ΫϥελʔɾσϯυϩάϥϜ  Χʔυιʔτूܭ ద౰ͳ )FJHIUʢ͖͍͠஋ʣͰ੾Γάϧʔϐϯά  ೖΕࢠϝχϡʔͳͲ΋ҰൃͰߏஙͰ͖Δ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ

  98. ΫϥελʔɾσϯυϩάϥϜ  Χʔυιʔτूܭ ద౰ͳ )FJHIUʢ͖͍͠஋ʣͰ੾Γάϧʔϐϯά  ೖΕࢠϝχϡʔͳͲ΋ҰൃͰߏஙͰ͖Δ ϝχϡʔͷάϧʔϐϯά͸ ײ֮ͱ߹ͬͯΔʁ data

    = read.csv(file="matrix.csv", sep=",") cmd = cmdscale(data) plot(cmd) text(cmd, colnames(data)) data = read.csv(file="matrix.csv", sep=",") hc = hclust(dist(data), method="ward.D2") plot(hc, hang=-1, colnames(data[0, ])) ଟ࣍ݩई౓ߏ੒๏ʢ3ʣ ΫϥελʔɾσϯυϩάϥϜʢ3ʣ
  99.  UP#ͩͱ69ͬͯมΘΔʁ

  100. UP#޲͚γεςϜΛ࡞ͬͯΈͯݕ౼ͨ͠ࢪࡦ UP#ͩͱ69ͬͯมΘΔʁ  ϛεΦϖΛҾ͖ى͜͞ͳ͍৘ใઃܭ  ҙࢥܾఆ࣌ʹ֬ೝΛଅͨ͠Γ  ݏͰ΋࢖͏έʔεΛ૝ఆ  ෆշʹࢥ͑Δ6*ΛऔΓআ͘

     ࣅͨ࡞ۀΛଟ͘ߦ͏͜ͱΛ૝ఆ  όϧΫͰೖྗͰ͖Δʗޮ཰Խ  ڞ༗͕͠΍͍͢  ฤू్தͷ࡞ۀΛͦͷ··ύεͰ͖ͨΓ UP#޲͚ʹݕ౼ͨ͠ࢪࡦ UP$޲͚ʹ͸ແ͍͍ͯ͘ʁ ؒҧͬͨ૬खʹϝʔϧΛ ޡૹ৴͠·Θͳ͍Α͏ʹ͍ͨ͠ ΞΫςΟϒϢʔβʔ͕ ݮΔ͜ͱʹܨ͕Δ ͍ͬͺ͍ࡱͬͨࣸਅΛ Ϋϥ΢υʹΞοϓ͍ͨ͠ 4/4΁ͷγΣΞ͕؆୯ ಈը΋ࡱ͙ͬͯ͢ૹΕΔ
  101. UP#ͱ UP$ʹ͓͚Δ 69ͷҧ͍ͬͯʁ UP#ͩͱ69ͬͯมΘΔʁ UP#ͱ UP$͸ϏδωεϞσϧͷҧ͍ ˠ69Λߟ͑Δ্ͰִͨΓ͸ແ͍Μ͡Όͳ͍͔ 69ઃܭͱ͸ ͲͷλʔήοτʹͲ͏͍͏ମݧ Λ͢΂͖͔Λݕ౼͢Δ

    UP#͔ͩΒͱݴ͏ҧ͍Ͱ͸ͳͯ͘ɺ ࢖͏ϖϧιφʹରͯ͠ͷ 69Λઃܭ
  102. UP#ͱ UP$ʹ͓͚Δ 69ͷҧ͍ͬͯʁ UP#ͩͱ69ͬͯมΘΔʁ UP#ͱ UP$͸ϏδωεϞσϧͷҧ͍ ˠ69Λߟ͑Δ্ͰִͨΓ͸ແ͍Μ͡Όͳ͍͔ 69ઃܭͱ͸ ͲͷλʔήοτʹͲ͏͍͏ମݧ Λ͢΂͖͔Λݕ౼͢Δ

    UP#͔ͩΒͱݴ͏ҧ͍Ͱ͸ͳͯ͘ɺ ࢖͏ϖϧιφʹରͯ͠ͷ 69Λઃܭ ࣸਅɿKVSWFUTPO ίοΫϐοτͷྫ
  103. ·ͱΊ

  104. ·ͱΊ  Ͳ͏΍ͬͯ 69ΛݟΔʗଌΔʁ ύϑΥʔϚϯεϝτϦΫεΛ࢖ͬͯλεΫΛܭଌ ෳࡶͳܭࢉࣜΛཁ͢Δ΋ͷͰ΋ 3΍ 1ZUIPOͰܭࢉՄೳ  ҹ৅ͷมԽΛݟΔʗଌΔ

    ࢖͍΍͚͕ͩ͢͞ 69Ͱ͸ͳ͍ͷͰɺ Ϣʔβʔͷײ৘͕Ͳ͏มԽ͔ͨ͠Λܭଌͯ͠ྑ͠ѱ͠Λ൑அ
  105. ·ͱΊ  ݟͨ໨ͷධՁΛ͢Δ Ϣʔβʔ͸ຆͲͷ৘ใΛ໨͔ΒखʹೖΕΔ ੔ཧ͞Ε͍ͯΔ͔ɺϜμͳϞϊɾ഑৭͸ͳ͍͔ܭଌ  UP#޲͚ʗUP$޲͚Ͱ 69ʹҧ͍͕͋Δ͔Λݕ౼ UP #͔ͩΒͱ͍͏෼͚ํͰ͸ɺҧ͍͸ແ͍Α͏ʹݟ͑Δ

    ࢖͏Ϣʔβʔʗ࢖͏؀ڥɺͦͯ͠ςετʹͯ 69Λνϡʔχϯά͢΂͖
  106. ఆྔԽʗݟ͑ΔԽ͢ΔϝϦοτ 69Λ޲্ͤ͞Δ࡞ۀ͸͕͔͔࣌ؒΔ        

     γεςϜϢʔβϏϦςΟεέʔϧ <> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔβʔ ૿ ૿ ૿ Ϛωʔδϟ΍্௕ʹ ͜Ε͸ͳ͔ͳ͔ޮՌ͋Δ ˠ ࣌ؒΛऔͬͯͰ΋΍Δ΂͖ͱ͍͏ೝࣝ෇͚Λߦ͏ % %
  107. !-FPOBSEP@FOHS ંݪ ϨΦφϧυݡ