ユーザー体験にフォーカスした管理画面の実装

 ユーザー体験にフォーカスした管理画面の実装

Developers Summit 2018 でお話した内容です!
http://event.shoeisha.jp/devsumi/20180215/session/1671/

実は前編のような資料があります…!
https://speakerdeck.com/leonardo_mbc/uxtoyuzabiriteiji-ce

39b48efe3422d1c8a48f28aad53e209a?s=128

LeonardoKen Orihara

February 16, 2018
Tweet

Transcript

  1. ϢʔβʔମݧʹϑΥʔΧεͨ͠؅ཧը໘ͷ࣮૷

  2. ંݪ ϨΦφϧυݡʢࡀʣ ৽ଔ ̎೥໨ ϑϩϯτΤϯυΤϯδχΞ !-FPOBSEP@FOHS ંݪ ϨΦφϧυݡ

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

    Ϣʔβʔମݧ୳ٻθϛ ͱ͍͏΋ͷΛӡӦ͍ͯ͠·͢
  4. ͸͡Ίʹ

  5. ͳʹΛͨ͠ͷʁ ͸͡Ίʹ $"-JOLͷ؅ཧը໘Λ࠶ઃܭ -*/&ϏδωείωΫτΛར༻ͨ͠ϚʔέςΟϯάπʔϧ ؅ཧը໘Ͱ഑৴Λઃఆ $3.ͳͲͰλʔήςΟϯάʗϦλή΋    

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

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

     ͦΕͰ͍ͯɺҎલͷ࢖༻ײΛେ෯ʹม͑Δ͜ͱ͸͠ͳ͍ʢΤΩεύʔτϢʔβʔ޲͚ࢪࡦʣ 
  8. લϓϩμΫτͰײͨ͡ݒ೦఺ ͸͡Ίʹ  ਓؒͱਓ޻஌ೳͷϋΠϒϦουͰߦ͏ ΧελϚʔαϙʔταʔϏε #UP#UP$ͷϓϩμΫτ  ࢖͏ͷ͸໰͍߹ΘͤΛ͍ͨ͠Ϣʔβʔ  σβΠϯमਖ਼ҊΛ͍ͨͩ͘ͷ͸

    ಋೖ͍͍͍ͯͨͩͯ͠Δ͓٬͞Μ ҎલͷϓϩμΫτ σβΠϯʗϨΠΞ΢τͱͯ͠ͷ ཪ෇͚͕ཉ͍͠
  9. ࠓճ࿩͢͜ͱ  Ͳ͏΍ͬͯ 69ΛݟΔʗଌΔʁ  έʔεελσΟ  UP#ͩͱ69ͬͯมΘΔʁ

  10.  Ͳ͏΍ͬͯ 69ΛݟΔʗଌΔ

  11. ʮ69తʹྑ͍ʯΛݟΔ ఆྔతʹ 69ΛධՁ͍ͨ͠ ˠ ϢʔβϏϦςΟܭଌ͕Ұൠత Ͳ͏΍ͬͯ 69ΛݟΔʁ ༷ʑͳϝτϦΫεΛऔಘ͢Δ ϢʔβʔͷҙݟΛ֬ೝ ύϑΥʔϚϯεɺΤϥʔɺߦಈɾੜཧɺ

    ༷ʑͳ൓ԠΛܭଌʗൺֱ ϢʔβʔΠϯλϏϡʔ΍Ξϯέʔτ ࣗݾਃࠂϝτϦΫεͱ΋  
  12. ϢʔβϏϦςΟςετͷλΠϛϯά Ͳ͏΍ͬͯ 69ΛݟΔʁ    ! "#  

     ඇޮ཰ɺΤϥʔΛট͍͍ͯΔՕॴͷ֬ೝ ໨తୡ੒Λ્ΜͰ͍ΔϞϊ͸ͳ͍͔ ˠ"#ςετɺύϑΥʔϚϯεܭଌɺߦಈ؍ଌɺFUD ̍ͭͷ࢓૊ΈΛ࣮૷ͨ͠λΠϛϯά ૯ׅతΞϓϩʔν ੡඼ͷ໨ඪ͕Ͳ͜·Ͱୡ੒͞Ε͔ͨ ଞࣾ੡඼ͱൺ΂ͯͲ͏͔ લͷ੡඼ͷϦϦʔεͱൺ΂ͯվྑ͞Ε͔ͨ ˠࣗݾਃࠂϝτϦΫεܭଌɺҹ৅ௐࠪɺFUD খ͞ͳػೳΛ࣮૷ͨ͠λΠϛϯά ܗ੒తΞϓϩʔν
  13. ύϑΥʔϚϯε͕ྑ͍ʗѱ͍ΛଌΔ

  14. ύϑΥʔϚϯεϝτϦΫε ύϑΥʔϚϯε͕ྑ͍ʗѱ͍ ΛଌΔ λεΫ੒ޭ཰ ઃఆͨ͠λεΫ͕੒ޭ͔ͨ͠ ੒ޭ PSࣦഊ λεΫ࣌ؒ λεΫʹ͔͔ͬͨ࣌ؒΛܭଌ Τϥʔ

    ೖྗϛεɺૢ࡞ϛεΛΧ΢ϯτ ޮ཰ λεΫͱ͸ؔ܎ͳ͍ૢ࡞ΛΧ΢ϯτ ֶशՄ༻ੑ ճ਺ɾ࣌ؒܦաͰͷ্هύϑΥʔϚϯεͷมԽΛΈΔ
  15. ΤϥʔϝτϦΫεͰ൑ผՄೳͩͬͨ໰୊ #VUUFSGMZCBMMPU ύϑΥʔϚϯε͕ྑ͍ʗѱ͍ ΛଌΔ

  16. ໎͍౓  ύϑΥʔϚϯεϝτϦΫε ໎͍౓ ɿλεΫ࣮ߦதʹӾཡͨ͠ҟͳΔϖʔδͷ਺ʢϢχʔΫϏϡʔʣ ɿλεΫ࣮ߦதʹӾཡͨ͠ϖʔδͷ਺ʢϖʔδϏϡʔʣ ɿλεΫΛ׬ྃ͢ΔͨΊͷ࠷খϖʔδ਺ - ׬ᘳͳεςοϓΛ౿Ί͹ 

    - Ҏ্Ͱ໌Β͔ʹ໎ͬͯݟ͑Δ͜ͱ͕ଟ͍ ϖʔδ " ϖʔδ # ϖʔδ # ϖʔδ % ϖʔδ & ϖʔδ # 6 6 2 6 . 0 ϖʔδ $ ύϑΥʔϚϯε͕ྑ͍ʗѱ͍ ΛଌΔ
  17. ҹ৅ͷมԽΛଌΔ

  18. 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৅ͷมԽΛଌΔ
  19. 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  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ ҹ৅ͷมԽΛଌΔ 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.
  20. 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  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ ҹ৅ͷมԽΛଌΔ 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
  21. 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  ܭࢉํ๏͕ಛघ  ϙδςΟϒͳ࣭໰ɾωΨςΟϒͳ࣭໰͕ަޓʹฒͿ ͜Ε͸ෆਖ਼ରࡦʹ΋ͳΔ ҹ৅ͷมԽΛଌΔ
  22. ෆਖ਼ରࡦ l4QFFE#VNQTz Ξϯέʔτ͕ଟ͍ʗ௕͍ͱɺద౰ͳճ౴͕૿͑Δ ˠ͜ͷΑ͏ͳσʔλ͸ഁغ͠ͳ͚Ε͹৴ጪੑ͕ࣦΘΕΔ 4QFFE#VNQT IUUQVYNFUSJDTHFFLDPN +FGG4BVSP ΒͷݚڀʹΑΔͱ IUUQTNFBTVSJOHVDPNDIFBUTVSWFZ ฏۉͰ

    ͷϢʔβʔ͕ 4QFFE#VNQT ʹҾ͔͔͍ͬͬͯΔ 4QFFE#VNQT    
  23. நग़͞Εͨ໰୊ͷਅِ ϢʔβϏϦςΟςετͷதͰਓ͚͕ͩ໰୊Λग़ͨ͠৔߹ ҎԼͷ؍఺͔Βͦͷ໰୊͕ਖ਼͍͔͠Λ൑அ ಉ͡໰୊͕ଟ͘ͷඃݧऀͰ܁Γฦ͞ΕΔ͔ΛݟۃΊΔ ϢʔβϏϦςΟςετΛ਺ճ΍ͬͨͱ͖ɺಉ͡໰୊͕࠶౓ൃੜ͢Δ͔ ໰୊Λग़ͨ͠Ϣʔβʔͷҙࢥܾఆ͕ཧ࿦త͔ Ϣʔβʔͷߦಈɾࢥߟϓϩηεɾೝࣝɾҙࢥܾఆ͕ཧ࿦త͔໰͍͔͚Δ ࢥߟॱংʹҰ؏ੑ͕͋Ε͹ਅͷ໰୊ɺઆ໌Ͱ͖ͳ͚Ε͹ಛघέʔεͷՄೳੑ͕ߴ͍

  24.  έʔεελσΟ

  25. ϢʔβϏϦςΟςετ͸Կਓඞཁ͔ έʔεελσΟ ౓ͷϢʔβϏϦςΟςετ͸̑ਓͰे෼ͱݴΘΕ͍ͯΔ /*&-4&/PO.BSDI  IUUQTXXXOOHSPVQDPNBSUJDMFTXIZZPVPOMZOFFEUPUFTUXJUIVTFST Ϣʔβʔ໊͕ൃݟͰ͖Δ໰୊ͷׂ߹ ͱݴΘΕ͍ͯΔ ਓͷϢʔβ͕ൃݟͰ͖Δ໰୊ͷׂ߹ ͸ҎԼͷࣜʹͳΔ

    ໊̑ͷϢʔβʔͰݟ͔ͭͬͨ໰୊मਖ਼ޙɺ ͞ΒʹςετΛߦ͏͜ͱ͕༗ޮ
  26. ݕ౼̍ɿαΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ  έʔεελσΟ

  27. ৘ใ഑ஔͷଥ౰ੑ ݕ౼̍ɿαΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ ݕ౼̍ɿαΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ ݱߦͷ $"-JOL؅ཧը໘ αΠυϝχϡʔ͸ࠨଆ

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

  29. ؅ཧը໘ͷ؍࡯ -*/&EFWFMPQFST ࠨଆ ݕ౼̍ɿαΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  30. ؅ཧը໘ͷ؍࡯ 'BDFCPPL޿ࠂϚωʔδϟ ࠨଆ ݕ౼̍ɿαΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ

  31. ৘ใ഑ஔͷଥ౰ੑ ݕ౼̍ɿαΠυϝχϡʔͬͯࠨӈͲͬͪʹ͋Δ΂͖ʁ  جຊతʹ͸ࠨଆ  Ͳ͏ͯ͠ࠨଆ͕޷·ΕΔͷ͔ݕূ͍ͨ͠ ΍ͬͨ͜ͱ - ݦஶੑϚοϓͰͷ6*֬ೝ -

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

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

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

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

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

    ࢖͍΍͍͢ɺ׳Ε͍ͯΔؾ͕͢Δ  ໨ઢ͕ࠨ্͔ΒೖΔͨΊɺϝχϡʔΛ ֬ೝ͔ͯ͠ΒίϯςϯπʹೖΕΔ  ӈϝχϡʔ͸΄ͱΜͲ໨Λ౰ͯͯͳ ͔ͬͨʢݴΘΕͯؾͮ͘ʣ  ӈ͸ߜΓࠐΈͷΑ͏ͳػೳ͕͋Δ΂͖ ݕ౼̍ɿαΠυϝχϡʔͬͯ ࠨӈͲͬͪʹ͋Δ΂͖ʁ
  37. ςετ݁Ռ  "#ςετ ͱ ώΞϦϯά ݕ౼̍ɿαΠυϝχϡʔͬͯ 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໰୊  
  38. ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸Πϝʔδͱ߹ͬͯΔʁ  έʔεελσΟ

  39. ϝχϡʔ಺༰ͷଥ౰ੑ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸ Πϝʔδͱ߹ͬͯΔʁ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸Πϝʔδͱ߹ͬͯΔʁ ͜ͷ૊Έ߹Θͤͷ ଥ౰ੑΛ֬ೝ͢Δ    

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

    ˠΦʔϓϯɾΧʔυιʔτ Χʔυιʔτͱ͍͏ςετΛߦ͏ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸ Πϝʔδͱ߹ͬͯΔʁ . ΓΜ͝ Έ͔Μ εΠΧ
  41. ΦʔϓϯɾΧʔυιʔτͷ෩ܠ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸ Πϝʔδͱ߹ͬͯΔʁ

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

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

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

    Πϝʔδͱ߹ͬͯΔʁ
  45. ΫϥελʔɾσϯυϩάϥϜ  Χʔυιʔτूܭ ద౰ͳ )FJHIUʢ͖͍͠஋ʣͰ੾Γάϧʔϐϯά  ೖΕࢠϝχϡʔͳͲ΋ҰൃͰߏஙͰ͖Δ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸ Πϝʔδͱ߹ͬͯΔʁ

  46. ΫϥελʔɾσϯυϩάϥϜ  Χʔυιʔτूܭ ద౰ͳ )FJHIUʢ͖͍͠஋ʣͰ੾Γάϧʔϐϯά  ೖΕࢠϝχϡʔͳͲ΋ҰൃͰߏஙͰ͖Δ ݕ౼̎ɿϝχϡʔͷάϧʔϐϯά͸ Πϝʔδͱ߹ͬͯ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
  47.  έʔεελσΟ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ ͦͷ

  48. τάϧϘλϯͷ༏Ґੑ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ ݕ౼̏ɿ JOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT

    ࠨهσβΠϯͷ ༏ҐੑΛݕ౼
  49. ݕূ࣮ݧ  ϝχϡʔ಺༰ͷଥ౰ੑ ࣮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୒ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ
  50. બ୒ͷਖ਼֬͞  ύϑΥʔϚϯεϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO  ͚͕ͩஶ͘͠௿͍

    ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ
  51. બ୒·Ͱͷ଎͞  ύϑΥʔϚϯεϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO  

    ͕΍΍஗͍ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ
  52. τάϧϘλϯͷ޷Έ  ࣗݾਃࠂϝτϦΫε 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO ͕ਓؾ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ

    ڍಈͷܾΊํ͸ʁ ͦͷ
  53. ૯߹ධՁ  τάϧϘλϯͷ༏Ґੑ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT %FTJHO ͕ߴಘ఺ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ

    ڍಈͷܾΊํ͸ʁ ͦͷ
  54. ૯߹ධՁ  τάϧϘλϯͷ༏Ґੑ ݕ౼̏ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ 5IPNBT45VMMJT FUBM  8IBUTUIF.PTU&GGFDUJWF8BZUP1SFTFOU5XP4UBUF5PHHMF#VUUPOT

    %FTJHO ͕ߴಘ఺
  55. ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾڍಈͷܾΊํ͸ʁ ͦͷ̎  έʔεελσΟ

  56. ϓϨʔεϗϧμʔͰ୅༻ͨ͠ϥϕϧ ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ̎ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ϥϕϧͷͳ͍ϑΥʔϜ

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

    ڍಈͷܾΊํ͸ʁ ͦͷ̎
  58. 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 ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ̎
  59. #FUUFS ϓϨʔεϗϧμʔʹ஫ҙॻ͖Λهࡌ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ̎

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

    ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ̎
  61. #FTU ݁ہϥϕϧʹશ෦ॻ͘ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ ͦͷ̎

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

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

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

  65. (PPE దԠੑͷ͋ΔϓϨʔεϗϧμʔ 1MBDFIPMEFSTJO'PSN'JFMET"SF)BSNGVM IUUQTXXXOOHSPVQDPNBSUJDMFTGPSNEFTJHOQMBDFIPMEFST  /JFMTFO/PSNBO(SPVQ ΧʔιϧΛ߹ΘͤΔͱɺ ϓϨʔεϗϧμʔ͕ϥϕϧʹͳΔ ݕ౼̐ɿJOQVUཁૉͷݟͨ໨ɾ ڍಈͷܾΊํ͸ʁ

    ͦͷ̎
  66. ݕ౼̑ɿ؅ཧը໘Ͱߦ͏࡞ۀ͸Ͳ͏վળ͢Δʁ  έʔεελσΟ

  67. ໨తΛୡ੒͢Δ·ͰͷखஈΛ࠷దԽ͢Δ ݕ౼̑ɿ؅ཧը໘Ͱߦ͏࡞ۀ ͸Ͳ͏վળ͢Δʁ ࣗಈԠ౴ϝοηʔδΛ࡞੒͢Δ  Ϣʔβʔ͕ ̋̋ ͱݴͬͨΒ Ϙοτ͕ ˘˘

    ͱฦ͢ ͱ͍͏ઃఆ ͜Μʹͪ͸ ϋδϝϚγς  
  68. ࣗಈԠ౴ϝοηʔδઃఆը໘Λվྑͯ͠ΈΔ ݕ౼̑ɿ؅ཧը໘Ͱߦ͏࡞ۀ͸Ͳ͏վળ͢Δʁ

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

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

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

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

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

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

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

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

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

  78. 69 ͷൺֱ Ͳ͕ͬͪྑ͍ 69͔ʢԾઆ͸ਖ਼͍͔͠ʣΛςετ͢Δ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ݱߦ ৽

  79. Χ΢ϯλʔόϥϯε ςετॱ൪ֶ͕शՄ༻ੑʹӨڹ͢Δ৔߹ɺ ॱ൪ΛೖΕସ͑Δ͜ͱͰόΠΞεΛແ͘͢ ࣗಈԠ౴ϝοηʔδը໘ͷϢʔβϏϦςΟςετʢܭըʣ ࣗಈԠ౴ϝοηʔδΛ࡞੒ͯ͠΋Β͏ ࣮ݧ ݱߦ ৽ ݱߦ ৽

    ໊̒ ໊̓ ˠݱߦͰӡ༻͍ͯ͠Δϝϯόʔ ݱߦ ৽ ˞ ໊̑ ΤΩεύʔτϢʔβʔ ˞  ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ
  80. ࣗಈԠ౴ϝοηʔδը໘ͷϢʔβϏϦςΟςετʢ಺༰ʣ ಺༰ ͜Μʹͪ͸ ͸͡Ί·ͯ͠ʂ ࣮ࡍʹςελʔʹݟͤͨखॱॻ  ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ࣗಈԠ౴ϝοηʔδͷ λΠτϧ

    ͱ ೔࣌ࢦఆ ʹ͍ͭͯ͸ࢦఆͯ͠ͳ͍
  81. ܭଌͷ಺༰ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ύϑΥʔϚϯεϝτϦΫε λεΫ੒ޭ཰ λεΫ࣌ؒ Τϥʔ ޮ཰ ੜཧϝτϦΫε ΞΠτϥοΩϯά

    ࠷୹ϧʔτ͔Βҳ୤ͨ͠ߦಈͷ਺ ඞਢ߲໨ͷະઃఆ਺ ͳͲ ΫϦοΫ਺ɺೖྗ਺ɺ໎͍౓ ࢦఆ߲ͨ͠໨ͷೖྗ͕Ͱ͖͔ͨ ੒ޭ PS ࣦഊ
  82. ϢʔβʔϏϦςΟςετ෩ܠ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ

  83. 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  
  84.          

           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 ࣌ؒ୹ॖ͕ߦ͍͑ͯΔ ݮ ݮ ݮ
  85.          

           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
  86.          

         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  
  87.          

           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
  88.          

           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
  89. ΞΠτϥοΩϯάͰಘΒΕͨσʔλ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ఆྔԽͰ͖ͳ͍෦෼ͷ൑ఆ ϑΥʔϜʹೖྗΛ͠ͳ͔ͬͨ ϑΥʔϜ෦඼ʹؾ͍ͮͯͳ͍ʁ 

  90. ಈըͷͨΊಈ࡞͠·ͤΜ

  91. ΞΠτϥοΩϯάͰಘΒΕͨσʔλ ࣗಈԠ౴ϝοηʔδઃఆը໘ Λվྑͯ͠ΈΔ ఆྔԽͰ͖ͳ͍෦෼ͷ൑ఆ ϑΥʔϜʹೖྗΛ͠ͳ͔ͬͨ ϑΥʔϜ෦඼ʹؾ͍ͮͯͳ͍ʁ   ͦͷଞΘ͔ͬͨ͜ͱ ໎͍ͬͯΔʗࠔ͍ͬͯΔͱ͖ͷࢹઢͷಈ͖

        
  92. ಈըͷͨΊಈ࡞͠·ͤΜ

  93. ςετޙͷ૯߹తͳධՁΛ֬ೝ͍ͨ͠ ݕ౼̑ɿ؅ཧը໘Ͱߦ͏࡞ۀ͸Ͳ͏վળ͢Δʁ

  94. γεςϜͷҹ৅มԽΛ֬ೝ͢Δ ͦͷ̍ ςετޙͷ૯߹తͳධՁΛ ֬ೝ͍ͨ͠ ɾ ͦΕͧΕͷऴྃޙʹ 464 ௐࠪථΛهೖͯ͠΋Β͏  

          ݱߦ ৽
  95. γεςϜͷҹ৅มԽΛ֬ೝ͢Δ ͦͷ̎ ੡඼ϦΞΫγϣϯΧʔυ ʢ͜Ε΋ ɾ ͦΕͧΕͷऴྃޙʣ ݱߦ ৽ ςετޙͷ૯߹తͳධՁΛ ֬ೝ͍ͨ͠

    &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
  96. γεςϜҹ৅ςετ݁Ռ  γεςϜϢʔβϏϦςΟεέʔϧ ςετޙͷ૯߹తͳධՁΛ ֬ೝ͍ͨ͠     

                γεςϜϢʔβϏϦςΟεέʔϧ <> ݱߦ؅ཧը໘ ৽؅ཧը໘ ݱߦ ৽ ݱߦ ৽ ΤΩεύʔτϢʔβʔ ૿ ૿ ૿ 
  97. ࣭໰จ͝ͱͷείΞ  γεςϜϢʔβϏϦςΟεέʔϧ ςετޙͷ૯߹తͳධՁΛ ֬ೝ͍ͨ͠ 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   
  98. ৽  γεςϜҹ৅ςετ݁Ռ  ੡඼ϦΞΫγϣϯΧʔυ ςετޙͷ૯߹తͳධՁΛ ֬ೝ͍ͨ͠ ݱߦ

  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  ͍͔ͭ͘ͷྫʹͯϢʔβϏϦςΟܭଌͷख๏Λ঺հ ΍ͬͯΈΔͱҙ֎ͱ؆୯ͳ࡞ۀͷ܁Γฦ͕͠ଟ͍ ෳࡶͳܭࢉࣜΛཁ͢Δ΋ͷͰ΋ 3΍ 1ZUIPOͰܭࢉՄೳ  έʔεελσΟͷ঺հ ܭଌख๏͔Βςετํ๏͕૝૾Ͱ͖ͳ͔ͬͨΒɺ

    ଞਓͷྫΛࢀߟʹ͢Δͱྑ͍  UP#޲͚ʗUP$޲͚Ͱ 69ʹҧ͍͕͋Δͷ͔Λݕ౼ UP #͔ͩΒͱ͍͏෼͚ํͰ͸ɺҧ͍͸ແ͍Α͏ʹݟ͑Δ ࢖͏Ϣʔβʔʗ࢖͏؀ڥɺͦͯ͠ςετʹͯ 69Λνϡʔχϯά͢΂͖
  105. None