ネットワーク時代のデータビジュアライゼーション

9dba9fdaa55fe1127bea93abf7cc0c5e?s=47 Yuichi Yazaki
February 13, 2017

 ネットワーク時代のデータビジュアライゼーション

9dba9fdaa55fe1127bea93abf7cc0c5e?s=128

Yuichi Yazaki

February 13, 2017
Tweet

Transcript

  1. Data visualization in the era of network ωοτϫʔΫ࣌୅ͷ σʔλϏδϡΞϥΠθʔγϣϯ ໼࡚༟Ұ

  2. ʮϫΠϯΛௌ͘ʯҏ౻ᚸਓஶ

  3. None
  4. $JWJD5FDI *OGPSNBUJPO "SDIJUFDUVSF ύλʔϯϥϯήʔδ

  5. $PEF'PS"NFSJDB (PW4VNNJU Λ͖͔͚ͬʹɺ5FBDI'PS"NFSJDB Λࢀߟʹ஀ੜ भ੓෎΁ΤϯδχΞΛ೿ݣ ࿈๜੓෎΁װ෦΍ΤϯδχΞΛ೿ݣ ' ΍ 64%JHJUBM4FSWJDF ͱ͍ͬͨ࿈๜੓෎಺ʹ૊৫͕஀ੜ

    ೥ ೥ ೥ ೥
  6. $PEF'PS5PLZP 3&4"4ຊ ࣥච ౦ژอҭԂ Ϛοϓ ࠃཱࠃձਤॻؗ 8"31׆༻

  7. %BUB 7JTVBMJ[BUJPO *OGPSNBUJPO "SDIJUFDUVSF %BUB7JTVBMJ[BUJPO+BQBO ৘ใΛΘ͔Γ΍͘͢఻͑Δٕज़

  8. https://www.facebook.com/photo.php?fbid=10153795302373201&set=a.10153042242063201.1073741877.649793200&type=3&theater ͘·΋Μ

  9. 0QFO%BUB%BZϩΰδΣωϨʔλ http://odd.structure-and-representation.com/

  10. http://opendataday.org/

  11. Foundamentals ݪཧݪଇ ࣌ؒͷྲྀΕʗ࠲ඪܥ ࠨ͔Βӈ΁ νϟʔτશମΛߋ৽͢Δ ্͔ΒԼ΁ ࠨ͔Βӈ΁ ࠨ͔Βӈ΁ มԽ ߏ੒ͷมԽ

    ԁঢ়ʹ දݱͰ͖Δ͜ͱ σʔλϙΠϯτͷදݱ ൺֱ ஍ཧۭؒʹ
  12. ఻ΘΒͳ͚Ε͹ҙຯ͕ͳ͍ डಈత Ϣʔβʔͷঢ়ଶ ஌͍ͬͯΔ ஌Βͳ͍ Τϯλϝ౓ߴΊͳ ૌٻ ୺తͳૌٻ ୺తͳૌٻ ৄ͍͠આ໌͕Մೳ

    ೳಈత Ϣ ồ β ồ ͷ ஌ ࣝ
  13. डಈత Ϣʔβʔͷঢ়ଶ ஌͍ͬͯΔ ஌Βͳ͍ Τϯλϝ౓ߴΊͳ ૌٻ ୺తͳૌٻ ୺తͳૌٻ ৄ͍͠આ໌͕Մೳ ೳಈత

    Ϣ ồ β ồ ͷ ஌ ࣝ ఻ΘΒͳ͚Ε͹ҙຯ͕ͳ͍
  14. ఻ΘΒͳ͚Ε͹ҙຯ͕ͳ͍ ࣌ؒແ੍ݶͰɺ จࣈͩΒ͚ͷࢿ ྉ਺ेϖʔδͰɺ ߦ͏ ந৅Խ ৄ͍͠આ໌ ͨͱ͑͹  ඵͰɺ

    ͨͱ͑͹  ෼Ͱɺ ಉ͜͡ͱΛઆ໌ ͢Δ ୺తͳઆ໌
  15. σʔλ͔Β஌ܙ΁ ωΠαϯɾγΣυϩϑ*OGPSNBUJPO%FTJHOͷʮཧղͷεϖΫτϧʯΛݩʹɺචऀ͕ߋ৽ ܦݧ ɾΦʔϓϯσʔλ ɾηϯαʔσʔλ ͳͲଘࡏ͢Δ σʔλ͢΂ͯ هԱʹ ࢒ΓͮΒ͍ ୹ظهԱʹ

    ࢒Δ ௕ظهԱʹ ࢒Δ ৗࣝʹͳΔ ৘ใͱܦݧ͕ ड͚खͷதͰ ҰମԽͨ͠΋ͷ σʔλ͕ ɾந৅Խ ɾՄࢹԽ ͞Εͨ΋ͷ ଟ͘ͷਓ ͕ڞ༗͢ Δ஌ࣝ σʔλ ৘ใ ஌ࣝ ஌ܙ
  16. 7JTVBMJ[BUJPO 4DJFOUJpD7JTVBMJ[BUJPO *OGPSNBUJPO7JTVBMJ[BUJPO αΠΤϯςΟϑΟοΫɾϏδϡΞϥΠθʔγϣϯ ΠϯϑΥϝʔγϣϯɾϏδϡΞϥΠθʔγϣϯ ݱ࣮ۭؒʹ ෺ཧతʹଘࡏ͍ͯ͠Δ ର৅෺ΛՄࢹԽ ݱ࣮ۭؒʹ ෺ཧతʹଘࡏ͍ͯ͠ͳ͍ର৅෺Λ

    ந৅తʹՄࢹԽ https://earth.nullschool.net/ 3FBEJOHTJO*OGPSNBUJPO7JTVBMJ[BUJPO6TJOH7JTJPOUP5IJOLCZ4UVBSU,$BSEFUBM https://www.nytimes.com/interactive/2016/08/08/sports/ olympics/history-olympic-dominance-charts.html ೥
  17. 4DJFOUJpD7JTVBMJ[BUJPO *OGPSNBUJPO7JTVBMJ[BUJPO αΠΤϯςΟϑΟοΫɾϏδϡΞϥΠθʔγϣϯ ΠϯϑΥϝʔγϣϯɾϏδϡΞϥΠθʔγϣϯ ͜Ε·ͰͷՄࢹԽͷ੒Ռ΍ٕज़Λ໢ཏతʹମܥԽ͢Δ ͨͱ͑͹ɺࣗવՊֶͷϑΥʔϚοτͰࣾձՊֶͷσʔλΛදݱ ೥ %BUB7JTVBMJ[BUJPO

  18. ࣅͨλʔϜͷτϨϯυൺֱ %BUB7JTVBMJ[BUJPO *OGPSNBUJPO7JTVBMJ[BUJPO *OGPHSBQIJDT (PPHMFτϨϯυ ʙ೥

  19. Data & Visualization σʔλͱՄࢹԽ

  20. σʔλߏ଄ͷ෼ྨ ද ਺஋σʔλ จࣈσʔλ ஍ཧۭؒ σʔλ ؔ܎ੑ ©Yuichi Yazaki, all

    rights reserved.
  21. Ϩίʔυ σΟϝϯγϣϯ ©Yuichi Yazaki, all rights reserved. දσʔλͷߏ଄

  22. ©Yuichi Yazaki, all rights reserved. දσʔλͷߏ଄ ౎ಓ෎ݝ ๺ւಓ ळాݝ ؠखݝ

    ٶ৓ݝ ळాݝ )      )      Ϩίʔυ ೥౓ ) ) ) ) ) ๺ւಓ      ࣌ܥྻσʔλ ಉ͡σʔλͰ΋  ΧςΰϦʔʢ෼ྨʣσʔλ ळాݝ      σΟϝϯγϣϯ σΟϝϯγϣϯ Ϩίʔυ
  23. ©Yuichi Yazaki, all rights reserved. ஍ཧۭؒ ද ςΩετߏ଄ ෼෍ ؔ܎ੑ

    ॱং ࣌ܥྻ มԽ ߏ੒ ൺֱ ෼ྨ ਺஋σʔλ จࣈσʔλ ஍ཧۭؒ σʔλ ؔ܎ੑ σʔλͷߏ଄ͱΠϯαΠτ
  24. ԁάϥϑ 1JF$IBSU ϥΠϯɾνϟʔτ -JOF$IBSU )JTUPHSBN ώετάϥϜ εϩʔϓάϥϑ 4MPQFHSBQI πϦʔɾϚοϓ 5SFF.BQ

    όʔɾνϟʔτ #BS$IBSU Ϛοϓ .BQ1SPKFDUJPO ྗࢦ޲άϥϑ 'PSDF%JSFDUFE(SBQI ϫʔυΫϥ΢υ 8PSE$MPVE ©Yuichi Yazaki, all rights reserved. ஍ཧۭؒ ද ςΩετߏ଄ ෼෍ ؔ܎ੑ ॱং ࣌ܥྻ มԽ ߏ੒ ൺֱ ෼ྨ ਺஋σʔλ จࣈσʔλ ஍ཧۭؒ σʔλ ؔ܎ੑ ٻΊ͍ͯΔΠϯαΠτͱνϟʔτͷରԠ
  25. ©Yuichi Yazaki, all rights reserved. ෼෍ 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 νϟʔτͷରԠ͢ΔσΟϝϯγϣϯ਺
  26. ©Yuichi Yazaki, all rights reserved. ಉ͡νϟʔτΛ ෳ਺࢖͏ ଟ࣍ݩσʔλΛ ՄࢹԽͰ͖Δ νϟʔτΛ࢖͏

    ෳ਺ͷछྨͷ νϟʔτΛ ૊Έ߹ΘͤΔ Ͳ͜·ͰදݱͰ͖Δ͔ʁ νϟʔτΛ ࢖͏ άϧʔϓɾ όʔɾνϟʔτ (SPVQFE#BS$IBSU ϨΠμʔɾνϟʔτ 3BEBS$IBSU ύϥϨϧɾίʔσΟωΠτ 1BSBMMFM$PPSEJOBUFT ฏߦηοτ 1BSBMMFM4FU Ϛοϓ .BQ1SPKFDUJPO όʔɾνϟʔτ #BS$IBSU όʔɾνϟʔτ #BS$IBSU
  27. Network ωοτϫʔΫ Linear Force-Directed Force-Directed from center Circular Flow Organized

    Polar/Radial Community Structure Geography based Matrix #JP'BCSJD $IPSE%JBHSBNT "SD%JBHSBNT 'PSDF%JSFDUFE 'PSDF%JSFDUFE #JNPEFM(SBQI $PSSFMBUJPO.BUSJY "EKBDFODZ.BUSJY $JSDPT )JWF1MPUT 4BOLFZ%JBHSBN "MMVWJBM%JBHSBN ©Yuichi Yazaki, all rights reserved.
  28. ©Yuichi Yazaki, all rights reserved. ೖΕࢠ  ϕΫτϧ ෳ਺ϕΫτϧ πϦʔɾϚοϓ

    ϊʔυˍϦϯΫ πϦʔߏ଄ͷՄࢹԽ ฒ΂Δ ϢʔΫϦουฏ໘ ϥσΟΞϧ ૒ۂزԿ
  29. ©Yuichi Yazaki, all rights reserved. ϦϯΫͷॏΈΛ දݱ͠΍͍͢ Ϋϥελʔ͕ೝ஌͠΍͍͢ Ϋϥελʔ͕ೝ஌ͮ͠Β͍ πϦʔߏ଄͕͋Δ

    πϦʔߏ଄͕ͳ͍ ϦϯΫͷॏΈΛ දݱͮ͠Β͍ ωοτϫʔΫͷՄࢹԽ
  30. ̓ͭͷڮΛશͯ౉Γɺ ݩͷ৔ॴ΁໭Δʹ͸ͲͷΑ͏ʹߦ͚͹Α͍͔ʁ ʢͨͩ͠ɺಉ͡ڮΛ̎౓Θͨͬͯ͸͍͚ͳ͍ʣ ϨΦϯϋϧτɾΦΠϥʔʮέʔχώεϕϧΫͷڮͷ໰୊ʯ

  31. ̓ͭͷڮΛશͯ౉Γɺ ݩͷ৔ॴ΁໭Δʹ͸ͲͷΑ͏ʹߦ͚͹Α͍͔ʁ ʢͨͩ͠ɺಉ͡ڮΛ̎౓Θͨͬͯ͸͍͚ͳ͍ʣ ϨΦϯϋϧτɾΦΠϥʔʮέʔχώεϕϧΫͷڮͷ໰୊ʯ

  32. ̓ͭͷڮΛશͯ౉Γɺ ݩͷ৔ॴ΁໭Δʹ͸ͲͷΑ͏ʹߦ͚͹Α͍͔ʁ ʢͨͩ͠ɺಉ͡ڮΛ̎౓Θͨͬͯ͸͍͚ͳ͍ʣ ϨΦϯϋϧτɾΦΠϥʔʮέʔχώεϕϧΫͷڮͷ໰୊ʯ

  33. ιγΦάϥϜ http://yawatosho.hateblo.jp/entry/20100623/1277306205 "1SJNFSPG4PDJPNFUSZCZ.-/PSUIXBZ ͋Δখֶߍͷஉࢠͱঁࢠ ͷࣾձతͳؔ܎ΛՄࢹԽɻ ܭྔࣾձֶͷઌۦ͚ɻ

  34. ωοτϫʔΫ w ࣗવՊֶʢ෺ཧֶɺੜ෺ֶɺҨ఻ֶɺੜଶֶɺӸֶʣ w ࣾձՊֶʢࣾձֶɺ౎ࢢܭըͳͲɺݱ࣮ੈքͷγεςϜʣ ͳͲɺωοτϫʔΫͷ໰୊ͱͯ͠ѻ͑Δɻ ࣾձՊֶͷ৔߹ɺωοτϫʔΫʹؔ܎ੑ ࠷ۙͩͱɺ%BUJOH4DJFODFʢ˺࿀Ѫ޻ֶʣ΋ɻ

  35. http://yawatosho.hateblo.jp/entry/20100623/1277306205 /FUXPSLT"O*OUSPEVDUJPOCZ.BSL/FXNBO "USFFJTBDPOOFDUFE VOEJSFDUFEOFUXPSLUIBUDPOUBJOTOPDMPTFEMPPQT#ZlDPOOFDUFEzXFNFBOUIBUFWFSZWFSUFYJOUIFOFUXPSLJTSFBDIBCMFGSPNFWFSZ PUIFSWJBTPNFQBUIUISPVHIUIFOFUXPSL"OFUXPSLDBOBMTPDPOTJTUPGUXPPSNPSFQBSUT EJTDPOOFDUFEGSPNPOFBOPUIFS BOEJGBOJOEJWJEVBMQBSUIBTOP MPPQTJUJTBMTPDBMMFEBUSFF*GBMMUIFQBSUTPGUIFOFUXPSLBSFUSFFT UIFDPNQMFUFOFUXPSLJTDBMMFEBGPSFTU πϦʔΛ

    ωοτϫʔΫͱͯ͠ѻ͏ ҎԼͷ৚݅Λຬͨ͢৔߹ w ดϧʔϓΛؚ·ͳ͍ಉ͡ϊʔυಉ࢜Λͭͳ͙Τοδ͕ଘࡏ͠ͳ͍ w ઀ଓ͞ΕͨωοτϫʔΫ಺ͷ͢΂ͯͷ௖఺͕ɺ͋Δܦ࿏Λհͯ͠ωοτϫʔΫΛհͯ͠ޓ͍ʹ౸ୡՄೳ w ແ޲Ͱ͋ΔΤοδʹํ޲ੑ͕ͳ͍ πϦʔ ωοτϫʔΫ
  36. How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  37. ఆੑ৘ใΛఆྔతʹோΊΔ How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  38. ݪൃࣄނආ೉ऀͷ੠ ʙ/),෱ౡ์ૹہΞϯέʔτʙ http://www3.nhk.or.jp/news/fukushimawordcloud/

  39. ၆ᛌࢹ఺Ͱؔ܎ੑΛோΊΔ

  40. ۃݶ·Ͱશମ࠷దԽ͢Δ How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  41. ٘ਜ਼ऀͷํͨͪΛࣾձతʹீ͏ ϦϑϨΫςΟϯάɾϓʔϧ

  42. ɾඃ֐ʹૺΘΕͨ৔ॴʢϊʔεɺα΢ελϫʔʣ ɾ౥৐ͯͨ͠ඈߦػʢΞϝϦΧϯߤۭศʗศɺϢφΠςουߤۭศʗศʣ ɾϨεΩϡʔୂһ͔Ͳ͏͔ ɾՈ଒ ɾ༑ਓؔ܎ ɾۈ຿ઌ ɾ͋ͷॠؒɺۮવग़ձ͍ڞʹࢂࣄʹ௚໘ͨ͠ਓͨͪ ɾ୭ͱ୭Λۙ͘ʹ഑ஔͯ͠΄͍͠ͱ͍͏Ҩ଒͔ΒͷϦΫΤετ ʢ݅Ҏ্ʣ ͜ΕΒ͢΂ͯΛಉ࣌ʹຬͨ͢͜ͱΛ໨ࢦͨ͠ɻ

    http://localprojects.net/work/911-memorial-museum-ground-zero http://bylines.news.yahoo.co.jp/yazakiyuichi/20160909-00062016/ ࣾձతͳ݁ͼ͖ͭʹԠͯ͡ɺ഑ྻ͕ܾΊΒΕͨɻ
  43. ๲େͳ૊Έ߹Θͤͷத͔Β શମ࠷దΛಘΔ

  44. ࢹ఺Λม͑ͯɺݟํΛม͑Δ How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  45. ෋ࢁݝೆ౑ࢢͷެڞࢪઃ ၆ᛌࢹ఺

  46. ෋ࢁݝೆ౑ࢢͷެڞࢪઃ ݸਓࢹ఺

  47. ਿӜ߁ฏ͞Μ ࣌ؒ࣠มܗ஍ਤ

  48. ਿӜ߁ฏ͞Μ ࣌ؒ࣠มܗ஍ਤ

  49. ࣗ෼͝ͱʹ͢ΔͨΊʹ ϑΟϧλʔΛ͔͚Δ ओ؍తͳ΋ͷͷݟํΛڞ༗͢Δʹ ଟࢹ఺

  50. Ձ஋൑அͷ࣠Λͨ͘͞Μಉ࣌ʹ࣋ͭ How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  51. ΦϦϯϐοΫ֫ಘϝμϧ਺ͷՄࢹԽ https://landing.google.com/altmedaltable/

  52. ෳ਺ͷσʔλͷֻ͚߹Θ͔ͤΒ ৽͍͠ࢦඪΛ

  53. ৘ใͷ੔ཧͷ࢓ํΛ͔͑Δ How to face? ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹ ɹզʑ͸ͲͷΑ͏ʹ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ

  54. ࠃཱࠃձਤॻؗ

  55. େن໛ਤॻ͕ؗऔΓ૊Ή ΢ΣϒɾΞʔΧΠϏϯά 8FC"SDIJWJOHBOEUIF**1$ https://vimeo.com/26878982#t=152s

  56. http://bylines.news.yahoo.co.jp/yazakiyuichi/20170123-00066895/

  57. ೔ຊेਐ෼ྨ๏ http://yawatosho.hateblo.jp/entry/20100623/1277306205

  58. None
  59. ωοτϫʔΫ࣌୅ͷ৘ใ੔ཧ ͷ࢓ํΛߟ͑Δ

  60. *OGPSNBUJPO4USBUFHZBOE4USVDUVSF اۀ΍૊৫ͷߟ͑Δ΂͖৘ใઓུͱɺΑΓཧղ͠΍͘͢͢ΔͨΊͷ৘ใߏ଄ άϩʔόϧςʔϚ ʮ͜ͷ৘ใ͕͋;ΕΔ࣌୅ʹզʑ͸ͲͷΑ͏ʹ ͜ΕΒͱ޲͖߹͍ͬͯ͘ͷ͔ʯ ϩʔΧϧςʔϚ

  61. w ၆ᛌࢹ఺Ͱؔ܎ੑΛோΊΔ w ๲େͳ૊Έ߹Θͤͷத͔Βશମ࠷దΛಘΔ w ࣗ෼͝ͱʹ͢ΔͨΊʹϑΟϧλʔΛ͔͚Δ w ओ؍తͳ΋ͷͷݟํΛڞ༗͢Δʹଟࢹ఺ w ෳ਺ͷσʔλͷֻ͚߹Θ͔ͤΒ৽͍͠ࢦඪΛ

    w ωοτϫʔΫ࣌୅ͷ৘ใ੔ཧͷ࢓ํΛߟ͑Δ ·ͱΊ
  62. IUUQOPUBUJPODPKQ IUUQTUSVDUVSFBOESFQSFTFOUBUJPODPN IUUQCZMJOFTOFXTZBIPPDPKQZB[BLJZVJDIJ