地図と可視化とコミュニティ（それと言語） / Data Visualization Japan Meetup 2022

データ可視化ショーケースイベント Data Visualization Japan Meetup 2022 | Peatix / https://peatix.com/event/3452708

動画: https://www.youtube.com/watch?v=Zu5oBYY7M0Y

Transcript

1. ஍ਤͱՄࢹԽͱίϛϡχςΟ
   ͦΕͱݴޠ
   !TPSBNJ
   

   
   %BUB7JTVBMJ[BUJPO+BQBO.FFUVQ
   ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ
   

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2. ՄࢹԽίϛϡχςΟͷΈͳ͞Μɺ
   ઇ߱Δ๺ւಓ͔Β͜Μʹͪ͸ʂ
   ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ
   

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3. ݄ͷࡳຈ͸͜Μͳײ͡Ͱ͢
   ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ
   

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4. ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ
   !TPSBNJ
   ٱຊۭւʢͻ͞΋ͱͦΒΈʣ
   ιϑτ΢ΣΞΤϯδχΞɻࡳຈࡏॅɻ
   ๺ւಓͷ஍ਤՄࢹԽूஂʮ.*&36/&ʯॴଐɻ
   

   ੲ͸ࣗવݴޠॲཧΛ΍͍ͬͯ·ͨ͠ɻ
   

   ৽͍͠ʮࢥߟͷͨΊͷಓ۩ʯʹڵຯ͕͋Γ·͢ɻ
   

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5. ©︎
   1SPKFDU1-"5&"6.-*5+BQBO
   ·ͣ͸ࣗݾ঺հ͕ΘΓʹɺ
   ͜ͷ೥Ͱݸਓతʹͭͬͨ͘΋ͷΛ
   

   ͍͔ͭ͘঺հʜ
   

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6. ©︎
   1SPKFDU1-"5&"6.-*5+BQBO
   1FPQMF.BQPG+BQBO
   ஍໊Λग़਎ਓ෺ʹஔ͖׵͑ͨ஍ਤ
   

   ࢢ۠ொଜ͝ͱʹɺ8JLJQFEJBͰΞΫηε਺࠷ଟͷग़਎ਓ෺ϖʔδ
   https://sorami.dev/2021/people-map-japan/
   

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7. ©︎
   1SPKFDU1-"5&"6.-*5+BQBO
   )0,,"*%-&
   ๺ւಓͷ࣏ࣗମΛ౰ͯΔήʔϜɻ๺ւಓҠॅ΁൐͍ษڧΛ݉Ͷͯ࡞੒
   ୯ޠ౰ͯήʔϜʮ803%-&ʯʹΠϯεύΠΞ͞Εͨ
   https://sorami.dev/hokkaidle
   

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8. ©︎
   1SPKFDU1-"5&"6.-*5+BQBO
   +BQBOFTFGSPN)PLLBJEPUP0LJOBXB
   ೔ຊͷ࣏ࣗମਓޱΛʮҢ౓ʢೆ๺ʣʯʹϓϩοτ
   https://observablehq.com/@sorami/japanese-from-hokkaido-to-okinawa
   

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9. ©︎
   1SPKFDU1-"5&"6.-*5+BQBO
   .*&36/&ͷ
   ͍ͭͬͯ͘Δ΋ͷ
   

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10. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    ಸྑจԽࡒݚڀॴจԽࡒ૯ཡ8FC(*4
    ສΛ௒͑ΔશࠃͷจԽࡒΛ஍ਤ্΁ՄࢹԽ
    https://data.wingarc.com/localdxlab-29-nara-46973
    https://heritagemap.nabunken.go.jp/
    

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11. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    :BIPP+"1"/ਓྲྀσʔλՄࢹԽ
    ϠϑʔɾσʔλιϦϡʔγϣϯʹΑΔਓޱ౷ܭσʔλ
    

    ʮ೥୅ʯʮډॅ஍ʯͱ͍ͬͨଐੑ৘ใ΍ɺݕࡧΩʔϫʔυཤྺͳͲ΋
    

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12. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    :BIPP+"1"/ਓྲྀσʔλՄࢹԽ
    σϞಈը
    

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13. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    (5'4(0
    όεͳͲެڞަ௨ػؔͷ࿏ઢՄࢹԽ
    

    Φʔϓϯιʔεͷ஍ཧۭؒ৘ใॲཧιϑτ΢ΣΞʮ2(*4ʯͷϓϥάΠϯ
    https://github.com/MIERUNE/GTFS-GO https://www.mierune.co.jp/blog/posts/k9s2tkoapgc
    (5'4͸ɺ͜ͷ͋ͱɺ
    ҏ౻ণؽ͞ΜʹΑΔ͝ൃද
    

    ʮެڞަ௨σʔλՄࢹԽͷ࠷৽ঢ়گͱՄೳੑʯͰ
    ·ͨৄ͍͓͠࿩͕͋Δ͔ͱࢥ͍·͢ʂ
    

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14. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    .*&36/&%ϏϡʔΞʔσϞ
    ࠃަলʹΑΔશࠃ%౎ࢢϞσϧʮ1-"5&"6ʯͷσʔλ΍ɺ
    ࣍ݩ఺܈σʔλͳͲͷՄࢹԽྫ
    https://demo-3d.mierune.io/
    

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15. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    .*&36/&%ϏϡʔΞʔσϞ
    σϞಈը
    

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16. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    ࡳຈࢢ1-"5&"6σʔλͷϚΠΫϥԽ
    ࠃ౔ަ௨লͷϓϩδΣΫτʮ1-"5&"6ʯͷ%౎ࢢϞσϧσʔλΛղੳ͠ɺ
    ήʔϜʮϚΠϯΫϥϑτʯͷϫʔϧυσʔλ΁ม׵
    https://sapporo-minecraft.jp
    https://www.mierune.co.jp/news/posts/uzeapn5su5lr
    .*&36/&ϝϯόʔ͕
    ৹ࠪһࢀՃ
    

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17. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    ࡳຈࢢ1-"5&"6σʔλͷϚΠΫϥԽ
    σϞಈը
    

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18. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    %BZ.BQ$IBMMFOHF
    ݄ͷ೔ؒɺຖ೔ɺςʔϚʹԊͬͨ஍ਤΛͭ͘Δͱ͍͏اը
    ੈքதͷ஍ਤѪ޷Ո͕ࢀՃɻ೥ɺ.*&36/&ͷΈΜͳͰࢀՃ͠·ͨ͠ʂ
    https://twitter.com/i/events/1597131732993527809
    https://note.com/mierune/n/ne96b8e56aa25
    

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19. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    %BZ.BQ$IBMMFOHF
    https://twitter.com/MIERUNE_inc/status/1594617865390370821
    

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20. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ࣗવݴޠॲཧ
    

    ʢ/-1 /BUVSBM-BOHVBHF1SPDFTTJOHʣ
    

    ίϯϐϡʔλʔͰʮਓؒͷ͜ͱ͹ʯΛѻ͏ٕज़
    ػց຋༁ จॻݕࡧ νϟοτϘοτ ͔ͳ׽ࣈม׵ɺʜ
    ࢲͷ࿩ʜ
    ΋ͱ΋ͱɺࣗવݴޠॲཧΛ΍ͬͯ·ͨ͠
    ᔹ্ҁࢠ͞ΜʹΑΔࡢ೔ͷ͝ൃද
    

    ʮ*#%ױऀ͞Μͷχʔζͱ͸ʁ4/4Λ༻͍ͨ෼ੳʯ
    Ͱ΋/-1ٕज़͕׆༻͞Ε͍ͯ·ͨ͠ʂ
    

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21. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    1BSTJOHUIF8FCXJUI%FFQ-FBSOJOH
    ಸྑઌ୺Պֶٕज़େֶӃେֶʢ/"*45ʣ
    ߏจղੳ΁ͷ෼ࢄදݱʢ୯ޠϕΫτϧʣͷ׆༻
    言語処理学会第18回年次大会
    speakerdeck.com/sorami/parsing-the-web-with-deep-learning
    

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22. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ػց຋༁Ϟσϧ΁ͷ߈ܸ
    δϣϯζɾϗϓΩϯζେֶ
    Ϟσϧͷֶशσʔλ΁ɺσʔλ͕উखʹ࢖ΘΕ͍ͯͳ͍͔z߈ܸzͯ͠ਪଌ
    Transactions of the Association for Computational Linguistics
    https://speakerdeck.com/sorami/
    

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23. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ຽࣄ൑ܾͷ൑ྫΛಗ໊Խ
    -FHBMTDBQF
    ͦͷ··Ͱ͸ΦʔϓϯʹͰ͖ͳ͍൑ྫจΛɺʢ൒ʣࣗಈͰಗ໊Ճ޻
    言語処理学会第28回年次大会
    https://note.com/legalscape/n/nf6341940deaa
    

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24. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ܗଶૉղੳثʮ4VEBDIJʯ
    /-1ͷج൫ٕज़ɺܗଶૉղੳΛߦ͏πʔϧͱࣙॻ
    اۀʢϫʔΫεΞϓϦέʔγϣϯζʣʹΑΔ։ൃɺΦʔϓϯιʔεެ։
    https://speakerdeck.com/sorami/sudachi-elasticsearch
    https://zenn.dev/sorami/articles/c9a506000fd1fbd1cf98
    ͢ ͩ ͪ
    

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25. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ೔ຊޠͷ୯ޠϕΫτϧʮDIJ7Fʯ
    ࠃཱࠃޠݚڀॴͱͷڞಉݚڀ
    4VEBDIJͱɺԯޠن໛ͷςΩετσʔλʮ/8+$ʯʹΑΓֶश
    第16回テキストアナリティクス・シンポジウム,電子情報通信学会NLC研究会
    https://speakerdeck.com/sorami/
    ͪ Ό ͍ ἖
    

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26. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ݴޠˠ஍ਤʁ🤔
    

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27. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    デイリーポータルZ, https://dailyportalz.jp/kiji/reading-dictionary
    

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28. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    デイリーポータルZ, https://dailyportalz.jp/kiji/reading-dictionary
    ਫ໺ɿ͋ͱɺࣙయ͕޷͖ͳਓ͸ɺ
    

    ɹɹɹՋͳ࣌ʹάʔάϧϚοϓݟΔઆɻ
    ੢ଜɿݟ·͢Ͷʂ
    Ҵ઒ɿ࣮͸ɺ஍ਤ΋
    ɹɹʮݱ࣮ͷ΋ͷΛͳΔ͚ͩਖ਼֬ʹॻ͖ࣸͯ͠ɺ
    ɹɹɹͲͷΑ͏ʹ·ͱΊͯදݱ͢Δͷ͔ʯ
    ɹɹɹͱ͍͏ͱ͜Ζ͸ɺ
    ɹɹɹࣙయͱڞ௨͢Δͱ͜Ζ͕͋ΔΜͰ͢ΑͶɻ
    

    ˞ڧௐҾ༻ऀ
    

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29. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ਓྨʹΑΔʮࢹ֮Խʯͷྺ࢙
    ϑϨϯυϦʔˍ΢ΣΠφʔ
    ʰσʔλࢹ֮Խͷਓྨ࢙ʱ
    ʢ൧ౢوࢠ༁ʣʢ੨౔ࣾ ʣ
    ϥείʔಎ۸ͷนըʢສ೥લͱਪఆʣ
    ग़య1SPGTBYY8JLJNFEJB
    lྺ࢙Λ௨ͯ͡ɺਓʑͷߟ͑΍ݱ৅͸
    ࡾͭͷܗଶͰදݱ͞Ε͖ͯͨɻ
    ͢ͳΘͪɺݴ༿ɺ਺ࣈɺͦͯ͠ਤ৅Ͱ͋Δɻz
    ʢQ ڧௐҾ༻ऀʣ
    l࣌୅Λ͞ΒʹਐΊΔͱɺࢹ֮Խͷ࣍ͷൃలظ͸ɺ
    ࠓͰ͸ਤදͱ͔ॳظͷ஍ਤͱݺ͹Ε͍ͯΔ΋ͷ
    ŠֆͰදݱ͞Ε͍ͯͳ͕Β΋ந৅తͳ৘ใΛද͍ͯ͠Ċ
    Ͱىͬͨ͜ɻz
    ʢQ ڧௐҾ༻ऀʣ
    ΞφΫγϚϯυϩεʹΑΔੈք஍ਤ لݩલ೥୅ࠒʢਤ͸࠶ݱʣ
    ग़య#JCJ4BJOU1BVM8JLJNFEJB
    

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30. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ʮ஍ਤʯͱʮจࣈʯ
    एྛ๕थʰ஍ਤͷਐԽ࿦ʱ
    ʢ૑ݩࣾ ʣ
    lόϏϩχΞͷ೪౔൘஍ਤͰ͸จࣈ͕ఴ͑ΒΕ͍͕ͯͨɺ
    ஍ਤ͸จࣈ͕஀ੜ͢ΔҎલ͔Βଘࡏͨ͠ͱߟ͑ΒΕΔɻ
    ʢதུʣ
    લड़ͷϕυϦʔφਤ͕ඳ͔Εͨ੨ಔث࣌୅ʹ͸ɺ
    ϝιϙλϛΞͳͲͰจࣈͷ࢖༻͸ΈΒΕͨ΋ͷͷɺ
    ΧϞχΧܢ୩ͷؠֆʹจࣈΒ͖͠΋ͷ͸ؚ·Ε͍ͯͳ͍ɻ
    ͜Ε͸ɺจࣈͷ࢖༻ʹઌͩͬͯඳ͔Εͨ͜ͱΛ͍ࣔࠦͯ͠Δɻ
    ɹ͔͠͠ɺϕυϦʔφਤʹ͸ਓ΍Ո԰ΛֆจࣈʢϐΫτάϥϜʣ
    ͷΑ͏ͳ༷ࣜԽ͞Εͨه߸Ͱඳ͍ͨ෦෼΋͋Δɻ
    ֆจࣈ͔Βදҙه߸΁ͱల։ͨ͠ͷ͕
    จࣈͷҰͭͷൃୡܥྻͩͱ͢Ε͹ɺ
    จࣈͱ஍ਤه߸͕ಉ͡ىݯΛ࣋ͭͱߟ͑ͯ΋Α͍͔΋͠Εͳ͍ɻz
    

    ʢQ ڧௐҾ༻ऀʣ
    

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31. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    ࢲͷڵຯʮࢥߟͷͨΊͷಓ۩ʯ
    ݴޠ΋ɺ஍ਤ΋ɺࢥߟͷͨΊͷಓ۩Ͱ͠ΐ͏ɻ
    ਓؒͷೝ஌͸ɺͦͷਓମߏ଄ʹΑ੍ͬͯ໿͞Ε͍ͯ·͢ɻ
    ͦΕͰ΋ɺಓ۩΍֓೦ʹΑΓɺ͜Ε·Ͱߟ͑ΒΕͳ͔ͬͨ͜ͱΛࢥߟͰ͖·͢ɻ
    ͦͯ͠ίϯϐϡʔλʔ͸lಓ۩Λ࡞Δಓ۩zͰ͋ΓɺͦͷՄೳੑ͸Ռͯ͠ͳ͍΋ͷͰ͢ɻ
    

    

    ݱ୅ʹ͓͍ͯ΋ίϯϐϡʔλʔ͸ະͩʮࢴͱϖϯʯ͔ΒͳΔੈքͷԆ௕ʹ͋Γ·͢ɻ
    ͔͜͠͠ͷϝλϝσ
    ΟΞͨΔ૷ஔͷදݱྗΛɺͦͷ໛฿ʹཹΊ͓ͯ͘ඞཁ͸ͳ͍Ͱ͠ΐ͏ɻ
    ੈل຤ɺ࠷ॳظͷөըͰ͸Χϝϥ͸ݻఆ͞Εɺ
    

    ͦΕ͸ʮ٬੮͔Β؍Δ෣୆ԋܶʯͷԆ௕ʹ͋Γ·ͨ͠ɻ
    ͦΕΛܦͯੈلʹ͸ɺө૾͔ͩΒͦ͜Մೳͳɺ৽͍͠දݱ͕ൃ໌͞Ε͖ͯͨΘ͚Ͱ͢ɻ
    ίϯϐϡʔλʔʹΑΔදݱ΋ಉ༷ʹɺ͜Ε͔Βժਧ͘΋ͷ͕ଟ͋͘Δͱࢥ͍·͢ɻ
    参考: 8万時間で自転車をつくる － メンバー紹介 久本｜Legalscape｜note
    

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32. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    https://vimeo.com/115154289 https://bost.ocks.org/mike/algorithms/
    #SFU7JDUPS
    

    l)VNBOF3FQSFTFOUBUJPOPG5IPVHIUz
    
    .JLF#PTUPDL
    

    l7JTVBMJ[JOH"MHPSJUINTz
    
    

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33. ©︎
    0QFO4USFFU.BQDPOUSJCVUPST
    https://adamwiggins.com/making-computers-better/interact
    ".BUVTDIBL./JFMTFO
    

    l)PXDBOXFEFWFMPQ
    USBOTGPSNBUJWFUPPMTGPSUIPVHIU z
    
    "EBN8JHHJOT
    

    lNBLJOHDPNQVUFSTCFUUFS
    IPXXFJOUFSBDUXJUIPVSUPPMTz
    
    https://numinous.productions/ttft/
    

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34. ࠶ͼɺࢲͷ࿩ʜ
    झຯͱͯ͠ՄࢹԽΛ΍͍ͬͯͨ
    ਤ"NFMJB8BUUFOCFSHFSl'VMMTUBDL%BOE%BUB7JTVBMJ[BUJPOzΛֶΜͰ͍ͨ࣌ͷश࡞
    

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35. ʜ͢Δͱɺ͓ͷͣͱ஍ਤ΁΋ڵຯΛ๊͘
    

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36. δϣϯɾεϊ΢ͷίϨϥ஍ਤ
    w ੈلϩϯυϯͷίϨϥେൃੜ
    w ౰࣌ͷՊֶ஌ࣝͰ͸఻છϝΧχζϜෆ໌
    w ҩࢣεϊ΢͸ɺױऀ୐Λ஍ਤ্΁ࣔ͠ɺ
    

    ʮ͋ΔҪށͷपғʹײછऀ͕ଟ͍ʯ
    

    ͱͷ૬ؔΛൃݟ
    w σʔλՄࢹԽͷઌۦ͚
    https://ja.wikipedia.org/wiki/ファイル:Snow-cholera-map-1.jpg
    

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37. ΤϧϯετɾϔοέϧʹΑΔՄࢹԽ
    

    ࡢ೔ͷࡾத৴޺͞ΜʹΑΔ͝ൃද
    ʮՄࢹԽͱମܥԽͷྺ࢙ɿαΠΤϯεͱΞʔτΛ·͍ͨͰʯͰ঺հ͞Ε͍ͯ·ͨ͠
    The History of Creation, Vol. 2 (of 2) by Ernst Haeckel, Project Gutenberg
    
    
    https://www.gutenberg.org/ebooks/40473
    

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38. ே೔৽ฉʮΈ͑ͳ͍ަࠩ఺ʯ
    ࡢ೔ɺ੡࡞ऀͷࢁ࡚ܒհ͞ΜʹΑΔ͝ൃද
    

    ʰʮΈ͑ͳ͍ަࠩ఺ʯ͕Ͱ͖Δ·Ͱʱ͕͋Γ·ͨ͠
    https://www.asahi.com/special/jiko-kosaten/
    

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39. https://data-viz-manabiba.visualizing.jp/
    

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40. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    https://twitter.com/yuichy02/status/1427289049518149640
    ˞ݱࡏ͸׆ಈٳࢭ
    

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41. ©︎
    1SPKFDU1-"5&"6.-*5+BQBO
    ๺ւಓͰɺ
    .*&36/&ͱ͍͏
    ஍ਤͱՄࢹԽͷձࣾΛ
    ΍ͬͯ·͢
    ʜʮσʔλՄࢹԽͷֶͼ৔ʯʹͯ
    ݹ઒ହਓ!:GVSV
    

    ࡢ೥ͷ%BUB7JTVBMJ[BUJPONFFUVQʹ΋ొஃ
    

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42. ©︎
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    ʜ.*&36/&ͷΠϕϯτ΁ಓ৔ഁΓͩοʂ
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43. ©︎
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44. ʜͦͯ͠ɺ.*&36/&ೖࣾɺ๺ւಓҠॅ
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45. ©︎
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    ʢͪͳΈʹɺલճͷస৬΋ࣅͨྲྀΕͰͨ͠ʣ
    

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46. ©︎
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47. ©︎
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48. ©︎
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49. ©︎
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50. ©︎
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51. ©︎
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52. ©︎
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53. ©︎
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54. ©︎
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55. ©︎
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56. ©︎
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57. ©︎
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58. ©︎
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59. ©︎
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60. ©︎
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62. ©︎
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63. ©︎
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64. ©︎
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65. ©︎
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66. ©︎
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68. ʮ଎͘ߦ͘ͳΒͻͱΓͰɺ
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