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

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

Sorami Hisamoto

December 28, 2022
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  1. ஍ਤͱՄࢹԽͱίϛϡχςΟ ͦΕͱݴޠ !TPSBNJ 
  %BUB7JTVBMJ[BUJPO+BQBO.FFUVQ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ 

  2. ՄࢹԽίϛϡχςΟͷΈͳ͞Μɺ ઇ߱Δ๺ւಓ͔Β͜Μʹͪ͸ʂ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ 

  3. ݄ͷࡳຈ͸͜Μͳײ͡Ͱ͢ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ 

  4. ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ  !TPSBNJ ٱຊۭւʢͻ͞΋ͱͦΒΈʣ ιϑτ΢ΣΞΤϯδχΞɻࡳຈࡏॅɻ ๺ւಓͷ஍ਤՄࢹԽूஂʮ.*&36/&ʯॴଐɻ 
 ੲ͸ࣗવݴޠॲཧΛ΍͍ͬͯ·ͨ͠ɻ 
 ৽͍͠ʮࢥߟͷͨΊͷಓ۩ʯʹڵຯ͕͋Γ·͢ɻ

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

  6. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO 1FPQMF.BQPG+BQBO ஍໊Λग़਎ਓ෺ʹஔ͖׵͑ͨ஍ਤ 
 ࢢ۠ொଜ͝ͱʹɺ8JLJQFEJBͰΞΫηε਺࠷ଟͷग़਎ਓ෺ϖʔδ https://sorami.dev/2021/people-map-japan/

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

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

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

  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/

  11. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO :BIPP+"1"/ਓྲྀσʔλՄࢹԽ ϠϑʔɾσʔλιϦϡʔγϣϯʹΑΔਓޱ౷ܭσʔλ 
 ʮ೥୅ʯʮډॅ஍ʯͱ͍ͬͨଐੑ৘ใ΍ɺݕࡧΩʔϫʔυཤྺͳͲ΋

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

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

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

  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

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

  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

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

  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
  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

  22. ©︎ 0QFO4USFFU.BQDPOUSJCVUPST ػց຋༁Ϟσϧ΁ͷ߈ܸ δϣϯζɾϗϓΩϯζେֶ  Ϟσϧͷֶशσʔλ΁ɺσʔλ͕উखʹ࢖ΘΕ͍ͯͳ͍͔z߈ܸzͯ͠ਪଌ Transactions of the Association

    for Computational Linguistics https://speakerdeck.com/sorami/
  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

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

  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 ͍

  26. ©︎ 0QFO4USFFU.BQDPOUSJCVUPST ݴޠˠ஍ਤʁ🤔

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

  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༻ऀ
  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
  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
  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
  32. ©︎ 0QFO4USFFU.BQDPOUSJCVUPST https://vimeo.com/115154289 https://bost.ocks.org/mike/algorithms/ #SFU7JDUPS 
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    l7JTVBMJ[JOH"MHPSJUINTz 
  33. ©︎ 0QFO4USFFU.BQDPOUSJCVUPST https://adamwiggins.com/making-computers-better/interact ".BUVTDIBL./JFMTFO 
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  34. ࠶ͼɺࢲͷ࿩ʜ झຯͱͯ͠ՄࢹԽΛ΍͍ͬͯͨ ਤ"NFMJB8BUUFOCFSHFSl'VMMTUBDL%BOE%BUB7JTVBMJ[BUJPOzΛֶΜͰ͍ͨ࣌ͷश࡞

  35. ʜ͢Δͱɺ͓ͷͣͱ஍ਤ΁΋ڵຯΛ๊͘

  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
  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
  38. ே೔৽ฉʮΈ͑ͳ͍ަࠩ఺ʯ ࡢ೔ɺ੡࡞ऀͷࢁ࡚ܒհ͞ΜʹΑΔ͝ൃද 
 ʰʮΈ͑ͳ͍ަࠩ఺ʯ͕Ͱ͖Δ·Ͱʱ͕͋Γ·ͨ͠ https://www.asahi.com/special/jiko-kosaten/

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

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

  41. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ๺ւಓͰɺ .*&36/&ͱ͍͏ ஍ਤͱՄࢹԽͷձࣾΛ ΍ͬͯ·͢ ʜʮσʔλՄࢹԽͷֶͼ৔ʯʹͯ ݹ઒ହਓ!:GVSV 
 ࡢ೥ͷ%BUB7JTVBMJ[BUJPONFFUVQʹ΋ొஃ

  42. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ʜ.*&36/&ͷΠϕϯτ΁ಓ৔ഁΓͩοʂ https://speakerdeck.com/sorami/mierune-meetup-mini-number-01

  43. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO %BUB7JTVBMJ[BUJPONFFUVQ ݹ઒ହਓʮσʔλՄࢹԽϚχϠ͸໫ถͷॳເΛݟΔ͔ʯ https://www.youtube.com/watch?v=VxaZR55H9dE

  44. ʜͦͯ͠ɺ.*&36/&ೖࣾɺ๺ւಓҠॅ https://speakerdeck.com/sorami/mierune-meetup-mini-number-04

  45. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ʢͪͳΈʹɺલճͷస৬΋ࣅͨྲྀΕͰͨ͠ʣ 
 ɹΦʔϓϯιʔεͷमਖ਼ґཔͰ஌Γ߹ͬͯɺస৬ https://speakerdeck.com/sorami/wap-nlp-tech-talk-number-4

  46. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ίϛϡχςΟ

  47. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ೔ʑɺ Φʔϓϯιʔε΍ Φʔϓϯσʔλɺ ίϛϡχςΟͷԸܙΛ ड͚͍ͯΔ

  48. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO https://www.openstreetmap.org/ 0QFO4USFFU.BQd w ʮ஍ਤͷ8JLJQFEJBʯ w ੈք஍ਤΛ࡞Δڞಉ࡞ۀϓϩδΣΫτ w ਓಓతࢧԉʹ΋׆༻

    w )05ʢ)VNBOJUBSJBO04.5FBNʣ w ࡂ֐஍ҬΛϚοϐϯά͠ࢧԉܭը΁׆༻ɺ౳ w ଟ͘ͷେاۀ΋ར༻ɺͦͯ͠ߩݙ w "QQMF .FUB "NB[PO .JDSPTPGU ʜ w ૊৫Խ͞ΕͨฤूνʔϜΛཁ͢Δاۀ΋ 
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  49. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO TJOTBJJOGP 地震後4時間足らずでオープンした「sinsai.info」 | 日経クロステック(xTECH) https://xtech.nikkei.com/it/article/COLUMN/20110811/365024/ ౦೔ຊେ਒ࡂͷؔ࿈৘ใऩूαΠτ 
 ϘϥϯςΟΞʹΑΔ։ൃɾӡӦ

  50. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ৽ܕίϩφ΢ΠϧεରࡦμογϡϘʔυd https://www.stopcovid19.jp/ w ཅੑऀ਺ɺපচ਺ɺୀӃऀ਺ɺࢮ๢ऀ਺ɺ౳ w ϘϥϯςΟΞʹΑΔ։ൃɾӡӦ w ްੜ࿑ಇল͕ެද͢Δ1%'σʔλ͔Β

    
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  51. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ઌ೔ɺϙουΩϟετͰ΋৭ʑ࿩͠·ͨ͠ 
 നۚ߭ۀ'.σʔλαΠΤϯε΍"*ք۾Λ࿩୊ͱ͢Δ൪૊ https://shirokane-kougyou.github.io/episode/63

  52. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO 1FPQMF.BQPG+BQBO ஍໊Λग़਎ਓ෺ʹஔ͖׵͑ͨ஍ਤ 
 ࢢ۠ொଜ͝ͱʹɺ8JLJQFEJBͰΞΫηε਺࠷ଟͷग़਎ਓ෺ϖʔδ https://sorami.dev/2021/people-map-japan/

  53. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO 1FPQMF.BQPG+BQBO ஍໊Λग़਎ਓ෺ʹஔ͖׵͑ͨ஍ਤ 
 ࢢ۠ொଜ͝ͱʹɺ8JLJQFEJBͰΞΫηε਺࠷ଟͷग़਎ਓ෺ϖʔδ https://sorami.dev/2021/people-map-japan/ ݩωλՄࢹԽ8FCϝσΟΞʮ5IF1VEEJOHʯͷɹɹ ɹɹl1FPQMF.BQPG646,zIUUQTQVEEJOHDPPMQFPQMFNBQ 


    
 Φʔϓϯσʔλ8JLJQFEJB 0QFO4USFFU.BQ 
 
 Φʔϓϯιʔε.BQ-JCSF 4WFMUF FUD 
 
 ͦͯ͠ɺٕज़͕ͳʹ΋Θ͔Βͳ͍தɺ 
 ઌਓΒͷهࣄจݙʹͱͯ΋ॿ͚ΒΕͨ
  54. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO )0,,"*%-& ๺ւಓͷ࣏ࣗମΛ౰ͯΔήʔϜɻ๺ւಓҠॅ΁൐͍ษڧΛ݉Ͷͯ࡞੒ ୯ޠ౰ͯήʔϜʮ803%-&ʯʹΠϯεύΠΞ͞Εͨ https://sorami.dev/hokkaidle

  55. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO )0,,"*%-& ๺ւಓͷ࣏ࣗମΛ౰ͯΔήʔϜɻ๺ւಓҠॅ΁൐͍ษڧΛ݉Ͷͯ࡞੒ ୯ޠ౰ͯήʔϜʮ803%-&ʯʹΠϯεύΠΞ͞Εͨ https://sorami.dev/hokkaidle ࠃަলʮࠃ౔਺஋৘ใʯ΍ɺ 
 εϚʔτχϡʔεɾϝσΟΞݚڀॴͷԮݪ࿨थ͞Μݱ(PPHMF/FXT-BC ͕·ͱΊͨ

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

  57. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO +BQBOFTFGSPN)PLLBJEPUP0LJOBXB ೔ຊͷ࣏ࣗମਓޱΛʮҢ౓ʢೆ๺ʣʯʹϓϩοτ https://observablehq.com/@sorami/japanese-from-hokkaido-to-okinawa ίϛϡχςΟͰͷࣗવൃੜίϥϘͷࣀ෺ +#BLFS ΧϦϑΥϧχΞभ ݩͷΞΠσΞˠ #4DINJEU

    χϡʔϤʔΫभ ˠ܊Ͱͷ৭෼͚ˠ +#MPN Φϥϯμ ˠ஋ͷϥϕϧ෇༩ˠ
  58. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO +BQBOFTFGSPN)PLLBJEPUP0LJOBXB ೔ຊͷ࣏ࣗମਓޱΛʮҢ౓ʢೆ๺ʣʯʹϓϩοτ https://observablehq.com/@sorami/japanese-from-hokkaido-to-okinawa ίϛϡχςΟͰͷࣗવൃੜίϥϘͷࣀ෺ +#BLFS ΧϦϑΥϧχΞभ ݩͷΞΠσΞˠ #4DINJEU

    χϡʔϤʔΫभ ˠ܊Ͱͷ৭෼͚ˠ +#MPN Φϥϯμ ˠ஋ͷϥϕϧ෇༩ˠ https://twitter.com/observablehq/status/1561787684141637636
  59. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO +BQBOFTFGSPN)PLLBJEPUP0LJOBXB ೔ຊͷ࣏ࣗମਓޱΛʮҢ౓ʢೆ๺ʣʯʹϓϩοτ https://observablehq.com/@sorami/japanese-from-hokkaido-to-okinawa ίϛϡχςΟͰͷࣗવൃੜίϥϘͷࣀ෺ +#BLFS ΧϦϑΥϧχΞभ ݩͷΞΠσΞˠ #4DINJEU

    χϡʔϤʔΫभ ˠ܊Ͱͷ৭෼͚ˠ +#MPN Φϥϯμ ˠ஋ͷΩϟϓγϣϯˠ ࡢ೔ͷྛঘ๕͞ΜʹΑΔ͝ൃදɺ ʰʮ၆ᛌʯՄࢹԽ͕৘ใ୳ࡧɾ෼ੳΛม͑Δʱ Ͱ΋঺հ͞Ε͍ͯͨํ 
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  60. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ͦͯ͠ʜ ʮ஍ਤYݴޠʯͷ࠷લઢ

  61. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO େ಺ܒथ͞Μ/"*45ॿڭ 
 ஍ਤͱݴޠͷ༥߹΁޲͚ͯd https://speakerdeck.com/hiroki13/wen-zhang-nonakanodi-li-kong-jian-di-li-kong-jian-qing-bao-ke-xue-gis- tozi-ran-yan-yu-chu-li-nlp-norong-he-hexiang-kete-c41f1d81-1397-4df0-888d-370f0583597e

  62. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO େ಺ܒथ͞Μ/"*45ॿڭ 
 ஍ਤͱݴޠͷ༥߹΁޲͚ͯd https://speakerdeck.com/hiroki13/wen-zhang-nonakanodi-li-kong-jian-di-li-kong-jian-qing-bao-ke-xue-gis- tozi-ran-yan-yu-chu-li-nlp-norong-he-hexiang-kete-c41f1d81-1397-4df0-888d-370f0583597e ࢲͱ೥དྷͷݚڀऀ༑ୡ 
 ࢲ͕.*&36/&΁ҠΔλΠϛϯάͰ

    ͨ·ͨ·ʢʂʣɺ ஍ਤYݴޠͷண૝ΛಘͯՊݚඅ֫ಘ 
 
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  63. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO Ҡಈي੻ઃஔ໰୊จষ͔Β஍ਤ্ϧʔτ΁ https://speakerdeck.com/hiroki13/wen-zhang-nonakanodi-li-kong-jian-di-li-kong-jian-qing-bao-ke-xue-gis- tozi-ran-yan-yu-chu-li-nlp-norong-he-hexiang-kete-c41f1d81-1397-4df0-888d-370f0583597e

  64. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ݴޠॲཧֶձ೥࣍େձʢ೥݄ʣࠃ಺࠷େͷ/-1ֶձΠϕϯτ https://www.anlp.jp/nlp2023/#theme

  65. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO ݴޠॲཧֶձ೥࣍େձʢ೥݄ʣࠃ಺࠷େͷ/-1ֶձΠϕϯτ https://www.anlp.jp/nlp2023/#theme େֶ੎ʹՃ͑ɺ .*&36/&΍ಸྑจԽࡒݚڀॴɺ ே೔৽ฉɺϠϑʔɺ஍ٿͷา͖ํɺ౳ʑʜ

  66. ©︎ 1SPKFDU1-"5&"6.-*5+BQBO https://speakerdeck.com/hiroki13/wen-zhang-nonakanodi-li-kong-jian-di-li-kong-jian-qing-bao-ke-xue-gis- tozi-ran-yan-yu-chu-li-nlp-norong-he-hexiang-kete-c41f1d81-1397-4df0-888d-370f0583597e

  67. ©︎ 0QFO4USFFU.BQDPOUSJCVUPST ݴޠ΋ɺ஍ਤ΋ɺՄࢹԽ΋ɺ ࢥߟͷͨΊͷಓ۩ ৽͍͠ʮࢥߟͷಓ۩ʯͰɺ ͜Ε·ͰΈ͑ͳ͔ͬͨ΋ͷ͕ Έ͑ΔͶʂ ͓ΘΓʹ

  68. ʮ଎͘ߦ͘ͳΒͻͱΓͰɺ ɹԕ͘΁ߦ͘ͳΒΈΜͳͰʯ ஍ਤͱՄࢹԽͱίϛϡχςΟ ͦΕͱݴޠ  %BUB7JTVBMJ[BUJPO.FFUVQ ऴ