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

by Sorami Hisamoto

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஍ਤͱՄࢹԽͱίϛϡχςΟ ͦΕͱݴޠ !TPSBNJ   %BUB7JTVBMJ[BUJPO+BQBO.FFUVQ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ

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ՄࢹԽίϛϡχςΟͷΈͳ͞Μɺ ઇ߱Δ๺ւಓ͔Β͜Μʹͪ͸ʂ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ

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݄ͷࡳຈ͸͜Μͳײ͡Ͱ͢ ࣸਅࡳຈͷԁࢁެԂʹͯࡱӨ

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

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

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

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

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

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

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

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

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

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

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

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

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

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©︎ 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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©︎ 0QFO4USFFU.BQDPOUSJCVUPST ݴޠˠ஍ਤʁ🤔

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

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©︎ 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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©︎ 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 ֆͰදݱ͞Ε͍ͯͳ͕Β΋ந৅తͳ৘ใΛද͍ͯ͠Δ Ͱىͬͨ͜ɻz ʢQ ڧௐҾ༻ऀʣ ΞφΫγϚϯυϩεʹΑΔੈք஍ਤ لݩલ೥୅ࠒʢਤ͸࠶ݱʣ ग़య#JCJ4BJOU1BVM8JLJNFEJB

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©︎ 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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©︎ 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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©︎ 0QFO4USFFU.BQDPOUSJCVUPST https://vimeo.com/115154289 https://bost.ocks.org/mike/algorithms/ #SFU7JDUPS   l)VNBOF3FQSFTFOUBUJPOPG5IPVHIUz .JLF#PTUPDL   l7JTVBMJ[JOH"MHPSJUINTz

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

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ʜ͢Δͱɺ͓ͷͣͱ஍ਤ΁΋ڵຯΛ๊͘

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

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

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

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

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

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

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

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

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©︎ 1SPKFDU1-"5&"6.-*5+BQBO ίϛϡχςΟ

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©︎ 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

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

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©︎ 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

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