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持続可能な地域を作るために:DX時代の必須スキルはデータ活用力!

 持続可能な地域を作るために:DX時代の必須スキルはデータ活用力!

とくしまDXフォーラムにおける基調講演の資料です。
https://www.pref.tokushima.lg.jp/ippannokata/sangyo/ict/7211136/

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Sayoko Shimoyama

January 30, 2023
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  1. ࣋ଓՄೳͳ஍ҬΛ ࡞ΔͨΊʹɿ %9࣌୅ͷ ඞਢεΩϧ͸ σʔλ׆༻ྗʂ 講師:下⼭ 紗代⼦ Ұࣾ ϦϯΫσʔλ ୅දཧࣄ

    ΠϯϑΥɾϥ΢ϯδגࣜձࣾ औక໾ σδλϧி σʔλεϖγϟϦετଞ ೥݄೔ʢ݄ʣ ͱ͘͠·%9ϑΥʔϥϜ
  2. ৘ใͱ͸ʁ *40ٴͼ+*4ن֨ʹΑΔఆٛ ,OPXMFEHFDPODFSOJOHPCKFDUT TVDIBTGBDUT FWFOUT UIJOHT QSPDFTTFT PSJEFBT  JODMVEJOHDPODFQUT

    UIBUXJUIJOBDFSUBJODPOUFYUIBTBQBSUJDVMBSNFBOJOH *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM  4":0,04)*.0:"." -*/,%"5"  ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ
  3. ৘ใ⇄σʔλ ૒ํ޲ʹม׵Մೳ 2023-01-30 Sayoko Shimoyama, LinkData 23 ϫʔΫγϣοϓ ։࠵೔ ϫʔΫγϣοϓ

    ։࠵৔ॴ ࢀՃొ࿥ ऀ਺  ΞεςΟͱ͘͠·  ΞεςΟͱ͘͠·Ͱ 2023೥1݄23೔ʹ։࠵͞Εͨ σʔλ෼ੳϫʔΫγϣοϓͷ ࢀՃొ࿥ऀ਺͸ ਓͰ͢ɻ
  4. σʔλԽ͢Δ͜ͱͰ ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ 2023-01-30 ৽͍͠ʮ৘ใʯ͕ औΓग़ͤΔ Sayoko Shimoyama, LinkData 24 Qɿ֤ϫʔΫγϣοϓͷ

    ʮΩϟϯηϧ཰ʯ͸ Ͳͷ͘Β͍ʁ 30 35 40 24 29 34 0 5 10 15 20 25 30 35 40 45 ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺ 2023-01-23 2023-02-06 2023-02-25
  5. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍ ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ 2023-01-30 Sayoko Shimoyama, LinkData 25 Ωϟϯηϧ཰

       30 35 40 24 29 34 0 5 10 15 20 25 30 35 40 45 ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺ 2023-01-23 2023-02-06 2023-02-25
  6. ϙΠϯτɿ %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ 8JTEPN ʢ஌ܙʣ ,OPXMFEHF ʢ஌ࣝʣ *OGPSNBUJPO ʢ৘ใʣ %BUB ʢσʔλʣ

     4BZPLP4IJNPZBNB -JOL%BUB  Ձ஋ աڈ ະདྷ ʮσʔλʯ͸ɺ୯ͳΔʢࣄ࣮΍ঢ় گΛද͢ʣ਺ࣈ΍จࣈྻͷू·Γ ͰɺͦΕ͚ͩͰ͸ҙຯΛ࣋ͨͳ͍ɻ σʔλॲཧʹΑͬͯಘΒΕΔ ʮ৘ใʯʹͳͬͯ͸͡Ίͯɺҙຯ Λ࣋ͭ΋ͷʹͳΔɻ ৘ใΛ஝ੵؔ͠࿈෇͚Δ͜ͱͰɺ ʮ஌ࣝʯͱͯ͠ࣄ৅ͷنଇੑ΍ ܏޲ΛཧղͰ͖Δɻ ஌ࣝΛ׆༻ͯ͠൑அ͕Ͱ͖Δঢ়ଶ ʹͳΔͱʮ஌ܙʯͱݺ΂Δ΋ͷʹ ͳΔɻ
  7. DIKWϞσϧʹ౰ͯ͸Ίͨྫ 8JTEPN ʢ஌ܙʣ ,OPXMFEHF ʢ஌ࣝʣ *OGPSNBUJPO ʢ৘ใʣ %BUB ʢσʔλʣ 2023-01-30

    Sayoko Shimoyama, LinkData 27 Ձ஋ աڈ ະདྷ ֤ϫʔΫγϣοϓͷ ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺ ֤ϫʔΫγϣοϓͷ Ωϟϯηϧ཰ ϫʔΫγϣοϓͷΩϟϯηϧ཰ ͸େମຖճʙ͘Β͍ ࣍ճ͔Βఆһ ͘Β͍ ଟΊʹਃࠐΛड͚෇͚ͯ΋ େৎ෉ͦ͏
  8. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺ ࠷େͰ 7.75ഒ ͷࠩ 2023-01-30 Sayoko

    Shimoyama, LinkData 30 n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍ n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯى͜Γʹ͍͘ n ཱ৔ͷҟͳΔਓͷؒͰͷೝࣝͷ͢Εҧ͍ΛݮΒ͢ޮՌ͕ظ଴Ͱ͖Δ ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ
  9. ױ ऀ ͷ ੜ ଘ ཰ ٬؍తͳσʔλͳ͠Ͱ͸ɺ ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ 1989೥ɺ౰࣌Ұൠతʹ ࢖༻͞Ε͍ͯͨෆ੔຺ͷ

    ༀ͕͋ͬͨ ༀͷޮՌΛσʔλΛऔͬͯ ݕূͨ͠ͱ͜Ζɺ ෰༻ʹΑͬͯࢮ๢཰͕ ߴ·Δ͜ͱ͕൑໌ 2023-01-30 Sayoko Shimoyama, LinkData 31 ౰࣌Ұൠతͳෆ੔຺ͷༀ ϓϥηϘʢِༀʣ ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ ةݥੑ
  10. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ nόϧηϩφͰ͸ࣗಈंͷ ަ௨ྔ͕ଟ͘ɺԚછ෺࣭΍ CO2ɺ૽ԻͳͲʹΑΔެ֐ ͕՝୊ ʢWHOͷج४஋Λৗʹ௒ աঢ়ଶʣ nʮࢢຽத৺౎ࢢʯΛίϯ ηϓτʹ͔͔͛ɺஈ֊తʹ

    ं͕௨ΕΔಓΛ੍ݶ͢Δ ܭըΛ࣮ࢪ ʢ2015೥ʙʣ 2023-01-30 Sayoko Shimoyama, LinkData 34 出典︓Mueller et al., Changing the urban design of cities for health: The superblock model, Environment International, Volume 134, 2020, 105132, ISSN 0160-4120, https://doi.org/10.1016/j.envint.2019.105132.
  11. 2023-01-30 Sayoko Shimoyama, LinkData 35 ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA:

    Towards the city we want, 2021 https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf
  12. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍ ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ 2023-01-30 Sayoko Shimoyama,

    LinkData 36 ަ௨ྔ͕21%ݮ 94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ 73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্ ͷ૽ԻʯΛܦݧͤͣʹ͢Ή σʔλग़యɿ IUUQTDJUJFTPGUIFGVUVSFFVTVQFS CMPDLTCBSDFMPOBBOTXFSUPDBS DFOUSJDDJUZ
  13. ͜Ε͔Βͷࣾձʹඞཁͳͷ͸ɺ ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏͜ͱ ݱঢ় w σʔλΛ࢖Θͳͯ͘΋ ϓϩδΣΫτΛਐΊΔ ͜ͱ͸Մೳ ໰୊ w ར֐ͷҟͳΔؔ܎ऀ͕

    ͍Δͱ߹ҙܗ੒͕ࠔ೉ ղܾࡦ w ఆྔσʔλΛ࢖ͬͯ ೝࣝͷ͢Εҧ͍ΛݮΒ͠ ্ͨͰ߹ҙܗ੒ΛਐΊΔ 2023-01-30 Sayoko Shimoyama, LinkData 37 ୲౰ऀͷ൑அͷΈ ͰਐΊͯ0,ͳ৔߹ τοϓμ΢ϯͰ ԿͰ΋௨ΔνʔϜ ΍૊৫ ݸਓͷײ֮͸ ଞਓͱڞ༗Ͱ ͖ͳ͍ ݱঢ়ೝ͕ࣝ߹Θͣ ٞ࿦͕ฏߦઢʹͳ Δ͜ͱ΋ ਺஋Ͱఆྔతʹࣔ ͢͜ͱͰɺݴ༿Α Γ΋ղऍͷᴥᴪ͕ ੜ͡ʹ͘͘ͳΔ ཱ৔ͷҟͳΔਓ ಉ࢜Ͱ΋ೝࣝΛ ߹Θ্ͤͨͰ߹ҙ ܗ੒ΛਐΊΒΕΔ
  14. Sayoko Shimoyama, LinkData 2023-01-30 DXͷਐߦͰ σʔλ΁ͷ ΞΫηεͱ πʔϧ׆༻͕ ༰қʹ ग़యɿ

    “ Data Democratization and How to Get Started?”, DZone, https://dzone.com/articles/data- democratization-and-how-to-get- started 40
  15. ߦ੓૊৫ʹ͓͍ͯ΋ਐΉ σʔλͷຽओԽɿਆށࢢͷྫ ߦ੓ΛऔΓר͘ٸܹͳ֎෦ ؀ڥͷมԽʹεϐʔυײΛ࣋ͬͯ ରԠ͍ͯͨ͘͠ΊɺਆށࢢͰ͸ ಺෦ਓࡐʹΑΓߦ੓σʔλ΍ެత ౷ܭσʔλΛ#*πʔϧ౳Ͱ෼ੳɾ ՄࢹԽ͠ɺμογϡϘʔυʢ౷ܭ Ճ޻ͨ͠ෳ਺ͷσʔλΛάϥϑ౳ Ͱ෼͔Γ΍͘͢ҰཡͰ͖Δը໘ʣ

    ΛશிͰڞ༗͢Δ࢓૊ΈΛߏங͠ ͍ͯ·͢ɻ ग़యɿਆށࢢ هऀൃදࢿྉ https://www.city.kobe.lg.jp/a47946/163739689725.html 2023-01-30 Sayoko Shimoyama, LinkData 43 ೥ʮ%BUB4UB3U"XBSEʯͰ ૯຿େਉ৆Λड৆
  16. (σʔλͷ) μογϡϘʔυ ͱ͸ n ൑அ΍ҙࢥܾఆʹඞཁͱ ͳΔෳ਺ͷσʔλΛɺҰ໨Ͱ ݟͯ෼͔ΔΑ͏ʹ·ͱΊͯ ՄࢹԽͨ͠΋ͷ nը૾ͱͯ͠షͬͯ͋Δ͚ͩ ͷάϥϑͱҧͬͯɺදࣔΛ

    ੾Γସ͑ͨΓߜΓࠐΜͩΓ Ͱ͖ΔΑ͏ʹ࡞ΒΕ͍ͯΔ ͜ͱ͕ଟ͍ Sayoko Shimoyama, LinkData 2023-01-30 45 ग़యɿਆށࢢ େ౎ࢢൺֱ౷ܭ೥ද IUUQTXXXDJUZLPCFMHKQBTIJTFUPLFUPVLFJIJLBLVJOEFYIUNM
  17. ਓؒͷ೴͸ ϏδϡΞϧΛ ςΩετͷ ສഒ ଎͘ೝ஌ ਺ࣈ͚ͩݟͤΔΑΓ ΋ɺϏδϡΞϥΠζ ͢Δͱ఻ΘΓ΍͘͢ ͳΔ 4":0,04)*.0:"."

    -*/,%"5"   https://www.slideshare.net/elsekramer/show-dont-tell-the-rise-of-visual-on-social-media/35-brand_identity
  18. ೔ຊશࠃͷσʔλΛμογϡϘʔυͰදࣔ Ͱ͖ΔπʔϧɿRESASʢϦʔαεʣ n஍Ҭܦࡁ෼ੳγεςϜ; Regional Economy (and) Society Analyzing System n಺ֳ׭๪·ͪɾͻͱɾ͠͝ͱ૑ੜຊ෦͕ߏங

    n஍Ҭܦࡁʹؔ͢Δ༷ʑͳσʔλʢ࢈ۀͷߏ଄ɺਓޱ ಈଶɺࣄۀॴ৘ใͳͲʣΛɺ஍ਤ΍άϥϑͰ؆୯ʹ ՄࢹԽͯ͠ݟΔ͜ͱ͕Ͱ͖ΔγεςϜ n஍ํ૑ੜͷ࣮ݱʹ޲͚ͯɺ٬؍తͳσʔλʹج͖ͮɺ ࣗΒͷ஍Ҭͷݱঢ়ͱ՝୊Λ೺Ѳ͠ɺͦͷಛੑʹଈ͠ ͨ஍Ҭ՝୊Λநग़Ͱ͖ΔΑ͏ʹ͢Δ໨తͰ࡞ΒΕͨ  4BZPLP4IJNPZBNB -JOL%BUB  https://resas.go.jp
  19. ࢀߟɿ σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒

    ՝୊ ৽͍͠՝୊ͷݕ౼ Ծઆͷؒҧ͍Λૣظʹൃݟ ੓ࡦͷਫ਼౓Λ্͛Δ ਺஋໨ඪɺޮՌࢦඪ Λ࡞੒͢Δ  4BZPLP4IJNPZBNB -JOL%BUB  ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1
  20. 4BZPLP4IJNPZBNB -JOL%BUB  ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ ॅΈΑ͞ϥϯΩϯάʢ౦༸ܦࡁʣར༻σʔλ ॅΈΑ͞ " ҆৺౓  ਓޱ౰ͨΓපӃɾҰൠ਍ྍॴපচ਺ʢ೥݄ʣɿްੜ࿑ಇলʮҩྍࢪઃௐࠪʯ

     ࿝೥ਓޱ౰ͨΓհޢ࿝ਓ෱ࢱɾอ݈ࢪઃఆһ਺ʢ೥݄ʣɿްੜ࿑ಇলʮհޢαʔϏεࢪઃɾࣄۀॴௐࠪʯ  ʙࡀঁੑਓޱ౰ͨΓʙࡀࣇ਺ʢ೥݄ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ  ࢠͲ΋ҩྍඅॿ੒ʢର৅೥ྸɾॴಘ੍ݶͷ༗ແʣʢ೥݄ʣɿ౦༸ܦࡁௐ΂  ਓޱ౰ͨΓܐ๏൜ೝ஌݅਺ʢ೥ʣɿ֤౎ಓ෎ݝܯ࡯ௐ΂  ਓޱ౰ͨΓަ௨ࣄނ݅਺ʢ೥ʣɿަ௨ࣄނ૯߹෼ੳηϯλʔௐ΂ # རศ౓  ਓޱ౰ͨΓখചൢചֹʢ೥ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ  ਓޱ౰ͨΓେن໛খചళళฮ໘ੵʢ೥ʣɿ౦༸ܦࡁʮશࠃେܕখചళ૯ཡʯ  Մॅ஍໘ੵ౰ͨΓҿ৯ྉ඼খചࣄۀॴ਺ʢ೥݄ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ  ਓޱ౰ͨΓҿ৯ళ਺ʢ೥݄ʣ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ $ շద౓  సग़ೖਓޱൺ཰ʢ೥ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ  ਫಓྉۚʢ೥݄ʣɿ౦༸ܦࡁௐ΂  Ԛਫॲཧਓޱීٴ཰ʢ೥݄ʣɿࠃ౔ަ௨লɺ೶ྛਫ࢈লɺ؀ڥলௐ΂  ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒɺ࠷ਂੵઇʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ  ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ % ෋༟౓  ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ  ਓޱ౰ͨΓ๏ਓࢢຽ੫ʢ೥౓ʣ ɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ  ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ  ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ  ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ https://toyokeizai.net/articles/-/595401?page=2 ˞੨എܠͷࢦඪ͸਺஋͕ খ͍͞΄Ͳྑ͍ͱఆٛ 
  21. σδλϧాԂ ౎ࢢࠃՈߏ૝ͷ ࣮ݱʹ޲͚ͨ ΢ΣϧϏʔΠϯά ࢦඪ Ұൠࣾஂ๏ਓεϚʔτγςΟɾ ΠϯεςΟςϡʔτ ʮLiveable Well-Being City

    ࢦඪ ͝঺հͱ׆༻ʹ͍ͭͯʯ https://www.sci- japan.or.jp/LWCI/index.html Sayoko Shimoyama, LinkData 2023-01-30 57
  22. Well-Being = ਎ମతɾ ਫ਼ਆతɾࣾձత ʹྑ޷ͳঢ়ଶʹ ͋Δ͜ͱ ݈߁ͱ͸ɺපؾͰ͸ͳ͍ ͱ͔ɺऑ͍ͬͯͳ͍ͱ͍͏ ͜ͱͰ͸ͳ͘ɺ೑ମతʹ΋ɺ ਫ਼ਆతʹ΋ɺ

    ͦͯࣾ͠ձత ʹ΋ɺ͢΂͕ͯຬͨ͞Εͨ ঢ়ଶ(Well-Being)ʹ͋Δ ͜ͱ (WHOʹΑΔఆٛ) 58 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA
  23. ྫɿಙౡݝ ಙౡࢢͷ ٬؍ࢦඪ 2023-01-30 Sayoko Shimoyama, LinkData 60 n50ͷϥΠϯ͕શࠃฏۉ ஋

    nެࣜαΠτ͔ΒExcel ϑΝΠϧΛμ΢ϯϩʔ υͯ͠දࣔՄೳ https://www.sci- japan.or.jp/LWCI/index .html 医療・健康(44.4) 介護・福祉(57.0) 買物・飲⾷(53.9) 住宅環境(52.1) 移動・交通(49.1) 空気・騒⾳・清潔さ(56.7) 事故・犯罪(49.2) ⾃然災害(28.6) 環境共⽣(48.4) ⾃然景観(41.6) 都市景観(46.9) 遊び・娯楽(53.9) 公共空間(51.1) 雇⽤・所得(52.3) デジタル⽣活(47.6) 地域とのつながり (49.3) ⼦育て(51.0) 初等・中等教育 (49.7) 教育環境の選択可能性 (49.2) 事業創造(51.2) ⽂化・芸術(51.0) 多様性(43.4) 20 30 40 50 60 70
  24. ྫɿ ಙౡݝͷ ओ؍ࢦඪ 2023-01-30 Sayoko Shimoyama, LinkData 61 n50ͷϥΠϯ͕શࠃฏۉ ஋

    nશࠃ34,000ਓΛର৅ͱ ͨ͠ઌߦௐࠪͷ݁Ռ nެࣜαΠτͰެ։͞Εͯ ͍ΔμογϡϘʔυͰӾ ཡՄೳ https://www.sci- japan.or.jp/LWCI/index. html
  25. 2023-01-30 Sayoko Shimoyama, LinkData 69 X D σδλϧͷྗ ͦΕҎ֎ͷ ৭ʑͳྗ

    Data Team σʔλͷྗ νʔϜͷྗ ΈΜͳͰ l9zਐΊͯߦ͖·͠ΐ͏ʂ