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ࠓͦ͜ɺ ΦʔϓϯσʔλͰ σδλϧࣾձ Ξοϓσʔτʂ 下⼭ 紗代⼦ Ұࣾ ϦϯΫσʔλ දཧࣄ ݄ Ր ಛผ۠ిࢠܭࢉओ՝ձ QIPUP౦ژ 4LZUSFF BTJMMZ $$#:
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Enterprise Public Sector Civic Tech 2 2021-11-02 Sayoko Shimoyama, LinkData
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Background: ࢠੜֶˠόΠΦΠϯϑΥϚςΟΫε Integrated Database ੵɾڞ༗͞Εͨσʔλʹ ΞΫηεͰ͖Δ͜ͱͰݚڀ͕Մೳ
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2021-11-02 Sayoko Shimoyama, LinkData 4 σʔλ ڞ༗͞Εͳ͍ͱʜ
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2021-11-02 Sayoko Shimoyama, LinkData 5 ՁຒΕͨ··
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Data is the new oil. σʔλ৽ͨͳ ੴ༉Ͱ͋Δ
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4BZPLP4IJNPZBNB -JOL%BUB ग़యɿThe Economist, 2017-05-06 https://www.economist.com/leaders/20 17/05/06/the-worlds-most-valuable- resource-is-no-longer-oil-but-data σʔλੴ༉ͷΑ͏ʹ ߴ͍Ձͷ͋Δͷ ɾେاۀʹΑΔಠͷݒ೦ ɾਫ਼ʹ͔͔Δίετ ͱ͍ͬͨ ੴ༉ʹΑ͘ࣅ͍ͯΔ
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l0QFO#Z%FGBVMUz (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ ʮ੫ۚΛͬͯ࡞ΒΕͨσʔλશͯ ެڞࡒͱͯ͠ެ։͢Δ͖Ͱ͋Δʯ ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻ 4":0,04)*.0:"." -*/,%"5"
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“Φʔϓϯσʔλ” ͱɺ ݩʑօ͞ΜͷͷͩͬͨσʔλΛ ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ - Miquel Mateu, Open Data Manager of Barcelona City 14-18 June 2016, World Data Viz Challenge 2016, Barcelona 4":0,04)*.0:"." -*/,%"5"
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Φʔϓϯσʔλͷఆٛ ࠃɺํެڞஂମٴͼࣄۀऀ͕อ༗͢Δຽσʔλͷ͏ͪɺࠃຽ୭͕ΠϯλʔωοτΛ௨ͯ͡༰қ ʹར༻ʢՃɺฤूɺ࠶ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲ʹ֘͢ΔܗͰެ։͞ΕͨσʔλΛ Φʔϓϯσʔλͱఆٛ͢Δ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ ӦརతɺඇӦརతΛΘͣ ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨͷ ػցಡʹదͨ͠ͷ ແঈͰར༻Ͱ͖Δͷ 4":0,04)*.0:"." -*/,%"5"
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ɿຽσʔλ׆༻ਪਐجຊ๏ࢪߦ ˠࠃٴͼ࣏ࣗମΦʔϓϯσʔλʹऔΓΉ͜ͱ͕͚ٛΒΕͨ 4":0,04)*.0:"." -*/,%"5" ʢࠃٴͼํެڞஂମ͕อ༗͢Δຽσʔλͷ ༰қͳར༻ʣ ୈेҰ ࠃٴͼํެڞஂମɺࣗΒ͕อ༗ ͢Δຽσʔλʹ͍ͭͯɺݸਓٴͼ๏ਓͷݖརར ӹɺࠃͷ҆શ͕͞ΕΔ͜ͱͷͳ͍Α͏ʹͭ͠ ͭɺࠃຽ͕Πϯλʔωοτͦͷଞͷߴใ௨৴ ωοτϫʔΫΛ௨ͯ͡༰қʹར༻Ͱ͖ΔΑ͏ɺඞ ཁͳાஔΛߨͣΔͷͱ͢Δɻ ʢใγεςϜʹΔن֨ͷඋٴͼޓੑͷ֬ อʣ ୈेޒ ࠃٴͼํެڞஂମɺຽσʔλ ׆༻ʹࢿ͢ΔͨΊɺ૬ޓʹ࿈ܞͯ͠ɺࣗΒͷใ γεςϜʹΔن֨ͷඋٴͼޓੑͷ֬อɺۀ ͷݟͦ͠ͷଞͷඞཁͳાஔΛߨͣΔͷͱ͢ Δɻ ग़యɿhttps://www.kantei.go.jp/jp/singi/it2/hourei/detakatsuyo_honbun.html ʢจΑΓൈਮʣ
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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝ͷղܾɺܦࡁ׆ੑԽ ߦͷߴԽɾޮԽ ಁ໌ੑɾ৴པͷ্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"
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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝ͷղܾɺܦࡁ׆ੑԽ ߦͷߴԽɾޮԽ ಁ໌ੑɾ৴པͷ্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"
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ͳͥຽڠಇ͕ඞཁͳͷ͔ʁ ͜Ε·Ͱߦ͕ެڞαʔϏεӡӦͷओମͩͬͨ 4":0,04)*.0:"." -*/,%"5" ߦ ॅຽ ੫ۚ ެڞαʔϏε
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ͳͥຽڠಇ͕ඞཁͳͷ͔ʁ ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε ҡ࣋Ͱ͖ͳ͘ͳΔ 4":0,04)*.0:"." -*/,%"5" ߦ ॅຽ ੫ۚ ެڞαʔϏε
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ຽڠಇʹΑͬͯҬΛ࣋ଓՄೳʹ͢Δ 4":0,04)*.0:"." -*/,%"5" ߦ ॅຽ ެڞαʔϏε اۀɾݚڀػؔɾ γϏοΫςοΫ ߦ͕ಘҙͳ෦ɺ ߦʹ͔͠Ͱ͖ͳ͍ ෦ʹूத͢Δ ຽ͕ؒಘҙͳͱ͜Ζ ຽؒʹͤΔ ੫ۚ
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ΦʔϓϯσʔλʹΑͬͯɺ ৫Λ͑ͯಘҙΛ୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ 4":0,04)*.0:"." -*/,%"5" ߦ ॅຽ ੫ۚ ެڞαʔϏε اۀɾݚڀػؔɾ γϏοΫςοΫ ߦͷ࣋ͭใΛ ʮσʔλʯͱ͍͏ ڞ༗ʹదͨ͠ܗͰ ຽؒʹ։์͢Δ OPEN DATA
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ࣄྫɿւࢢ࠭ࡂʹ͓͚ΔʮΓʯͷಛఆ ݚڀऀٕज़ऀʹΑΔ༗ࢤνʔϜ͕ΦʔϓϯσʔλΛͬͯൃࡂޙ࣌ؒҎʹղੳ SAYOKO SHIMOYAMA, LINKDATA 18 ग़యɿग़యɿ ʮ੩Ԭݝ͕ࢦ͢ʮ7*356"-4)*;60,"ߏʯͱʁʯਿຊࢯ
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2017͔Β ਐΊ͍ͯͨ VIRTUAL SHIZUOKA ߏ ࠒͷඋ͕͑׆͖Δ SAYOKO SHIMOYAMA, LINKDATA 19 ग़యɿ ʮ੩Ԭݝ͕ࢦ͢ʮ7*356"-4)*;60,"ߏʯͱʁʯਿຊࢯ IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQLFOUPVLBJ
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4":0,04)*.0:"." -*/,%"5" σʔλΛΦʔϓϯʹ͍ͯͨ͜͠ͱͰɺ ݝி৫͚ͩͰରԠ͕ݶΒΕ͍ͯ ͨͱ͜Ζɺ৭Μͳਓ͕৭ΜͳղੳΛ ͯ͠Լͬͨ͞ɻ ͕࣌มΘͬͨͳͱࢥ͍·͢ɻ ʢ෭ࣄ ݄ձݟʣ ग़యɿIUUQTXXXZPVUVCFDPNXBUDI W.:P92XV.YQL
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౦ژ৽ܕίϩφ Πϧεײછ ରࡦαΠτ IUUQTTUPQDPWJENFUS PUPLZPMHKQ ຽڠಇͷࣄྫᶄ l ౦ژͰ։ൃ͞Εͨରࡦ αΠτΛ͖͔͚ͬʹɺશࠃ ֤ͷγϏοΫςοΫஂ ମɾاۀɾݸਓʹΑ֤ͬͯ Ҭ൛ͷରࡦαΠτཱ͕ͪ ্͕ͬͨ
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্݄०ɺ$07*%ରࡦαΠ τΛ։ൃ͠ΦʔϓϯιʔεԽ ౦ژ $PEFGPS +BQBO ౦ژެࣜ $07*% ରࡦαΠτ ҕୗ σʔλఏڙ ։ൃ ֎෦ͷ ΤϯδχΞ ืू ։ൃڠྗ Φʔϓϯιʔε 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯιʔεͱ n ϓϩάϥϜͷιʔείʔυΛɺஅΓ ͳ͠ʹࣗ༝ʹͬͯྑ͍ͱ͍͏݅ Ͱ͘ެ։͢Δ͜ͱ n ެ։͢Δ͜ͱͰɺ୭͕தΛ֬ೝ ͢Δ͜ͱ͕Ͱ͖ɺίϐʔͯࣗ͠ͷ తʹ࠶ར༻͢Δ͜ͱ͕Ͱ͖Δ
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࣏ࣗମͱγϏοΫςοΫͷڞʹΑΓ ࣮ݱͨ͠৽ܕίϩφײછରࡦαΠτ 4BZPLP4IJNPZBNB -JOL%BUB ಓݝ ʹల։ ࢢ۠ொଜ ˍւ֎
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एखͷΤϯδχΞେ׆༂ 4BZPLP4IJNPZBNB -JOL%BUB 24 ౻ݪ͞Μͷίϝϯτ ্ཱͪ͛ॳԬࢁݝʹײછ ऀ͕͍ͳ͔ͬͨɻͲΜͲΜ֦େ͠ɺ ͍͕ͭࣗײછ͓͔ͯ͘͠͠ͳ͍ɻ Ԭࢁݝ͕ެ։͍ͯ͠ΔใΛݟ͢ ͍ܗͰಧ͚Δ͜ͱ͕Ͱ͖Εগ͠Ͱ ҙשىʹͳΔͱࢥͬͨ ग़యɿԬࢁܦࡁ৽ฉ https://ubenippo.co.jp/2020/03/21/100888/
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ΦʔϓϯσʔλԽະରԠͷݝͰ ຖͷσʔλߋ৽ʹ՝ ౦ژެࣜ $07*% ରࡦαΠτͷ ιʔείʔυ $PEFGPS ʓʓ ʓʓݝ൛ $07*% ରࡦαΠτ ʓʓݝ Φʔϓϯ σʔλ ˚˚ݝ൛ $07*% ରࡦαΠτ $PEFGPS ˚˚ ˚˚ݝ 8FCαΠτ͔Βͷ εΫϨΠϐϯάɺ 1%'͔Βख࡞ۀͰίϐϖ ߋ৽ͷෛՙେ 4BZPLP4IJNPZBNB -JOL%BUB
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݄࣌ɺ ΦʔϓϯσʔλԽରԠಓݝ 4BZPLP4IJNPZBNB -JOL%BUB
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Φʔϓϯσʔλͷ༗ແʹΑͬͯ ରࡦαΠτߋ৽ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡ ʢ݄࣌ʣ 4BZPLP4IJNPZBNB -JOL%BUB ߋ৽ఀࢭঢ়ଶͷ αΠτɺ ด͞Εͨ αΠτ
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৫Λ͑ͯಘҙΛ୲Ͱ͖Δࣾձ ͷ࣮ݱͷͨΊ ʹɺࠃ࣏ࣗମͷอ༗͢Δσʔλͷެ։ٸ Sayoko Shimoyama, LinkData 28 ߦ ॅຽ ੫ۚ ެڞαʔϏε ߦͷ࣋ͭใΛ ʮσʔλʯͱ͍͏ ڞ༗ʹదͨ͠ܗͰ ຽؒʹ։์͢Δ OPEN DATA اۀɾݚڀػؔɾ γϏοΫςοΫ
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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝ͷղܾɺܦࡁ׆ੑԽ ߦͷߴԽɾޮԽ ಁ໌ੑɾ৴པͷ্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"
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ΦʔϓϯσʔλΛͬͨαʔϏε ͭͷޭύλʔϯ ࢄ͍ͯͨ͠ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ͘͢ࢦඪԽ ߴͳੳ༧ଌ ίϯςϯπͱͯ͠׆༻ 4BZPLP4IJNPZBNB -JOL%BUB
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ࢄ͍ͯͨ͠ ใΛ౷߹ͯ͠ ఏڙ ࢄͯ͠ଘࡏ͍ͯͯ͠୳͠ʹ͔ͬͨ͘ใΛɺ ෳͷΦʔϓϯσʔλΛ౷߹͢Δ͜ͱͰɺ ඞཁͳਓʹಧ͚ΒΕΔΑ͏ʹ͢Δ SAYOKO SHIMOYAMA, LINKDATA 31
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;BJN Θͨ͠ͷڅۚ nຊ࠷େͷΦϯϥΠϯՈܭ ʮ;BJNʯͷΦϓγϣϯ αʔϏε nॅΜͰ͍ΔҬՈߏɺ Ոܭͷه͔ΒʮΒ͑Δ Մೳੑ͕͋Δڅۚखɾ ߇আʯΛׂΓग़͢ػೳΛఏڙ nࠃɾ࣏ࣗମͷެ։͍ͯ͠Δ څۚใΛऔΓࠐΜͰ͍Δ 4BZPLP4IJNPZBNB -JOL%BUB ࢄˠ౷߹ ࣄྫᶃ
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ࢄˠ౷߹ ࣄྫᶃɿ;BJN Θͨ͠ͷڅۚ ΦʔϓϯσʔλͷࣗಈऔಘͷΈʹΑͬͯ ࠷৽ใͷ৴͕Մೳʹ ʢϓϨεϦϦʔεهࣄΑΓʣ ࠓޙΑΓଟ͘ͷ࣏ࣗମ ͷެࣜใͱ࿈ܞ͠ɺͻͱΓ ͻͱΓͷʮΒͳ͔ͬͨʯ ʮΘ͔Βͳ͔ͬͨʯΛͳ͘͢ ϓϥοτϑΥʔϜͱͯ͠ վमɾվળͯ͠·͍Γ·͢ɻ IUUQT[BJNDPKQOFXTBSDIJWFT 4BZPLP4IJNPZBNB -JOL%BUB
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࣭ʹ͑Δ͚ͩͰࣗ ʹ੍͕͋ͬͨΘ͔ Δʮ$JWJDIBUʯ n/ߴىۀ෦ͷߴढ़ี͞Μ ͱଜాܓޜ͞Μ͕։ൃ n࣭ʹ͍͚͑ͯͩ͘Ͱສ छྨΛӽ͑Δத͔ΒϢʔβʔ ʹͽͬͨΓͳ੍ΛఏҊ n୳͠ํ͕Θ͔Βͳ͍ɺࣗ ͕ରऀͳνϟοτͰͷ͔Θ ͔Βͳ͍ɺਃํ๏͕͍͠ ͳͲͷΈΛղܾ 4":0,04)*.0:"." -*/,%"5" ग़యɿ/ߴϓϨεϦ Ϧʔε https://nnn.ed.jp/news/blog/ archives/11586.html ࢄˠ౷߹ ࣄྫᶄ
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4$6&- σʔλϕʔε ʙҩༀհޢͷ Ϗδωεࢧԉʙ nࠃ࣏ࣗମ͕ެ։͍ͯ͠Δҩྍ ػؔɾༀہɾհޢࢪઃͷσʔλ Λ౷߹ɾߏԽͯ͠σʔλϕʔ εͱͯ͠ఏڙ͢ΔαʔϏε n৽ن։ۀࢪઃӦۀɾྍՊ ͷৄࡉใΛೖखͰ͖Δͨ Ίɺༀձࣾҩྍػثϝʔ ΧʔͷӦۀࢧԉɺܦӦੳͰ ׆༻͞Ε͍ͯΔ 4BZPLP4IJNPZBNB -JOL%BUB http://mecompany.me/service ࢄˠ౷߹ ࣄྫᶅ ˞Լࢁͷॴଐ اۀͷࣄྫ
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公的機関 σʔλ։ൃํ๏ Sayoko Shimoyama, LinkData 36 厚生労働省 都道府県 (市区町村・保健所等) 公的な公開情報を収集・正規化・統合処理を半自動化。 さらに、データ提供先からのフィードバックを元に情報を強化。 (市区町村・保健所等) 情報収集 予約システム会社 医療系人材紹介会社 医療機器メーカー 医療機関 調剤薬局 介護事業所 SCUEL Projectパートナー 電話健康相談サービス 一般利用者 患者団体 医療・調剤・介護サービサー ・・等 検索プロバイダ 調査 WEB入力 WEB入力 WEB入力 SCUEL Projectパートナー データ活用 指摘 病院の HP 2021-11-02
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σʔλར༻ ࣄۀऀࢹͰͷ Φʔϓϯσʔλ ͷ՝ 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯσʔλʹͳ͍ͬͯͳ͍σʔλଟ͘ɺ ༣ૹϕʔεͰͷ։ࣔٻΛසൟʹߦΘͳ͚Ε ͳΒͣɺඇޮ Φʔϓϯσʔλʹͳ͍ͬͯͯɺ1%' ػցಡੑͷ͍σʔλ࣭ͷ͍σʔλ͕ ଟ͍ Φʔϓϯσʔλϙʔλϧ͕ࠃɾಓݝɾ ࢢ۠ொଜͰ࿈ܞ͓ͯ͠ΒͣɺҰՕॴͰ୳ͤͳ͍ ˞Ұ෦ҬͰಓݝࢢ۠ொଜؒͰ࿈ܞ͞Ε͍ͯΔ
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"*σʔλඋͯ͘͠Εͳ͍ nσʔλ͕దʹཧ͞Ε͍ͯͳ͍ͱσδλϧͷڧΈ͕ෆ׆Խ nߏԽ͞Ε͍ͯͳ͍σʔλͦͦίϯϐϡʔλͰಡΊͳ͍ nֶशʹ͏σʔλʹޡΓภΓؚ͕·Ε͍ͯͨΒ݁Ռવؒҧ͍ʹͳΔ 4BZPLP4IJNPZBNB -JOL%BUB ඇߏԽ σʔλ ޡΓͷ ؚ·ΕΔ σʔλ ޡͬͨ݁Ռ "*ʹΑΔॲཧ (BSCBHF*O (BSCBHF0VU
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ػցಡʹదͨ͠σʔλͱʁ nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ ࠶ར༻ʢՃɺฤूʣͰ͖Δ σʔλ nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ ࠶ར༻͢ΔͨΊʹɺίϯϐϡʔ λ͕֘σʔλͷཧతͳߏΛ ࣝผʢಡʣͰ͖ɺߏதͷ ʢදͷதʹೖ͍ͬͯΔɺςΩ ετʣ͕ॲཧͰ͖ΔΑ͏ʹͳͬ ͍ͯΔඞཁ͕͋Δ ग़యɿฏ݄ ೋ࣍ར༻ͷଅਐͷͨΊͷলͷ σʔλެ։ʹؔ͢Δجຊతߟ͑ํʢΨΠυϥΠϯʣ 4":0,04)*.0:"." -*/,%"5" ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ ը૾σʔλ &YDFMDTWͳͲදܗࣜͷσʔλ ྫʣ౷ܭσʔλͷ߹
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ओཁͳදܗࣜσʔλͷछྨ &YDFMܗࣜ ϑΝΠϧ֦ுࢠɿYMT YMTY n.JDSPTPGU͕։ൃ͍ͯ͠Δදܭࢉιϑτ .JDSPTPGU&YDFMͰ࠾༻͞Ε͍ͯΔ ϑΝΠϧܗࣜ n.JDSPTPGU&YDFMͷଞɺ͜ͷܗࣜΛαϙʔτ͠ ͍ͯΔ͍͔ͭ͘ͷΞϓϦέʔγϣϯͰ։͘͜ͱ ͕Ͱ͖Δ ྫʣ(PPHMFεϓϨουγʔτɺ/VNCFST DTWܗࣜ ϑΝΠϧ֦ுࢠɿDTW nl$PNNB4FQBSBUFE7BMVFTzͷུ nΧϯϚ l z۠ΓͷςΩετϑΝΠϧ nྨࣅͷܗࣜʹλϒ۠ΓͷςΩετϑΝΠϧ ʢUTWʣ͕͋Δ nl$IBSBDUFS4FQBSBUFE7BMVFTzͱͯ͠ɺ ༷ʑͳ۠ΓจࣈͷςΩετϑΝΠϧΛ૯শ͠ ͯDTWͱݺΕΔ͜ͱ͋Δ nϓϥοτϑΥʔϜඇґଘʢಛఆͷΞϓϦέʔ γϣϯΛඞཁͱ͠ͳ͍ʣ 4":0,04)*.0:"." -*/,%"5"
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݄ ౷ܭදʹ͓͚Δ ػցಡՄೳͳ σʔλͷදهํ๏ ʢϧʔϧඋʣ SAYOKO SHIMOYAMA, LINKDATA 41 ֤লʹ͓͍ͯσʔλ ͷػցಡੑ্ͷରԠ ͕ਐΊΒΕ͍ͯΔ
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ࢀߟɿ දܗࣜσʔλ ͷػցಡੑ ΛߴΊΔͨΊ ͷνΣοΫ ߲ ʢશ߲ʣ ˘ ϑΝΠϧܗࣜ&YDFM͔$47ͱͳ͍ͬͯΔ͔ ˘ ηϧσʔλͱͳ͍ͬͯΔ͔ ˘ σʔλଐੑͱ͠ɺจࣈྻΛؚ·ͳ͍͜ͱ ˘ ηϧͷ݁߹Λ͍ͯ͠ͳ͍͔ ˘ εϖʔεվߦͰମࡋΛ͍͑ͯͳ͍͔ ˘ ໊߲Λলུ͍ͯ͠ͳ͍͔ ˘ ࣜΛ༻͍ͯ͠Δ߹ɺσʔλʹमਖ਼͍ͯ͠Δ͔ ˘ ΦϒδΣΫτΛ༻͍ͯ͠ͳ͍͔ ˘ σʔλͷ୯ҐΛهࡌ͍ͯ͠Δ͔ ˘ ػछґଘจࣈΛ༻͍ͯ͠ͳ͍͔ɻ ˘ F4UBUͷ࣌ؒ࣠ίʔυͷදهɺྐྵදهຢྐྵʹྐྵͷซه͕͞Ε͍ͯΔ͔ ˘ ҬίʔυຢҬ໊শ͕දه͞Ε͍ͯΔ͔ ˘ σʔλͷಉҰྻʹಛघه߸ ൿಗ ؚ͕·ΕΔ߹ʹରॲ͞Ε͍ͯΔ͔ ˘ σʔλ͕அ͞Ε͍ͯͳ͍͔ ˘ γʔτʹෳͷද͕ܝࡌ͞Ε͍ͯͳ͍͔ 4BZPLP4IJNPZBNB -JOL%BUB ग़యɿ ౷ܭදʹ͓͚ΔػցಡՄೳͳ σʔλ࡞ʹؔ͢Δදهํ๏ ʢ݄ɺ૯লʣ IUUQTXXXTPVNVHPKQN FOV@OFXTT OFXTUPVLBUTV@ IUNM
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දهϧʔϧͷྫᶃ ηϧσʔλͱ͢Δ 4BZPLP4IJNPZBNB -JOL%BUB
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දهϧʔϧͷྫᶄ ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ 4BZPLP4IJNPZBNB -JOL%BUB nηϧ݁߹͞Ε͍ͯ Δͱɺฒସ͕͑Ͱ ͖ͳ͍ʢΤϥʔͱͳ ΔʣɺάϥϑԽ͕Ͱ ͖ͳ͍ɺൣғબ͠ ʹ͍͘ɺίϐʔϖʔ ετͰ͖ͳ͍ͷ ͕ൃੜ͢Δ nߦྻ͚ͩऔΓ ग़ͯ͠ɺͪΌΜͱ ҙຯ͕௨͡Δܗʹ͢ Δ͜ͱ͕ϙΠϯτ
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දهϧʔϧͷྫᶅ ମࡋΛ͑ΔతͰεϖʔεվߦΛ༻͍ͳ͍ 4BZPLP4IJNPZBNB -JOL%BUB
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ػցಡੑ ͷߴ͍ σʔλ࡞ ͷݪଇ 4BZPLP4IJNPZBNB -JOL%BUB ݟͨΛ͑ΔͨΊͷ ༨ܭͳ࡞ۀ͠ͳͯ͘0,ʂ ػցʹͱͬͯͷಡΈ͢͞ Λ༏ઌ ਓʹͱͬͯͷಡΈ͢͞ɺ σʔλΛ࡞ͬͨޙͰରԠ
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σʔλ࡞࣌ʹ໎ͬͨ࣌ʹ طଘͷඪ४ϑΥʔϚοτΛࢀর͢Δ nྫʣߦσʔλ࿈ܞඪ४ IUUQTDJPHPKQHVJEFTSFOLFJNPEFM ֓೦୯ҐͰ͚ΒΕΔͷ͚͓ͯ͘ nޙ͔Β͚ͬͭ͘Δͷ؆୯ nޙ͔Βׂ͢Δͷ͍͠߹͕͋Δ ྫɿ໊ͷׂʢਓ͕ؒݟͯਖ਼͘͠அͰ͖ͳ͍߹͕͋Δʣ ໖ࢠ ࣌ࡾ 4BZPLP4IJNPZBNB -JOL%BUB
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σʔλ࡞࣌ʹ໎ͬͨ࣌ͷࢀߟʹɿ ਪσʔληοτ n͔Β༏ઌతʹެ։ ͢ΔΑ͏ʹਪ͞Ε͍ͯ Δσʔλ nσʔλͷ࡞ʹ͋ͨΓ ४ڌ͖͢ϧʔϧ ϑΥʔϚοτʢςϯϓ Ϩʔτʣ͕ࢦఆ͞Εͯ ͍Δ n63-ɿ IUUQTDJPHPKQQPMJDZ PQFOEBUBEBUBTFU 4BZPLP4IJNPZBNB -JOL%BUB ਪσʔληοτ جຊฤ Ԡ༻ฤ ̖̙̚ઃஔՕॴҰཡ հޢαʔϏεࣄۀॴҰཡ ҩྍػؔҰཡ จԽࡒҰཡ ؍ޫࢪઃҰཡ ΠϕϯτҰཡ ެऺແઢ̡̖̣ΞΫηεϙΠϯτҰཡ ެऺτΠϨҰཡ ফਫརࢪઃҰཡ ࢦఆۓٸආॴҰཡ Ҭɾྸผਓޱ ެڞࢪઃҰཡ ࢠҭͯࢪઃҰཡ ΦʔϓϯσʔλҰཡ ݱࡏσʔληοτ Φʔϓϯσʔλʹ औΓΈ࢝ΊΔ ํެڞஂମ͚ 4BZPLP4IJNPZBNB -JOL%BUB
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Θ͔Γ͘͢ ࢦඪԽ ෳࡶͳΛྻڍ͢ΔͷͰͳ͘ɺ Θ͔Γ͘͢ࢦඪԽ͢Δ͜ͱͰɺ ײతͳཧղΛॿ͚Δ SAYOKO SHIMOYAMA, LINKDATA 49
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ࣄྫɿ0QPXFSʢถࠃʣ n֤Ոఉʹ͚ͯύʔιφ ϥΠζͨ͠ܗͰిྗ༻ ͷ௨Λߦ͏αʔϏ ε nؾใػثͷిྗফ අྔͷΦʔϓϯσʔλ αʔυύʔςΟʔ͔Βఏ ڙΛड͚ͨσʔλΛಠࣗ ΞϧΰϦζϜͰղੳ nถࠃͰ0QPXFSͷαʔϏ εΛಋೖͨ͠ిྗձࣾɺ ฏۉͯ͠ސ٬ͷిྗ༻ ྔΛʙˋఔݮ ͢Δ͜ͱʹޭ 4BZPLP4IJNPZBNB -JOL%BUB https://www.oracle.com/jp/corporate/features/pr/moe-nudge-project-oracle-utilities/
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ࣄྫɿՖค͘Μʢຊʣ ՖคඈࢄྔͷΦʔϓϯσʔλͱ5XJUUFSߘใΛΈ߹Θͤͯੳ͠ɺ ಠࣗࢦඪɿ,51ʢΧϑϯ πϥΠ ϙΠϯτʣΛࢉग़ 4BZPLP4IJNPZBNB -JOL%BUB ① アプリを開くと、 当日のKTPが表示される ② 本日の花粉飛散量をグラフ化 地域ごとのランキングも閲覧できる https://cio.go.jp/opendata100
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ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ ΞϯέʔτͰฉ͘ ͱ͍͏ํ๏͕Α͘औΒΕΔ ࢦඪͷͭʹ͢Δͷ0, Ξϯέʔτ݁ՌͷΈͰଌΔͱ ٬؍ੑʹ͚ܽΔ߹͕͋Δ 4BZPLP4IJNPZBNB -JOL%BUB ॅΈ͢͞ ·ͪͷ ʹ͗Θ͍ ࢠҭͯͷ ͢͠͞ உঁฏ ޙͷ҆৺
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4BZPLP4IJNPZBNB -JOL%BUB ϙΠϯτɿ ఆੑతޮՌ ఆྔతޮՌʹ ղͯ͠ ࢦඪԽ͢Δ ྫɿॅΈΑ͞ϥϯΩϯά ʢ౦༸ܦࡁʣ
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4BZPLP4IJNPZBNB -JOL%BUB ఆੑతޮՌఆྔతޮՌʹղͯ͠ࢦඪԽ͢Δ ྫɿॅΈΑ͞ϥϯΩϯάʢ౦༸ܦࡁʣར༻σʔλ ॅΈΑ͞ " ҆৺ ਓޱͨΓපӃɾҰൠྍॴපচʢ݄ʣɿްੜ࿑ಇলʮҩྍࢪઃௐࠪʯ ਓޱͨΓհޢਓࢱɾอ݈ࢪઃఆһʢ݄ʣɿްੜ࿑ಇলʮհޢαʔϏεࢪઃɾࣄۀॴௐࠪʯ ʙࡀঁੑਓޱͨΓʙࡀࣇʢ݄ʣɿ૯লʮॅຽجຊாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳʯ ࢠͲҩྍඅॿʢରྸɾॴಘ੍ݶͷ༗ແʣʢ݄ʣɿ౦༸ܦࡁௐ ਓޱͨΓܐ๏൜ೝ݅ʢʣɿ֤ಓݝܯௐ ਓޱͨΓަ௨ࣄނ݅ʢʣɿަ௨ࣄނ૯߹ੳηϯλʔௐ # རศ ਓޱͨΓখചൢചֹʢʣɿ૯লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ ਓޱͨΓେنখചళళฮ໘ੵʢʣɿ౦༸ܦࡁʮશࠃେܕখചళ૯ཡʯ Մॅ໘ੵͨΓҿ৯ྉখചࣄۀॴʢ݄ʣɿ૯লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ ਓޱͨΓҿ৯ళʢ݄ʣ૯লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ $ շద సग़ೖਓޱൺʢʣɿ૯লʮॅຽجຊாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳʯ ਫಓྉۚʢ݄ʣɿ౦༸ܦࡁௐ Ԛਫॲཧਓޱීٴʢ݄ʣɿࠃަ௨লɺྛਫ࢈লɺڥলௐ ࢢܭը۠ҬਓޱͨΓࢢެԂ໘ੵʢ݄ʣɿࠃަ௨লʮࢢެԂඋਫ४ௐॻʯ ؾީʢ݄ฏۉ࠷ߴɾ࠷ؾԹɺর࣌ؒɺ࠷ਂੵઇʲ৽ʳʣʢʙʣɿؾிʮϝογϡฏσʔλʯ % ༟ ࡒྗࢦʢʣɿ૯লʮࢢொଜผܾࢉঢ়گௐʯ ਓޱͨΓ๏ਓࢢຽ੫ʢʣ ɿ૯লʮࢢொଜผܾࢉঢ়گௐʯʲ৽ʳ ೲ੫ٛऀਓͨΓॴಘʢʣɿ૯লʮࢢொଜ੫՝੫ঢ়گͷௐʯ ॅͨΓԆচ໘ੵʢ݄ʣɿ૯লʮॅɾ౷ܭௐࠪʯ ॅฏۉՁʢ݄ʣɿࠃަ௨লʮಓݝՁௐࠪʯ https://toyokeizai.net/articles/-/356816?page=2
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٬؍తͳࢦඪʹ ͳ͍ͬͯͳ͍͜ ͱͰʹͳͬ ͨέʔε IUUQTXXXBTBIJDPNBSUJDMFT "41#(1#(65/#:IUNM 4BZPLP4IJNPZBNB -JOL%BUB
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ಓݝັྗ ϥϯΩϯάͷ σʔλݕূෆՄೳ ʮັྗʯͱɺҬͷ ϒϥϯυྗɺ͢ͳΘͪҬͷັ ྗΛԽ͢Δࢦඪɻ ʮҎԼͷ࣏ࣗମʹ͍ͭͯɺͲͷ ఔັྗΛײ͡·͔͢ʁʯͱ͍ ͏͍ʹରͯ͠ɺʮͱͯັྗ తʯΛɺʮັྗతʯ ΛɺʮͲͪΒͰͳ͍ʯɺ ʮ͋·ΓັྗΛײ͡ͳ͍ʯɺ ʮશ͘ັྗతͰͳ͍ʯΛͱ͠ ͯɺͦΕΒͷճΛ࣏ࣗମ͝ͱ ʹूܭʢʣͱͯ͠ࢉग़ͨ͠ɻ ग़యɿIUUQTOFXTUJJLJKQBSUJDMFT 4BZPLP4IJNPZBNB -JOL%BUB
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Φʔϓϯσʔλ͕͋Δ͜ͱͰ ݕূՄೳੑ͕ߴ·Δ 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯσʔλ ࣗ༝ʹೋ࣍ར༻Ͱ͖ΔͷͰ վ᜵͞ΕΔڪΕ͕ ͋ΔͷͰʁ ü͠ೋ࣍ར༻ͨ͠ਓ͕ Λվ᜵͍ͯͯ͠ɺ Ұ࣌ใͱͯ͠ݩͷσʔλ ͕ެ։͞Ε͍ͯΔ͜ͱͰɺ ଞͷਓݕূͯ͠վ᜵ ؒҧ͍ΛಛఆՄೳʹͳΔ üݩσʔλ͕ެ։͞Ε͍ͯͳ ͍ͱݕূͰ͖ͳ͍
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ߴͳੳ ༧ଌ ͋ΔݱΛ؍ଌ͢ΔͨΊʹඞཁͳෳͷσʔλ Λऩूɾੳ͠ɺҰఆͷ๏ଇੑΛಋ͖ग़͢͜ͱ ʹΑΓɺকདྷ༧ଌΛՄೳʹ͢Δ SAYOKO SHIMOYAMA, LINKDATA 58
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PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ nPredPol ΧϦϑΥϧχΞେֶͷ ݚڀάϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌ γεςϜ nաڈͷେͳ൜ࡑใͷσʔλ ϕʔεΛͱʹɺকདྷʮ͍ͭɺͲ ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺػցֶ शΛϕʔεʹ༧ଌ nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ ੳͱPredPolͷ༧ଌΛൺֱͨ͠ͱ ͜Ζɺ ൜ࡑੳʹൺ̎ഒҎ্PredPol ͷํ͕ਖ਼֬ʹ༧ଌͰ͖ͨ 2021-11-02 Sayoko Shimoyama, LinkData 59 https://www.predpol.com/
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ෆಈ࢈Ձ֨ଌఆʮGEEOʯ http://geeo.otani.co/ nಠࣗ։ൃͨ͠ΞϧΰϦζϜΛ༻͍ͯɺෆಈ࢈ͷۭؒใΛͱʹྉͷਪఆෆಈ࢈ՁΛࢉग़ n࿏ઢՁɺࠃௐࠪɺॅɾ౷ܭௐࠪͷΦʔϓϯσʔλΛར༻ nجຊػೳແྉɺෆಈ࢈ٴͼۚ༥ۀքͷϓϩϑΣογϣφϧ͚αʔϏε “GEEO Pro” ༗ঈ 60 2021-11-02 Sayoko Shimoyama, LinkData
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ίϯςϯπ ͱͯ͠׆༻ ը૾ͳͲͷΦʔϓϯσʔλͦͷ··ίϯςϯπͱ ͯ͠׆༻͢Δ͜ͱͰ͖ΔͨΊɺΈ߹Θͤͷ ΞΠσΟΞ࣍ୈͰϏδωεͷ෯Λ͛ΒΕΔ SAYOKO SHIMOYAMA, LINKDATA 61
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୩ম Φʔϓϯσʔλ Λͬͨࢴࡼ ੴݝೳඒࢢͰ୩মͷ ը૾͕Φʔϓϯσʔλͱͯ͠ ެ։͞Ε͍ͯΔ اըɾൢചɿגࣜձࣾϤγλ σβΠϯϓϥϯχϯά ֓ཁɿ ܘ18cm 6ຕೖΓ 550ԁ(੫ࠐ) Sayoko Shimoyama, LinkData 2021-11-02 62
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୩ম ΦʔϓϯσʔλΛ ͬͨॅ จॅͷ০ʹར༻ ʢ͓٬༷͕ΜͰར༻ʣ ݱࡏ4౩ ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί ϛϡχςΟͱγϏοΫςοΫϏδωε - CIVIC TECH FORUM 2018 ొஃࢿྉ - ʯౡ ݈Ұࢯ 2021-11-02 Sayoko Shimoyama, LinkData 63
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FIND/47 nຊ֤ͷඒ͍ࣸ͠ਅΛऩू ͠Φʔϓϯσʔλͱͯ͠ެ։͢ ΔϑΥτΞʔΧΠϒ nΠϯόϯυधཁΛߴΊΔ తͰߏங͞Εͨ nࣸਅͷߘՄೳ ˞ຊࢿྉͷදࢴͰ༻ͯ͠ ͍·͢ https://find47.jp/ 2021-11-02 Sayoko Shimoyama, LinkData 64
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OpenPhotoɿ ࣏ࣗମͷࣸਅ Φʔϓϯσʔλ Λࢧԉ nࣸਅͷΦʔϓϯσʔλԽΛ αϙʔτ͢ΔϑΥτΫϥυ αʔϏε n࣏ࣗମແঈͰར༻Մೳ nhttps://openphoto.jp/ 2021-11-02 Sayoko Shimoyama, LinkData 65
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1-"5&"6ʢϓϥτʔʣ ࠃަল͕ओಋ͢Δɺຊશࠃͷ%ࢢϞσϧͷඋɾ׆༻ɾΦʔϓϯ σʔλԽϓϩδΣΫτ IUUQTXXXNMJUHPKQQMBUFBV 4BZPLP4IJNPZBNB -JOL%BUB
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Φʔϓϯσʔλ׆༻Ϗδωε 4ͭͷޭύλʔϯ ࢄ͍ͯͨ͠ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ͘͢ࢦඪԽ ߴͳੳ༧ଌ ίϯςϯπͱͯ͠׆༻ 2021-11-02 Sayoko Shimoyama, LinkData 67
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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝ͷղܾɺܦࡁ׆ੑԽ ߦͷߴԽɾޮԽ ಁ໌ੑɾ৴པͷ্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ 4BZPLP4IJNPZBNB -JOL%BUB ΦʔϓϯσʔλԽ ͢Δ࡞ۀͷɺ ࣄ͕૿͑ΔͷͰʜʁ
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ͦͦ Φʔϓϯσʔλ ͷͨΊʹσʔλ උ͕ඞཁʹ ͳ͍ͬͯΔঢ়گ ͕͓͔͍͠ n%9ΛਐΊΔͨΊʹɺிͰѻ͏ใ͕ σʔλʢίϯϐϡʔλॲཧʹ࠷దԽͨ͠ ܗʣʹͳ͍ͬͯΔඞཁ͕͋Δ n.ΛਐΊΔͨΊʹɺிͷσʔλ͕ ੳՄೳͳঢ়ଶʹͳ͍ͬͯΔඞཁ͕͋Δ nΦʔϓϯσʔλԽΛਐΊͳ͔ͬͨͱͯ͠ɺ ݁ہσʔλඋਐΊΔ͜ͱʹͳΔ nΦʔϓϯσʔλΛிσʔλඋͷ ͖͔͚ͬͷҰͭʹ͢Δͷ͕ಘࡦ 4BZPLP4IJNPZBNB -JOL%BUB
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ࣄྫɿใۀͷ%9 ʢਆށࢢʣ nैདྷாථͰใࢴͷೖߘΛཧ͍ͯͨ͠ nۀϑϩʔΛݟ͠ɺΠϕϯτใΛ8FCϑΥʔϜʹೖྗ͢Δ ͚ͩͰɺ"1*ʹม͞Εɺೖߘ·ͰͷϫʔΫϑϩʔʹࣗಈ࿈ܞ ͢Δܗʹมߋ nΠϕϯτใൃ৴αΠτʮ,0#&5PEBZʯΛ৽ઃ͠ɺใࢴʹ ܝࡌ͖͠Εͳ͔ͬͨΠϕϯτใݕࡧՄೳʹ nΠϕϯτใͷ"1*Φʔϓϯσʔλͱͯ͠ެ։ 4BZPLP4IJNPZBNB -JOL%BUB *API (Application Programming Interface)ɿ ਓΛհͣ͞γεςϜಉ࢜ͰσʔλΛΓऔΓ͢Δͷʹ࠷దԽ͞Εͨ σʔλܗࣜ ग़యɿhttps://datashelf.jp/results/kobe
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ࣄྫɿใެ։ٻͷܰݮʢ੩Ԭࢢʣ nใެ։ٻ݅ͷଟ͔ͬͨ ৯ӴੜڐՄʹؔ͢ΔσʔλΛ Φʔϓϯσʔλͱͯ͠ެ։ nใެ։ٻͷ͕݅ݮΓɺ ۀෛ୲ͷܰݮʹޭ 4BZPLP4IJNPZBNB -JOL%BUB ؒ ݅ݮ ˣ ࣌ؒ ۀ࣌ؒݮ H25 H26 H27 H28 H29 H30 ग़యɿ৽ঙ େีࢯʢ੩Ԭࢢ૯ہ*$5ਪਐ՝ʣʮతࢿ࢈ܦӦ8&&,@0QFOEBUB"1*ʯ IUUQTXXXTMJEFTIBSFOFU%"*46,&4)*/+0XFFLPQFOEBUBBQJ
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ࣄྫɿࢢຽ͔Βͷۤͷܰݮʢࡸߐࢢʣ 4BZPLP4IJNPZBNB -JOL%BUB ࡸߐࢢͷόε߱ઇʹ ΑΔΕ͕͋Γࢢຽ ͔Βͷۤଟ͔ͬͨ ٸͳόεͷΕͳͲʹ ରԠ͘͢͠ͳͬͨ ͨΊɺࢢຽ͔Βͷۤ ࢢͷෛ୲͕ݮগͨ͠ όεͷҐஔใΛ ΦʔϓϯσʔλԽɺ ϦΞϧλΠϜ৴ ࢢຽ͕ਤ ΞϓϦΛ ࡞ ߦதͷόεͷ ݱࡏ͕දࣔ͞ΕΔ $$#:$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB
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ඪ४తͳόεใ ϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯ σʔλ ࠃަ௨ল͕උͨ͠ ʮඪ४తͳόεใϑΥʔ Ϛοτʢ(5'4+1ʣʯͰ όεࣄۀऀ͕Φʔϓϯσʔλ Λެ։͢Δ͜ͱͰɺ෯͍ ׆༻͕Մೳʹ 4":0,04)*.0:"." -*/,%"5" ग़యɿʮ (5'4+1ඪ४తͳόεใϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG
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386ࣄۀऀ ͕όεใΛ Φʔϓϯσʔλ ͱͯ͠ඪ४ܗࣜ Ͱެ։த SAYOKO SHIMOYAMA, LINKDATA 74 ग़యɿ (5'4+1ඪ४తͳόεใ ϑΥʔϚοτ ݄ݱࡏ IUUQTXXXHUGTKQ
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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝ͷղܾɺܦࡁ׆ੑԽ ߦͷߴԽɾޮԽ ಁ໌ੑɾ৴པͷ্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦʯฏ݄ ߴใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾຽσʔλ׆༻ਪਐઓུձܾٞఆ 4BZPLP4IJNPZBNB -JOL%BUB
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ಁ໌ੑɾ৴པͷ্ ຽڠಇΛਐΊΔͨΊʹඞཁ nຽڠಇΛਐΊΔͨΊʹɺߦͱຽ͕ؒ ରͳཱͰͤΔ͜ͱ͕ॏཁ nߦͱຽؒͷʮใͷඇରশੑʯΛ ղফ͢Δඞཁ͕͋Δ n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡ͷΛ ݟͳ͕Β͕Ͱ͖Δঢ়گΛࢦ͍ͨ͠ 4BZPLP4IJNPZBNB -JOL%BUB
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ࣄྫɿࠇ෦ࢢࣾڠʹ͓͚Δ σʔλΛ༻͍ͨࢢຽࢀՃܕͷࢱͷࢦඪ࡞Γ ग़యɿࠇ෦ࢢࣾձࢱڠٞձ খࣲಙ໌ࢯʮ(0"-4GPSࠇ෦ʯ IUUQTHPBMTGPSLVSPCFDPNJOEFYIUNM 4":0,04)*.0:"." -*/,%"5"
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ࣄྫɿࠇ෦ࢢࣾڠ ࢦඪઃܭΦϯϥΠϯϫʔΫγϣοϓ ϝϯόʔಉ࢜Ͱ αϙʔτ͠ͳ͕Β ΦϯϥΠϯπʔϧΛ ͬͯࢦඪઃܭ ϫʔΫγϣοϓΛ ࣮ࢪ 4":0,04)*.0:"." -*/,%"5"
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ࣄྫɿࠇ෦ࢢࣾڠ ࢦඪઃܭˠσʔλऩूˠ#*πʔϧͰՄࢹԽ 4":0,04)*.0:"." -*/,%"5"
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Data is the new soil. σʔλ ৽ͨͳ Ͱ͋Δ %BWJE.D$BOEMFTT 5&%(MPCBM 4BZPLP4IJNPZBNB -JOL%BUB
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Ұൠࣾஂ๏ਓϦϯΫσʔλ දཧࣄ Լࢁ ࣿࢠ Email:
[email protected]
ຊࢿྉʹؔ͢Δ࣭͝ɾ͝ҙݟɺ σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ ͪ͜Β͓د͍ͤͩ͘͞ɻ 4":0,04)*.0:"." -*/,%"5"
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ࣄલʹ͍͍ͯͨ ࣭͝ͷ͝ճ 4BZPLP4IJNPZBNB -JOL%BUB
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̍Φʔϓϯσʔλͷ׆ ༻ࣄྫΛѲ͢Δํ๏ Λڭ͍͖͍͑ͯͨͩͨ 2ࣗ৫͕ެ։ͨ͠Φʔϓϯσʔλ͕ ࣮ࡍʹΘΕ͍ͯΔͷ͔ɺͲͷΑ͏ͳޮ Ռ͕͋ͬͨͷ͔Ѳ͍ͯ͠Δ࣏ࣗମ͕ ͋Γ·ͨ͠ΒɺͲ͏͍ͬͨํ๏ͰѲ͠ ͍ͯΔͷ͔ڭ͍͖͍͑ͯͨͩͨɻ "ʮ׆༻ࣄྫΛ͝ใࠂ͚ͨΒެࣜα Πτʹܝࡌ͠·͢ʯͱσʔλΧλϩάα ΠτͰߘϑΥʔϜΛઃஔ͍ͯ͠Δ έʔε͕ଟ͍Ͱ͢ɻ ར༻ऀଆʹͱͬͯએʹͳΔͷͰใࠂ ͢ΔΠϯηϯςΟϒ͕͋Γ·͢ɻ ӈਤɿ౦ژσʔλΧλϩάαΠτͷྫ IUUQTQPSUBMEBUBNFUSPUPLZPMHKQ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫʹؔͯ͠
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Φʔϓϯσʔλͷ׆༻ࣄ ྫग़ʹ͋ͨΓɺऔΓֻ͔ Γ͍͢ɺऔΓΈ͍͢ ࣄྫ͋Γ·͔͢ "΄Ͳ͝ఏҊ͕͋Γ·͢ɻ ᶃ࣮ࡍʹΦʔϓϯσʔλΛͬͨαʔϏεΛ։ൃ͍ͯ͠ ΔاۀγϏοΫςοΫஂମΛૂͬͯʮσʔλΛެ։͠ ͨͷͰ͍·ͤΜ͔ʁʯͱӦۀΛ͔͚Δɻ αϯϑϥϯγείࢢਆಸݝͦͷํ๏Ͱࣄྫग़ʹ ޭ͍ͯ͠·͢ɻ ᶄར༻ऀʹͱͬͯར׆༻Πϝʔδ͕༙͖͘͢ͳΔΑ͏ ʹɺσʔλͱҰॹʹάϥϑਤͰՄࢹԽͨ͠ͷ ެ։͢Δɻ #*πʔϧΛ͏͜ͱͰிͰͷσʔλ׆༻ਓࡐҭʹ ͭͳ͕Γ·͢ɻ 2σʔλΛॴ͢Δ֤෦ॺͰͷ ཧղΛಘΔͨΊʹɺσʔλΛ ެද͢Δ͜ͱʹΑͬͯɺͲͷΑ ͏ͳՌʹܨ͕Δ͔ɺͱ͍͏࣮ ͕ඞཁͩͱࢥ͏ʢଞ࣏ࣗମࣄ ྫͰͳࣗ͘Βͷ࣏ࣗମʹ͓͚ Δ࣮ɻʣɻͦͷͨΊͷࣄྫ ग़ͱͯ͠औΓΈ͍͢ ࣄྫ͕͋Εޚڭ͍͖ࣔͨͩͨ ͍ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫʹؔͯ͠
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#*πʔϧΛ༻͍ͨ σʔλՄࢹԽͷྫ ژΦʔϓϯσʔλϙʔλϧα Πτ ϏδϡΞϥΠζΠϯσοΫε ൜ࡑൃੜঢ়گ IUUQTXXXEBUBTUPSFQSFGLZPU PMHKQJOUFHSBUJPOJOEFY 4BZPLP4IJNPZBNB -JOL%BUB
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.ʹ͍ͭͯ Φʔϓ ϯσʔλͷར׆༻ʹ͋ͨͬͯ ɺ#*πʔϧΛར༻͢Δͷ͕ Ұൠతͳͷ͔ɻ·ͨɺ͓͢͢ Ίͷ#*πʔϧͳͲ͋Γ·͢ ͔ "πʔϧ&YDFMͰ0,ɺ·ͣσʔλඋ͕ඞཁ n.ʢ&WJEFODF#BTFE1PMJDZ.BLJOHʣɿ ࠜڌʹجͮ͘ࡦཱҊ nؔ ༸Ұࢯʢ 3*&5*ʣʹΑΔఆٛɿ n·ͣܦݧΧϯ׳ྫͰࣄۀΛਐΊΔͷͰͳ͘ɺ σʔλΛऔͬͯ֬ೝ͢Δͱ͜Ζ͔Β࢝ΊΔ nঃʑʹ৫Ͱମ੍ΛݻΊɺΑΓڧ͍ΤϏσϯε͕ಘ ΒΕΔੳɾ࣮ূํ๏Λݕ౼͢Δ 2ଞ࣏ࣗମຽؒʹ͓͚Δ׆༻ ࣄྫ՝ɺख๏ʹ͍ͭͯ͝ڭ ͍͖͍ࣔͨͩͨɻ·ͨɺσʔλ ར׆༻ʹ͋ͨΓɺෳγεςϜ ͕ཧ͢ΔใΛԣஅతɺޮ తʹར༻͢ΔͨΊͷΈʢ౷ ߹σʔλϕʔεɺੳπʔϧ ʣʹ͍ͭͯڭ͍͖͑ͯͨͩ ͍ͨɻΦʔϓϯσʔλͰͳ͘ɺ .ͷ؍͔͠Ε·ͤΜ͕ɺ .ͱͷܨ͕ΓؚΊͯɺޚ ڭ͍͖͍ࣔͨͩͨɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫʹؔͯ͠ ݸʑͷࡦʹ࣮࣭తͳޮՌ͕͋Δ͔Ͳ͏͔ΛՄೳͳݶΓݫີʹݕূͯ͠ɺ ࣮࣭తͳޮՌ͕͋Δͱ͍͏ূڌ͕͋ΔͷΛ༏ઌతʹ࣮ࢪ͠Α͏ͱ͢Δଶ
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͓͢͢Ίͷ #*πʔϧ(*4 5BCMFBV • ײతʹ͑ͯɺෳͷσʔλιʔε؆୯ʹѻ͑Δ • ಈ͖ͷ͋ΔμογϡϘʔυ͕ίʔσΟϯάͳ͠Ͱ࡞ΕΔ • ༗ঈ൛ʢ5BCMFBV%FTLUPQʣͱӬٱແঈ൛ʢ5BCMFBV1VCMJDʣ͕ ͋Δ ˞1VCMJDϩʔΧϧʹอଘ͕Ͱ͖ͣɺ8FCʹެ։͢Δඞཁ͕͋Δ ͻͳͨ(*4 • ٶ࡚ݝ͕։ൃͨ͠(*4 • 8FCϒϥβͰΞΫηε͙ͯ͢͠ʹ͑Δ • F4UBU3&4"4ͷσʔλ͕ࡌ͞Ε͍ͯͯɺબΜͰ͙͢ՄࢹԽͰ ͖Δ • ࣗͷσʔλΞοϓͰ͖Δ K4UBU.BQ • ૯ল౷ܭہ͕։ൃͨ͠ʮਤͰݟΔ౷ܭʯπʔϧ • ϩάΠϯͳ͠Ͱར༻ՄೳɻϩάΠϯ͢ΔͱΑΓଟ͘ͷػೳ͕͑ Δ • F4UBUͷσʔλ͕ࡌ͞Ε͓ͯΓɺϝογϡ౷ܭਤ্Ͱ͙͢Մ ࢹԽͰ͖Δ #*#VTJOFTT*OUFMMJHFODF (*4ҬۭؒใγεςϜ 4BZPLP4IJNPZBNB -JOL%BUB
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ެ։σʔλͷ ࣭ʢػցಡੑʣ্ʹͭ ͍ͯ Φʔϓϯσʔλͱ͠ ͯ;͞Θ͍͠ܗࣜͷσʔλ࡞ Λޮతʹߦ͏खஈ "·ͣݩ͔Βػցಡੑͷߴ͍σʔλ͕ੜͰ͖ΔΑ͏ʹɺ ৽نʹ࡞͢ΔσʔλͷೖྗϑϩʔϑΥʔϚοτΛݟ͢ɻ ʢࢀߟɿ1ਆށࢢใۀϑϩʔݟ͠ͷࣄྫʣ nطଘσʔλʹ͍ͭͯɺҰؾʹରԠΛਐΊΔͷ͍͠ͷͰɺ ·ͣຽؒχʔζଞ࣏ࣗମͱͷ࿈ܞͰ༏ઌॱҐΛܾΊͯ ঃʑʹػցಡੑͷվળΛਐΊΔɻ n֎෦ҕୗͰطଘσʔλΛػցಡੑͷߴ͍ϑΥʔϚοτʹม ͢ΔࣄۀΛ࣮ࢪ͍࣏ͯͨࣗ͠ମ͋Δɻ nσʔλલॲཧπʔϧΛ͏ͱޮత ʢྫɿ0QFO3FGJOF 5BCMFBV1SFQ#VJMEFSʣ n&YDFMͰϚΫϩΛΘͳͯ͘ग़དྷΔ͜ͱଟ͍ ʢࢀߟɿय़Ҫࢢ*$5ར׆༻ਪਐݚम ࣮ફฤͷಈը IUUQTXXXZPVUVCFDPNQMBZMJTU MJTU1-SR;-93F7G@ +IVJLP(RU1L&TR-"7ʣ 2σʔλΛอ༗͢Δॴ՝͕ɺ Φʔϓϯσʔλͷެ։Λݕ౼͢Δ ʹ͋ͨΓɺػցಡੑͷߴ͍ܗࣜ Ճ͢Δ࡞ۀ͕ෛ୲ͱͳ͓ͬͯ Γɺެ։ʹࢸΒͳ͍έʔε͕͋Δɻ σʔλՃͷෛ୲Λܰݮ͢Δྑ͍ ํ๏ͳͲ͋Ε͍͍ͨɻػց ಡੑͷߴ͍දσʔλΛ࡞͢Δʹ ɺͲ͏ͯ͠දͷमਖ਼࡞ ۀ͕ൃੜ͠ɺۀෛ୲͕ൃੜ͢Δ ͱߟ͑ΔɻΦʔϓϯσʔλͱͯ͠ ;͞Θ͍͠ܗࣜͷσʔλ࡞Λޮ తʹߦ͏खஈΛѲ͍ͨ͠ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜʹؔͯ͠
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σʔλΛҰݩཧ͢Δͨ ΊͷΛڭ͍͖͑ͯͨͩ ͍ͨ "ݩσʔλΛػցಡੑͷߴ͍ܗࣜͰཧ͠ɺਓ͕ಡΉ ͨΊͷϑΥʔϚοτޙ͔ΒࣗಈੜͰ͖ΔΑ͏ʹ͢Δɻ nϚΫϩ31"ΛऔΓೖΕͯࣗಈԽ͢Δɻ n ೖྗ͔࣌ΒపఈతʹσδλϧϑΝʔετΛਐΊΔɻ nࢀߟɿ1ਆށࢢใۀϑϩʔݟ͠ͷࣄྫ nࢀߟɿձएদࢢɿॅຽجຊாʹجͮ͘ॅຽͷډॅ ॴΛ(*4্ͰϙΠϯτʢʣͱͯ͠ཧ IUUQTXXXTUBUHPKQETUBSUDBTFIUNM 2ॴ՝͕ۀͰ༻͢Δσʔλ ʢʹΦʔϓϯσʔλͷݩʹͳΔ σʔλʣɺΦʔϓϯσʔλͱͯ͠ ެ։͢ΔσʔλʢΦʔϓϯσʔλ ༻ͷϑΥʔϚοτʹमਖ਼ͨ͠ ͷʣͱಉ͡༰͕ͩϑΥʔϚοτ ϑΝΠϧܗࣜͷҧ͍͔Βॏෳ ཧ͍ͯ͠Δࣄྫ͕͋Δɻॴ՝ͷ ෛ୲Λܰݮ͢Δ؍͔ΒɺͳΔ ͘σʔλͷҰݩཧ͕Ͱ͖Εͱ ײ͍ͯ͡ΔɻҰݩཧʹ͚ͨऔ ࣄྫ͕͋Εڭ͍͖͑ͯͨͩͨ ͍ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜʹؔͯ͠
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Φʔϓϯσʔλʹ ҢܦΛ༩͢Δࡍ ͷํ๏Λڭ͍͑ͯͨͩ ͖͍ͨ "ਤ͔ΒҢܦσʔλΛऔಘ͢Δ߹ɺͦͷσʔλ ϕʔεͷਤͷఏڙαʔϏεͷར༻نʹैͬͯ͏ ඞཁ͕͋Δɻ nྫ͑(PPHMF.BQͷҢܦσʔλʢਤը૾ॅ ॴͱͷରԠͰऔಘͨ͠σʔλʣ(PPHMF͕ݖརΛ࣋ͭ ίϯςϯπͰ͋ΔͨΊɺΦʔϓϯσʔλԽ͢Δ͜ͱ ෆՄɻ nҎԼͷΑ͏ͳΦʔϓϯϥΠηϯεͰఏڙ͞Ε͍ͯΔ ਤαʔϏεͰऔಘͨ͠ҢܦΦʔϓϯσʔλԽՄೳɻ • ཧӃਤ • 0QFO4USFFU.BQ 2ΦʔϓϯσʔλͷҢܦͲ ͷΑ͏ʹ༩͍ͯ͠ΔͷͰ͠ΐ͏ ͔ɻҎԼͷબࢶ͕͋Δͷ͔ͳͱ ࢥ͍·͕͢ɺଞͷ৫ͷঢ়گΛ Γ͍ͨͰ͢ɻ ɾࠃཧӃ͔ΒҾ༻͍ͯ͠Δ ɾάʔάϧϚοϓ͔ΒҾ༻͍ͯ͠ Δ ɾ৫ͷ౷߹ܕ̨̜̞Ͱॅॴ ใΛݩʹҢܦΛ༩͍ͯ͠Δ ɾͦͷଞ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜʹؔͯ͠
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ࢀߟɿॅॴ͔ΒҢܦΛࢉग़͍ͨ࣌͠ʹ ࠃཧӃϚοϓγʔτ nॅॴͷாථσʔλΛʮཧӃਤʯʹ؆୯ʹల։ͯ͠ʮਤ্ʹݟ͑ΔԽʯ͢Δ͜ͱ͕Ͱ͖Δ πʔϧ n.JDSPTPGUʢ3ʣ&YDFMͷϚΫϩػೳΛར༻ͨ͠ϑΝΠϧͱͯ͠ɺࠃཧӃ͔Βఏڙ͞Ε͍ͯΔ nIUUQTSFOLFJHTJHPKQSFOLFJNBQTI@HJKVUVJOEFYIUNM 4BZPLP4IJNPZBNB -JOL%BUB
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৫ͱͯ͠ͷ औํ๏ʹͭ ͍ͯ "ઌਐ࣏ࣗମͷࣄྫʹ͍ͭͯຊฤͰ͝հͨ͠௨Γɻ nΦʔϓϯσʔλԽ·ͣެ։Ͱ͖Δσʔλ͔ΒͰ0,ɻ ͨͩ͠ܧଓతʹվળΛਐΊΔඞཁ͕͋Δɻ nࢀߟɿڥলσʔλϚωδϝϯτϙϦγʔʮΦʔϓϯ σʔλԽͷϚνϡϦςΟϞσϧʯ IUUQTXXXFOWHPKQQSFTTIUNM 2ɾઌਐతͳ࣏ࣗମͲͷ Α͏ʹऔΛߦ͍ͬͯΔͷ͔ Ѳ͍ͨ͠ɻ ɾΦʔϓϯσʔλਪਐ͢Δͨ Ίʹɺެ։Ͱ͖Δσʔλ͔Β औΉ͖͔ɻར׆༻͢͠ ͍σʔλͷ࡞͕ྃ͢Δ͝ ͱʹެ։͍͖͔ͯ͘͠ɻ ࣏ࣗମ͕౿Ή͖εςοϓΛ Ѳ͍ͨ͠ɻ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ
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Φʔϓϯσʔλެ ։ͷਪਐʹ͚ͨ৫ ৬һͷಇ͖͔͚ Έͮ͘Γͱʁ "ΦʔϓϯσʔλԽ͢Δ͠ͳ͍ʹ͔͔ΘΒͣ σʔλඋ͜Ε͔Βͷ࣏ࣗମʹඞਢͷۀͱ ͍͏ڞ௨ҙࣝΛ࣋ͬͯΒ͏ඞཁ͕͋Δ nࣝεΩϧʹෆ҆ͷ͋Δ৬һͷαϙʔτମ ੍Λ࡞Δʢઐ෦ॺɺݚमϓϩάϥϜʣ nਓࣄධՁʹΈࠐΉ ʢຽؒͷࣄྫͰɺσʔλ׆༻εΩϧΛঢਐ ঢڅ݅ͱ͍ͯ͠Δέʔε͋Δʣ 2ʮ߹͕ͤݮΔɺࣄ ͷޮ্͕͕Δɺࣄʹ ཱͭɺΘ͟Θ͟Φʔϓ ϯσʔλԽͤͣɺࣄͷ ԆͰΦʔϓϯσʔλԽ ʹܨ͕ΔʯͳͲɺ৫ ͷ֤ۀओ෦ͷ৬һ ͷಈػ͚ʹܨ͛ΔͨΊ ͷํࡦΈΛͲͷΑ ͏ʹ࡞͍͖͔ͬͯ͘ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ
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Φʔϓϯσʔ λԽͷிͷऔ ʹ͍ͭͯ "ΦʔϓϯσʔλԽࣄۀ୯ମͰϝϦοτΛٻ ΊͨΓɺ༧ࢉԽΛਐΊͳ͍ํ͕ྑ͍ɻ nΦʔϓϯσʔλͷਪਐਓࡐҭɺ.ਪ ਐɺ%9ਪਐʹີʹؔΘΔɻ nখͯ͘͞׆༻ࣄྫΛੵΈ্͛Δ͜ͱ͕Πϯ ηϯςΟϒʹͭͳ͕Δɻ nຊʹ࣏ࣗମ୯ಠͰ࡞Δ͖ͷͳͷ͔ʁ Ҭ࿈ܞ͕ݕ౼Ͱ͖Δέʔε͕͋Δͣɻ 2ΦʔϓϯσʔλԽ ͷϝϦοτͳͲி తʹΠϯηϯςΟϒ ͕ಇ͘Έͱ-0% Խͷπʔϧڥ උ͕͘͠ɺ·ͨɺ ༧ࢉԽ͠ʹ͍͘ঢ় گΛଧ։Ͱ͖Δํ๏ ͋Δ͔ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ
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۠ॴ৬һͷσʔ λαΠΤϯςΟετࢥ ߟͷҭʹ͍ͭͯ "ҎԼͷΛҙ͚ࣝͯ͠Δͱྑ͍Ͱ͢ɻ σʔλੳਖ਼ղΛݟ͚ͭΔͨΊͷ ͷͰͳ͍ ՝ղܾͱɺ͑ͷແ͍͍ Ͱ͋Δ ΑΓଥͳஅΛͯ͠ɺૣظʹվળ ͢ΔͨΊʹσʔλΛ͏ ແටੑʹͩ͜ΘΒͳ͍͕࢟ඞཁ 2 σʔλ׆༻ࣾձʹ͚ͯɺ ৬һ͕ΦʔϓϯσʔλΛ ͬͨੳஅɺͦΕΒ ͷσʔλϊϋͷੵ Λ͠ͳ͕Β৽ͨͳऔʹͭ ͳ͍͛ͯͨ͘Ίɺி৬һ ͷҭͰେͳࢹ͋Γ ·͔͢ʁ ͝ܦݧͷதͰͷࣄྫؚ Ί͓ͯฉ͔͍͖͍ͤͨͩͨɻ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ
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৫ݚमͷ ࣄྫ͕͋Εڭ͑ ͍͖͍ͯͨͩͨ "ʢ୲͍ͯ͠Δܦݧ͔Βʣ࣏ࣗମʹΑͬͯඞཁ ͳݚमͷ༰ҟͳΔͷͰɺࣄલʹώΞϦϯάΛ͠ ͯඪɾରऀɾ࣮ࢪܗଶΛݻΊͯߦ͘ܗΛऔͬ ͍ͯΔɻ ࢀߟɿͷݚमɾߨԋͷ࣮ʢࢿྉͷ ϦϯΫ༗ʣ IUUQTQVCMJDUBCMFBVDPNBQQQSPGJMFTBZPLP TIJNPZBNBMJOLEBUBWJ[@ n֎෦ߨࢣʹґཔ͢Δ߹ɺ૯লҬใԽΞυ όΠβʔɺσδλϧிΦʔϓϯσʔλಓࢣɺ ࠃͷࢧԉ੍Λ׆༻͢Δํ๏͋Δɻ nঃʑʹிͰ৬һ͕ߨࢣΛ୲Ͱ͖Δঢ়ଶΛ࡞Ε Δͱྑ͍ɻ ʢຊࢿྉࣗ༝ʹ͍ͬͯͯ݁ߏͰ͢ʣ 2ॴ՝͔Βઌͯ͠Φʔϓϯσʔλ ԽΛਐΊͯΒ͑ΔΑ͏ʹͳΔͷ͕ཧ ͕ͩɺͦͷͨΊʹΦʔϓϯσʔλͱ Կ͔ɺͲΜͳޮՌ͕͋Δͷ͔ɺͲ͏͍ͬ ͨ࡞ۀ͕ඞཁʹͳΔ͔Λ৫ਁಁ͞ ͤΔඞཁ͕͋Δͱײ͍ͯ͡Δɻͦͷํ๏ ͱͯ͠৫ͰͷΦʔϓϯσʔλʹؔ͢ Δݚमઆ໌ձͷ࣮ࢪ͕͋Δͱࢥ͏ɻ ࣮ࡍʹ࣮ࢪ͍ͯ͠Δ࣏ࣗମͷࣄྫΛڭ͑ ͍͖ͯͨͩɺߨࢣΛ୭͕Ί͍ͯΔ͔ɺ Ͳ͏͍ͬͨ༰ͳͷ͔ɺର৬һͲͷ ఔͰͲͷ৬ͳͷ͔Λݕ౼͢Δ্Ͱ ͷࢀߟʹ͍͖͍ͤͯͨͩͨ͞ɻ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ
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ΦʔϓϯσʔλΛ৽ن ެ։͢Δࡍͱɺطଘσʔλ Λߋ৽͢Δࡍͷۀϑϩʔ Λڭ͍͖͍͑ͯͨͩͨ ʢ2͖ͭͮʣ ʲ৽نެ։࣌ʳ ɾࣄہ͕ΦʔϓϯσʔλʹͳΓͦ͏ͳσʔλΛௐࠪʹΑΓݟ͚ͭΔ ɾࣄہ͕σʔλॴ՝ʹΦʔϓϯσʔλԽΛґཔ ɾࣄہ͕ݩʹͳΔσʔλΛॴ՝͔Βड͚औΓɺΦʔϓϯσʔλʹదͨ͠ϑΥʔϚο τʢਪσʔληοτʹԊͬͨͷʣʹमਖ਼͢Δɻ ɾࣄہ͕ඞཁʹԠͯ͡ҢܦΛࠃཧӃ͔Βੜ͠ɺه͢Δɻ ɾࣄہ͕Φʔϓϯσʔλ༻ͷϑΥʔϚοτʹमਖ਼ޙɺॴ՝ʹ༰֬ೝΛґཔ͢Δɻ ɾࣄہ͕ॴ՝͔Βͷ֬ೝΛड͚ͨޙɺ̝̥ʹެ։͢Δɻ ʲطଘΦʔϓϯσʔλͷߋ৽ʳ ɾॴ՝͕Φʔϓϯσʔλͷมߋ͕͋ͬͨ߹ɺ֘ՕॴΛࣈͰه্ͨ͠ɺࣄہ ʹΒͤΔɻ ʢͳ͔ͳ͔ߋ৽͞Εͳ͍Φʔϓϯσʔλʹॴ՝ʹର͠ɺࣄہ͕࠵ଅΛ͢Δɻʣ ɾࣄہ͕֘ՕॴΛ֬ೝ͠ɺࠇࣈʹมޙɺ̝̥ʹެ։͢Δɻ 2ଞ࣏ࣗମͷۀϑϩʔΛ ڭ͍͖͑ͯͨͩɺࠓޙͷۀ վળͷࢀߟʹ͍͖ͤͯͨͩ͞ ͍ͨͰ͢ɻҎԼɺݱࡏͷۀ ϑϩʔͰ͢ɻ 4BZPLP4IJNPZBNB -JOL%BUB ৫ͷಈػ͚ͮɺऔΓΈํ "ଞ࣏ࣗମͷۀϑϩʔ ฉ͍͍ͯͨํ͕ૣ͍ͱࢥ͍· ͕͢ɺॴ՝ʹͬͱओମతʹ ؔΘ͚ͬͯΔͱྑͦ͞͏Ͱ͢ɻ ެ։ͯ͠Β͏ܗΛऔΔ͜ ͱՄೳͰ͠ΐ͏͔ʁ
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ਪσʔλ ηοτʹ͍ͭͯ "ݸਓతʹඞཁͩͱײ͓ͯ͡ΓɺΦʔϓϯ σʔλಓࢣͷཱ͔ΒఏҊ͍ͯ͠Δͱ͜Ζɻ nಛʹԠ༻ฤ͜Ε·Ͱʹ࣏ࣗମγϏοΫ ςοΫஂମ͔ΒͷఏҊ͕͋Γ࠾༻͞Εͨ ϑΥʔϚοτ͕͋Δɻ n৽৫ʹͳΓ৽͍͠ӡ༻ํ͕·ͩݻ·ͬͯ ͍ͳ͍࣌ظͰ͋Δ͕ɺରతʹݕ౼͕Ͱ͖ ΔܗΛࢦ͍ͨ͠ɻ 2Ҭతʹར༻͞ΕΔΦʔ ϓϯσʔλʹ͍ͭͯɺσʔ λϨΠΞτΛ౷Ұ͍ͯ͘͠ Έ͕ඞཁͰ͋Δ͕ɺਪ σʔληοτͰ͍ͮΒ͍ ෦ΛϑΟʔυόοΫͨ͠Γɺ ٞͨ͠Γ͢ΔΈ͕ͳ͍ ͷͳ͔ͥ 4BZPLP4IJNPZBNB -JOL%BUB ਪσʔληοτʹؔ͢Δ͜ͱ
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۠ͷ۠ҬΛ͑ͨΦʔ ϓϯσʔλͷެ։ɾूੵɾ ར׆༻ͷͨΊʹඞཁͳ͜ͱ Կ͔ "ಓݝ͕Ի಄Λऔͬͯਪσʔληοτͷڞ௨ ϑΥʔϚοτͰ࿈ܞͯ͠ެ։͍ͯ͠Δέʔε͕͋Δ ྫɿਆಸݝ IUUQTXXXQSFGLBOBHBXBKQETUJOEFYIUNM ྫɿҪݝ IUUQTXXXQSFGGVLVJMHKQEPDUPVLFJ KPVIPVPQFOEBUBMJTU@DUIUNM nҬͰͷڠٞମͰݕ౼͕ਐΊΒΕΔͱྑ͍ɻ nσʔλར༻ऀɾٕज़ऀͷϨϏϡʔܦΒΕΔͱྑ͍ɻ 2۠ຽҬஂମຽؒاۀ ɺ۠ͷ۠ҬʹಛԽͨ͠Φʔ ϓϯσʔλͰͳ͘ɺ۠ҬΛ ͑ͨҬͷΦʔϓϯσʔλ ΛٻΊ͍ͯΔɻ౦ژΧλϩ άαΠτʹ͓͍ͯɺΧςΰ ϦɾޠኮɾϑΥʔϚοτɾ σʔλܗࣜʹ౷Ұੑ͕ͳ͘׆ ༻ͮ͠Β͍ঢ়گɻ͜ΕΒͷ χʔζʹԠ͑ΔͨΊʹɺͲ ͷΑ͏ͳΈɾऔΓΈ͕ ඞཁ͔ 4BZPLP4IJNPZBNB -JOL%BUB ਪσʔληοτʹؔ͢Δ͜ͱ
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ຽؒσʔλͷ ΦʔϓϯԽʹ͍ͭͯ "ຊฤʢ1ʣͰ͝հͨ͠όεใϑΥʔϚοτ ʢ(5'4ʣͷଞʹɺҎԼͷΑ͏ͳऔΓΈ͕ਐΜͰ͍Δɻ ྫɿެڞަ௨Φʔϓϯσʔληϯλʔ IUUQTXXXPEQUPSH ྫɿ(ۭؒใηϯλʔ IUUQTXXXPEQUPSH nΦʔϓϯσʔλ͚ͩͰͳ͘ɺಛఆͷ݅ԼͰར༻Մೳ ʹ͍ͯ͠Δέʔε͋Δɻ n3&4"4ͷҰ෦σʔλͷΑ͏ʹɺϓϥοτϑΥʔϜ্Ͱ ͷར༻ͷΈՄೳͱ͢Δέʔε͋Δɻ nެӹੑͱຽؒͷڝ૪ྖҬͱͷόϥϯεΛߟྀ͠ͳ͕Βɺ ར༻తʹ͔ͳ͏ܗͰͷఏڙΛਐΊͯߦ͘ɻ 2"&%ɺެڞަ௨ͷϦΞϧλ ΠϜӡߦσʔλɺେنࢪ ઃɾళฮͷࠞࡶσʔλɺ ҩྍػؔͷجૅσʔλͳͲɺ ެڞੑͷߴ͍σʔλຽͰ อ༗͢Δಉछͷσʔλʹ͍ͭ ͯɺެி͚ͩͰͳ͘ɺຽؒ σʔλΦʔϓϯԽ͖͢Ͱ ͋Δͱߟ͑Δ͕ɺऔ͕ਐΜ Ͱ͍ͳ͍Α͏ʹײ͍ͯ͡·͢ ͕ɺ͕ٞͳ͍ͷͰ͠ΐ͏͔ 4BZPLP4IJNPZBNB -JOL%BUB ຽؒσʔλͷࡏΓํɺاۀͱͷ࿈ܞ
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Φʔϓϯσʔλʹ ΑΔຽؒاۀͱͷ࿈ܞ ʹ͍ͭͯ "จԽ͕ҧ͏ॴʹ͍Δਓؒಉ࢜ͰͷΓͱΓͰ͋ΔΛ ҙࣝ͢Δɻ ྫɿϓϩδΣΫτͷεϐʔυײɻॴͰ୯ҐͰ اۀͰ࢛ظͩͬͨΓ͢Δɻ ྫɿਓ݅අʹର͢Δίετײ֮ͷҧ͍ɻ nຽؒاۀͷશ͕͓ͯۚΛతʹಈ͍͍ͯΔΘ͚Ͱͳ ͘ɺͦΕͧΕղܾ͍ͨ͠՝͕͋ΓɺͦΕΛਐΊΔͨΊ ͷखஈͱͯ͠ऩӹΛಘ͍ͯΔɻ nదʹڠۀ૬खΛબͿ͜ͱͰɺޓ͍ͷڧΈΛ׆͔ͯ͠ ׂ୲͕Ͱ͖Δɻ nͨͩɺΦʔϓϯσʔλͱ͍͏ख๏ʹɺີͳମ੍Λ࡞ Βͳͯ͘࿈ܞͰ͖Δͱ͍͏ϝϦοτ͋Δɻ 2۠ॴ͚ͩͰߦ՝Λ ݕ౼ɾରԠ͢Δʹɺࡒɺ ਓһݮɺଟ༷ͳߦχʔζ ͷதͰͳ͔ͳ͔ݫ͍͠ঢ়گͱ ͳ͖͍ͬͯͯ·͕͢ɺΦʔϓ ϯσʔλʹΑ࣮ͬͯݱͰ͖Δ ๛͔ͳࣾձͷ࣮ݱʹ͚ͯɺ ຽؒاۀͱͷ࿈ܞͷ͖͔͚ͬ ͮ͘ΓͰҙ͢Δࢀߟࣄ ྫ͕͋Γ·͔͢ 4BZPLP4IJNPZBNB -JOL%BUB ຽؒσʔλͷࡏΓํɺاۀͱͷ࿈ܞ
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ࢀߟਤॻɾࢿྉɾαΠτ 4BZPLP4IJNPZBNB -JOL%BUB
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σʔλΛར׆༻ͨ͠ࡦཱҊϓϩηεΛֶͼ͍ͨํ σʔλ׆༻ͰҬͷϛϥΠΛม͑Δʂ ՝ղܾͷ4UFQ 4BZPLP4IJNPZBNB -JOL%BUB nҎ্ͷ࣏ࣗମ͕डߨͨ͠ σʔλར׆༻ݚम lσʔλΞΧσϛʔz ͷΤοηϯεΛ ʹू n݄ൃച IUUQTTIPQHZPTFJKQQSPEVDUTEFUBJM
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ਓʹʮ͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ άϥϑΛͭ͘ΔલʹಡΉຊ IUUQTXXXBNB[PODPKQEQSFGDN@TX@S@UX@EQ@6@Y@+H;O%C1/1"9/ 4BZPLP4IJNPZBNB -JOL%BUB
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ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ ࣾձڭҭௐࠪϋϯυϒοΫ 4BZPLP4IJNPZBNB -JOL%BUB nʮࣾձڭҭௐࠪʯͱ͞Ε͍ͯΔ͕ɺ ࣮ࡍΞϯέʔτௐࠪશൠʹ͑Δߟ͑ํ UJQT͕ղઆ͞Ε͍ͯΔ nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ ΞϯέʔτΛઃܭ͢Δํඞݟʂ n1%'ͰμϯϩʔυՄೳ IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN
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