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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: ෼ࢠੜ෺ֶˠόΠΦΠϯϑΥϚςΟΫε 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 Ձ஋͸ຒ΋Εͨ··

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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 σʔλ͸ੴ༉ͷΑ͏ʹ ߴ͍Ձ஋ͷ͋Δ΋ͷ ɾେاۀʹΑΔಠ઎ͷݒ೦ ɾਫ਼੡ʹ͔͔Δίετ ͱ͍ͬͨ఺΋ ੴ༉ʹΑ͘ࣅ͍ͯΔ

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l0QFO#Z%FGBVMUz ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻ 4":0,04)*.0:"." -*/,%"5"

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“Φʔϓϯσʔλ” ͱ͸ɺ ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ 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 ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ Φʔϓϯσʔλͱఆٛ͢Δ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ Ӧར໨తɺඇӦར໨తΛ໰Θͣ ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ ػց൑ಡʹదͨ͠΋ͷ ແঈͰར༻Ͱ͖Δ΋ͷ 4":0,04)*.0:"." -*/,%"5"

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೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ ˠࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ 4":0,04)*.0:"." -*/,%"5" ʢࠃٴͼ஍ํެڞஂମ౳͕อ༗͢Δ׭ຽσʔλͷ ༰қͳར༻౳ʣ ୈेҰ৚ ࠃٴͼ஍ํެڞஂମ͸ɺࣗΒ͕อ༗ ͢Δ׭ຽσʔλʹ͍ͭͯɺݸਓٴͼ๏ਓͷݖརར ӹɺࠃͷ҆શ౳͕֐͞ΕΔ͜ͱͷͳ͍Α͏ʹͭ͠ ͭɺࠃຽ͕Πϯλʔωοτͦͷଞͷߴ౓৘ใ௨৴ ωοτϫʔΫΛ௨ͯ͡༰қʹར༻Ͱ͖ΔΑ͏ɺඞ ཁͳાஔΛߨͣΔ΋ͷͱ͢Δɻ ʢ৘ใγεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬ อ౳ʣ ୈेޒ৚ ࠃٴͼ஍ํެڞஂମ͸ɺ׭ຽσʔλ ׆༻ʹࢿ͢ΔͨΊɺ૬ޓʹ࿈ܞͯ͠ɺࣗΒͷ৘ใ γεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬อɺۀ ຿ͷݟ௚ͦ͠ͷଞͷඞཁͳાஔΛߨͣΔ΋ͷͱ͢ Δɻ ग़యɿhttps://www.kantei.go.jp/jp/singi/it2/hourei/detakatsuyo_honbun.html ʢ৚จΑΓൈਮʣ

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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ ߦ੓ͷߴ౓Խɾޮ཰Խ ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"

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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ ߦ੓ͷߴ౓Խɾޮ཰Խ ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"

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ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ 4":0,04)*.0:"." -*/,%"5" ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε

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ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸ ҡ࣋Ͱ͖ͳ͘ͳΔ 4":0,04)*.0:"." -*/,%"5" ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε

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׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ 4":0,04)*.0:"." -*/,%"5" ߦ੓ ॅຽ ެڞαʔϏε اۀɾݚڀػؔɾ γϏοΫςοΫ ߦ੓͕ಘҙͳ෦෼ɺ ߦ੓ʹ͔͠Ͱ͖ͳ͍ ෦෼ʹूத͢Δ ຽ͕ؒಘҙͳͱ͜Ζ͸ ຽؒʹ೚ͤΔ ੫ۚ

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ΦʔϓϯσʔλʹΑͬͯɺ ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ 4":0,04)*.0:"." -*/,%"5" ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε اۀɾݚڀػؔɾ γϏοΫςοΫ ߦ੓ͷ࣋ͭ৘ใΛ ʮσʔλʯͱ͍͏ ڞ༗ʹదͨ͠ܗͰ ຽؒʹ։์͢Δ OPEN DATA

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ࣄྫɿ೥೤ւࢢ౔࠭ࡂ֐ʹ͓͚Δʮ੝Γ౔ʯͷಛఆ ݚڀऀ΍ٕज़ऀʹΑΔ༗ࢤνʔϜ͕ΦʔϓϯσʔλΛ࢖ͬͯൃࡂޙ࣌ؒҎ಺ʹղੳ SAYOKO SHIMOYAMA, LINKDATA 18 ग़యɿग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ

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2017೥͔Β ਐΊ͍ͯͨ VIRTUAL SHIZUOKA ߏ૝ ೔ࠒͷඋ͕͑׆͖Δ SAYOKO SHIMOYAMA, LINKDATA 19 ग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQLFOUPVLBJ

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4":0,04)*.0:"." -*/,%"5" σʔλΛΦʔϓϯʹ͍ͯͨ͜͠ͱͰɺ ݝி૊৫͚ͩͰ͸ରԠ͕ݶΒΕ͍ͯ ͨͱ͜Ζɺ৭Μͳਓ͕৭ΜͳղੳΛ ͯ͠Լͬͨ͞ɻ ࣌୅͕มΘͬͨͳͱࢥ͍·͢ɻ ʢ೉೾෭஌ࣄ ೥݄೔ձݟʣ ग़యɿIUUQTXXXZPVUVCFDPNXBUDI W.:P92XV.YQL

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౦ژ౎৽ܕίϩφ ΢Πϧεײછ঱ ରࡦαΠτ IUUQTTUPQDPWJENFUS PUPLZPMHKQ ׭ຽڠಇͷࣄྫᶄ l ౦ژ౎Ͱ։ൃ͞Εͨରࡦ αΠτΛ͖͔͚ͬʹɺશࠃ ֤஍ͷγϏοΫςοΫஂ ମɾاۀɾݸਓʹΑ֤ͬͯ ஍Ҭ൛ͷରࡦαΠτཱ͕ͪ ্͕ͬͨ

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೥্݄०ɺ$07*%ରࡦαΠ τΛ։ൃ͠ΦʔϓϯιʔεԽ ౦ژ౎ $PEFGPS +BQBO ౦ژ౎ެࣜ $07*% ରࡦαΠτ ҕୗ σʔλఏڙ ։ൃ ֎෦ͷ ΤϯδχΞ ืू ։ൃڠྗ Φʔϓϯιʔε 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯιʔεͱ͸ n ϓϩάϥϜͷιʔείʔυΛɺஅΓ ͳ͠ʹࣗ༝ʹ࢖ͬͯྑ͍ͱ͍͏৚݅ Ͱ޿͘ެ։͢Δ͜ͱ n ެ։͢Δ͜ͱͰɺ୭΋͕த਎Λ֬ೝ ͢Δ͜ͱ͕Ͱ͖ɺίϐʔͯࣗ͠෼ͷ ໨తʹ࠶ར༻͢Δ͜ͱ͕Ͱ͖Δ

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࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ 4BZPLP4IJNPZBNB -JOL%BUB ౎ಓ෎ݝ ʹల։ ࢢ۠ொଜ ˍւ֎

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एखͷΤϯδχΞ΋େ׆༂ 4BZPLP4IJNPZBNB -JOL%BUB 24 ౻ݪ͞Μͷίϝϯτ ্ཱͪ͛౰ॳ͸Ԭࢁݝʹײછ ऀ͕͍ͳ͔ͬͨɻͲΜͲΜ֦େ͠ɺ ͍ͭࣗ෼͕ײછͯ͠΋͓͔͘͠ͳ͍ɻ Ԭࢁݝ͕ެ։͍ͯ͠Δ৘ใΛݟ΍͢ ͍ܗͰಧ͚Δ͜ͱ͕Ͱ͖Ε͹গ͠Ͱ ΋஫ҙשىʹͳΔͱࢥͬͨ ग़యɿԬࢁܦࡁ৽ฉ https://ubenippo.co.jp/2020/03/21/100888/

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ΦʔϓϯσʔλԽະରԠͷݝͰ͸ ຖ೔ͷσʔλߋ৽ʹ՝୊ ౦ژ౎ެࣜ $07*% ରࡦαΠτͷ ιʔείʔυ $PEFGPS ʓʓ ʓʓݝ൛ $07*% ରࡦαΠτ ʓʓݝ Φʔϓϯ σʔλ ˚˚ݝ൛ $07*% ରࡦαΠτ $PEFGPS ˚˚ ˚˚ݝ 8FCαΠτ͔Βͷ εΫϨΠϐϯά΍ɺ 1%'͔Βख࡞ۀͰίϐϖ ߋ৽ͷෛՙେ 4BZPLP4IJNPZBNB -JOL%BUB

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೥݄೔࣌఺ɺ ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒ 4BZPLP4IJNPZBNB -JOL%BUB

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Φʔϓϯσʔλͷ༗ແʹΑͬͯ ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡ ʢ೥݄೔࣌఺ʣ 4BZPLP4IJNPZBNB -JOL%BUB ߋ৽ఀࢭঢ়ଶͷ αΠτ΍ɺ ด࠯͞Εͨ αΠτ΋

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૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͷ࣮ݱͷͨΊ ʹɺࠃ΍࣏ࣗମͷอ༗͢Δσʔλͷެ։͸ٸ຿ Sayoko Shimoyama, LinkData 28 ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε ߦ੓ͷ࣋ͭ৘ใΛ ʮσʔλʯͱ͍͏ ڞ༗ʹదͨ͠ܗͰ ຽؒʹ։์͢Δ OPEN DATA اۀɾݚڀػؔɾ γϏοΫςοΫ

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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ ߦ੓ͷߴ౓Խɾޮ཰Խ ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 4":0,04)*.0:"." -*/,%"5"

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ΦʔϓϯσʔλΛ࢖ͬͨαʔϏε ͭͷ੒ޭύλʔϯ ෼ࢄ͍ͯͨ͠৘ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ΍͘͢ࢦඪԽ ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻ 4BZPLP4IJNPZBNB -JOL%BUB

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෼ࢄ͍ͯͨ͠ ৘ใΛ౷߹ͯ͠ ఏڙ ෼ࢄͯ͠ଘࡏ͍ͯͯ͠୳͠ʹ͔ͬͨ͘৘ใΛɺ ෳ਺ͷΦʔϓϯσʔλΛ౷߹͢Δ͜ͱͰɺ ඞཁͳਓʹಧ͚ΒΕΔΑ͏ʹ͢Δ SAYOKO SHIMOYAMA, LINKDATA 31

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;BJN Θͨ͠ͷڅ෇ۚ n೔ຊ࠷େͷΦϯϥΠϯՈܭ ฽ʮ;BJNʯͷΦϓγϣϯ αʔϏε nॅΜͰ͍Δ஍Ҭ΍Ո଒ߏ੒ɺ Ոܭ฽ͷه࿥͔Βʮ΋Β͑Δ Մೳੑ͕͋Δڅ෇ۚ΍ख౰ɾ ߇আʯΛׂΓग़͢ػೳΛఏڙ nࠃɾ࣏ࣗମͷެ։͍ͯ͠Δ څ෇ۚ৘ใΛऔΓࠐΜͰ͍Δ 4BZPLP4IJNPZBNB -JOL%BUB ෼ࢄˠ౷߹ ࣄྫᶃ

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෼ࢄˠ౷߹ ࣄྫᶃɿ;BJN Θͨ͠ͷڅ෇ۚ Φʔϓϯσʔλͷࣗಈऔಘͷ࢓૊ΈʹΑͬͯ ࠷৽৘ใͷ഑৴͕Մೳʹ ʢϓϨεϦϦʔεهࣄΑΓʣ ࠓޙ͸ΑΓଟ͘ͷ࣏ࣗମ ͷެࣜ৘ใͱ࿈ܞ͠ɺͻͱΓ ͻͱΓͷʮ஌Βͳ͔ͬͨʯ ʮΘ͔Βͳ͔ͬͨʯΛͳ͘͢ ϓϥοτϑΥʔϜͱͯ͠ վमɾվળͯ͠·͍Γ·͢ɻ IUUQT[BJNDPKQOFXTBSDIJWFT 4BZPLP4IJNPZBNB -JOL%BUB

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࣭໰ʹ౴͑Δ͚ͩͰࣗ ෼ʹ੍͋ͬͨ౓͕Θ͔ Δʮ$JWJDIBUʯ n/ߴىۀ෦ͷߴ໦ढ़ี͞Μ ͱଜాܓޜ͞Μ͕։ൃ n࣭໰ʹ౴͍͚͑ͯͩ͘Ͱສ छྨΛӽ͑Δத͔ΒϢʔβʔ ʹͽͬͨΓͳ੍౓ΛఏҊ n୳͠ํ͕Θ͔Βͳ͍ɺࣗ෼ ͕ର৅ऀͳνϟοτͰͷ͔Θ ͔Βͳ͍ɺਃ੥ํ๏͕೉͍͠ ͳͲͷ೰ΈΛղܾ 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 ʙҩༀհޢ෼໺ͷ Ϗδωεࢧԉʙ nࠃ΍࣏ࣗମ͕ެ։͍ͯ͠Δҩྍ ػؔɾༀہɾհޢࢪઃͷσʔλ Λ౷߹ɾߏ଄Խͯ͠σʔλϕʔ εͱͯ͠ఏڙ͢ΔαʔϏε n৽ن։ۀࢪઃ΍Ӧۀ೔ɾ਍ྍՊ ໨౳ͷৄࡉ৘ใΛೖखͰ͖Δͨ Ίɺ੡ༀձࣾ΍ҩྍػثϝʔ ΧʔͷӦۀࢧԉɺܦӦ෼ੳ౳Ͱ ׆༻͞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༻ ࣄۀऀࢹ఺Ͱͷ Φʔϓϯσʔλ ͷ՝୊ 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯσʔλʹͳ͍ͬͯͳ͍σʔλ΋ଟ͘ɺ ༣ૹϕʔεͰͷ։ࣔ੥ٻΛසൟʹߦΘͳ͚Ε͹ ͳΒͣɺඇޮ཰ Φʔϓϯσʔλʹͳ͍ͬͯͯ΋ɺ1%'౳ ػց൑ಡੑͷ௿͍σʔλ΍඼࣭ͷ௿͍σʔλ͕ ଟ͍ Φʔϓϯσʔλϙʔλϧ͕ࠃɾ౎ಓ෎ݝɾ ࢢ۠ொଜͰ࿈ܞ͓ͯ͠ΒͣɺҰՕॴͰ୳ͤͳ͍ ˞Ұ෦஍ҬͰ͸౎ಓ෎ݝࢢ۠ொଜؒͰ࿈ܞ͞Ε͍ͯΔ

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"*͸σʔλ੔උ͸ͯ͘͠Εͳ͍ nσʔλ͕ద੾ʹ؅ཧ͞Ε͍ͯͳ͍ͱσδλϧͷڧΈ͕ෆ׆Խ nߏ଄Խ͞Ε͍ͯͳ͍σʔλ͸ͦ΋ͦ΋ίϯϐϡʔλͰಡΊͳ͍ nֶशʹ࢖͏σʔλʹޡΓ΍ภΓؚ͕·Ε͍ͯͨΒ݁Ռ΋౰વؒҧ͍ʹͳΔ 4BZPLP4IJNPZBNB -JOL%BUB ඇߏ଄Խ σʔλ ޡΓͷ ؚ·ΕΔ σʔλ ޡͬͨ݁Ռ "*ʹΑΔॲཧ (BSCBHF*O (BSCBHF0VU

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ػց൑ಡʹదͨ͠σʔλͱ͸ʁ nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ ࠶ར༻ʢՃ޻ɺฤू౳ʣͰ͖Δ σʔλ nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ ࠶ར༻͢ΔͨΊʹ͸ɺίϯϐϡʔ λ͕౰֘σʔλͷ࿦ཧతͳߏ଄Λ ࣝผʢ൑ಡʣͰ͖ɺߏ଄தͷ஋ ʢදͷதʹೖ͍ͬͯΔ਺஋ɺςΩ ετ౳ʣ͕ॲཧͰ͖ΔΑ͏ʹͳͬ ͍ͯΔඞཁ͕͋Δ ग़యɿฏ੒೥݄೔ ೋ࣍ར༻ͷଅਐͷͨΊͷ෎লͷ σʔλެ։ʹؔ͢Δجຊతߟ͑ํʢΨΠυϥΠϯʣ 4":0,04)*.0:"." -*/,%"5" ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ ը૾σʔλ &YDFM΍DTWͳͲදܗࣜͷσʔλ ྫ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$PNNB4FQBSBUFE7BMVFTzͷུ nΧϯϚ l z۠੾ΓͷςΩετϑΝΠϧ nྨࣅͷܗࣜʹλϒ۠੾ΓͷςΩετϑΝΠϧ ʢUTWʣ͕͋Δ nl$IBSBDUFS4FQBSBUFE7BMVFTzͱͯ͠ɺ ༷ʑͳ۠੾ΓจࣈͷςΩετϑΝΠϧΛ૯শ͠ ͯDTWͱݺ͹ΕΔ͜ͱ΋͋Δ nϓϥοτϑΥʔϜඇґଘʢಛఆͷΞϓϦέʔ γϣϯΛඞཁͱ͠ͳ͍ʣ 4":0,04)*.0:"." -*/,%"5"

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೥݄೔ ౷ܭදʹ͓͚Δ ػց൑ಡՄೳͳ σʔλͷදهํ๏ ʢϧʔϧ੔උʣ SAYOKO SHIMOYAMA, LINKDATA 41 ֤෎লʹ͓͍ͯ΋σʔλ ͷػց൑ಡੑ޲্ͷରԠ ͕ਐΊΒΕ͍ͯΔ

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ࢀߟɿ දܗࣜσʔλ ͷػց൑ಡੑ ΛߴΊΔͨΊ ͷνΣοΫ ߲໨ ʢશ߲໨ʣ ˘ ϑΝΠϧܗࣜ͸&YDFM͔$47ͱͳ͍ͬͯΔ͔ ˘ ηϧσʔλͱͳ͍ͬͯΔ͔ ˘ ਺஋σʔλ͸਺஋ଐੑͱ͠ɺจࣈྻΛؚ·ͳ͍͜ͱ ˘ ηϧͷ݁߹Λ͍ͯ͠ͳ͍͔ ˘ εϖʔε΍վߦ౳ͰମࡋΛ੔͍͑ͯͳ͍͔ ˘ ߲໨໊౳Λলུ͍ͯ͠ͳ͍͔ ˘ ਺ࣜΛ࢖༻͍ͯ͠Δ৔߹͸ɺ਺஋σʔλʹमਖ਼͍ͯ͠Δ͔ ˘ ΦϒδΣΫτΛ࢖༻͍ͯ͠ͳ͍͔ ˘ σʔλͷ୯ҐΛهࡌ͍ͯ͠Δ͔ ˘ ػछґଘจࣈΛ࢖༻͍ͯ͠ͳ͍͔ɻ ˘ F4UBUͷ࣌ؒ࣠ίʔυͷදهɺ੢ྐྵදهຢ͸࿨ྐྵʹ੢ྐྵͷซه͕͞Ε͍ͯΔ͔ ˘ ஍Ҭίʔυຢ͸஍Ҭ໊শ͕දه͞Ε͍ͯΔ͔ ˘ ਺஋σʔλͷಉҰྻ಺ʹಛघه߸ ൿಗ౳ ؚ͕·ΕΔ৔߹ʹରॲ͞Ε͍ͯΔ͔ ˘ σʔλ͕෼அ͞Ε͍ͯͳ͍͔ ˘ γʔτʹෳ਺ͷද͕ܝࡌ͞Ε͍ͯͳ͍͔ 4BZPLP4IJNPZBNB -JOL%BUB ग़యɿ ౷ܭදʹ͓͚Δػց൑ಡՄೳͳ σʔλ࡞੒ʹؔ͢Δදهํ๏ ʢ೥݄೔ɺ૯຿লʣ 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 Δͱɺฒ΂ସ͕͑Ͱ ͖ͳ͍ʢΤϥʔͱͳ ΔʣɺάϥϑԽ͕Ͱ ͖ͳ͍ɺൣғબ୒͠ ʹ͍͘ɺίϐʔϖʔ ετͰ͖ͳ͍౳ͷ໰ ୊͕ൃੜ͢Δ nߦ΍ྻ͚ͩऔΓ ग़ͯ͠΋ɺͪΌΜͱ ҙຯ͕௨͡Δܗʹ͢ Δ͜ͱ͕ϙΠϯτ

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දهϧʔϧͷྫᶅ ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍ 4BZPLP4IJNPZBNB -JOL%BUB

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ػց൑ಡੑ ͷߴ͍ σʔλ࡞੒ ͷݪଇ 4BZPLP4IJNPZBNB -JOL%BUB ݟͨ໨Λ੔͑ΔͨΊͷ ༨ܭͳ࡞ۀ͸͠ͳͯ͘0,ʂ ػցʹͱͬͯͷಡΈ΍͢͞ Λ༏ઌ ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ σʔλΛ࡞ͬͨޙͰରԠ

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σʔλ࡞੒࣌ʹ໎ͬͨ࣌ʹ͸ طଘͷඪ४ϑΥʔϚοτΛࢀর͢Δ nྫʣߦ੓σʔλ࿈ܞඪ४ IUUQTDJPHPKQHVJEFTSFOLFJNPEFM ֓೦୯ҐͰ෼͚ΒΕΔ΋ͷ͸෼͚͓ͯ͘ nޙ͔Β͚ͬͭ͘Δͷ͸؆୯ nޙ͔Β෼ׂ͢Δͷ͸೉͍͠৔߹͕͋Δ ྫɿ੏໊ͷ෼ׂʢਓ͕ؒݟͯ΋ਖ਼͘͠൑அͰ͖ͳ͍৔߹͕͋Δʣ ඿໦໖ࢠ ࣌೚ࡾ࿠ 4BZPLP4IJNPZBNB -JOL%BUB

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σʔλ࡞੒࣌ʹ໎ͬͨ࣌ͷࢀߟʹɿ ਪ঑σʔληοτ n੓෎͔Β༏ઌతʹެ։ ͢ΔΑ͏ʹਪ঑͞Ε͍ͯ Δσʔλ nσʔλͷ࡞੒ʹ͋ͨΓ ४ڌ͢΂͖ϧʔϧ΍ ϑΥʔϚοτʢςϯϓ Ϩʔτʣ౳͕ࢦఆ͞Εͯ ͍Δ n63-ɿ IUUQTDJPHPKQQPMJDZ PQFOEBUBEBUBTFU 4BZPLP4IJNPZBNB -JOL%BUB ਪ঑σʔληοτ جຊฤ Ԡ༻ฤ ̖̙̚ઃஔՕॴҰཡ հޢαʔϏεࣄۀॴҰཡ ҩྍػؔҰཡ จԽࡒҰཡ ؍ޫࢪઃҰཡ ΠϕϯτҰཡ ެऺແઢ̡̖̣ΞΫηεϙΠϯτҰཡ ެऺτΠϨҰཡ ফ๷ਫརࢪઃҰཡ ࢦఆۓٸආ೉৔ॴҰཡ ஍Ҭɾ೥ྸผਓޱ ެڞࢪઃҰཡ ࢠҭͯࢪઃҰཡ ΦʔϓϯσʔλҰཡ ݱࡏσʔληοτ Φʔϓϯσʔλʹ औΓ૊Έ࢝ΊΔ ஍ํެڞஂମ޲͚ 4BZPLP4IJNPZBNB -JOL%BUB

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Θ͔Γ΍͘͢ ࢦඪԽ ෳࡶͳ਺஋Λྻڍ͢ΔͷͰ͸ͳ͘ɺ Θ͔Γ΍͘͢ࢦඪԽ͢Δ͜ͱͰɺ ௚ײతͳཧղΛॿ͚Δ SAYOKO SHIMOYAMA, LINKDATA 49

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ࣄྫɿ0QPXFSʢถࠃʣ n֤Ոఉʹ޲͚ͯύʔιφ ϥΠζͨ͠ܗͰిྗ࢖༻ ܏޲ͷ௨஌Λߦ͏αʔϏ ε nؾ৅৘ใ΍ػثͷిྗফ අྔͷΦʔϓϯσʔλ αʔυύʔςΟʔ͔Βఏ ڙΛड͚ͨσʔλΛಠࣗ ΞϧΰϦζϜͰղੳ nถࠃͰ0QPXFSͷαʔϏ εΛಋೖͨ͠ిྗձࣾ͸ɺ ฏۉͯ͠ސ٬ͷిྗ࢖༻ ྔΛʙˋఔ౓࡟ݮ ͢Δ͜ͱʹ੒ޭ 4BZPLP4IJNPZBNB -JOL%BUB https://www.oracle.com/jp/corporate/features/pr/moe-nudge-project-oracle-utilities/

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ࣄྫɿՖค͘Μʢ೔ຊʣ ՖคඈࢄྔͷΦʔϓϯσʔλͱ5XJUUFS౤ߘ৘ใΛ૊Έ߹Θͤͯ෼ੳ͠ɺ 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 ࢦඪͷͭʹ͢Δͷ͸0, Ξϯέʔτ݁ՌͷΈͰଌΔͱ ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ 4BZPLP4IJNPZBNB -JOL%BUB ॅΈ΍͢͞ ·ͪ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 ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ ྫɿॅΈΑ͞ϥϯΩϯάʢ౦༸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΂ ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒɺ࠷ਂੵઇʲ৽ʳʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ % ෋༟౓ ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ ਓޱ౰ͨΓ๏ਓࢢຽ੫ʢ೥౓ʣ ɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯʲ৽ʳ ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ https://toyokeizai.net/articles/-/356816?page=2

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٬؍తͳࢦඪʹ ͳ͍ͬͯͳ͍͜ ͱͰ໰୊ʹͳͬ ͨέʔε IUUQTXXXBTBIJDPNBSUJDMFT "41#(1#(65/#:IUNM 4BZPLP4IJNPZBNB -JOL%BUB

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౎ಓ෎ݝັྗ౓ ϥϯΩϯάͷ σʔλ͸ݕূෆՄೳ ʮັྗ౓ʯͱ͸ɺ஍Ҭͷ ϒϥϯυྗɺ͢ͳΘͪ஍Ҭͷັ ྗΛ਺஋Խ͢Δࢦඪɻ ʮҎԼͷ࣏ࣗମʹ͍ͭͯɺͲͷ ఔ౓ັྗΛײ͡·͔͢ʁʯͱ͍ ͏໰͍ʹରͯ͠ɺʮͱͯ΋ັྗ తʯΛ఺ɺʮ΍΍ັྗతʯ Λ఺ɺʮͲͪΒͰ΋ͳ͍ʯɺ ʮ͋·ΓັྗΛײ͡ͳ͍ʯɺ ʮશ͘ັྗతͰͳ͍ʯΛ఺ͱ͠ ͯɺͦΕΒͷճ౴Λ࣏ࣗମ͝ͱ ʹूܭʢ఺਺ʣͱͯ͠ࢉग़ͨ͠ɻ ग़యɿIUUQTOFXTUJJLJKQBSUJDMFT 4BZPLP4IJNPZBNB -JOL%BUB

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Φʔϓϯσʔλ͕͋Δ͜ͱͰ ݕূՄೳੑ͕ߴ·Δ 4BZPLP4IJNPZBNB -JOL%BUB Φʔϓϯσʔλ͸ ࣗ༝ʹೋ࣍ར༻Ͱ͖ΔͷͰ վ᜵͞ΕΔڪΕ͕ ͋ΔͷͰ͸ʁ ü΋͠ೋ࣍ར༻ͨ͠ਓ͕਺஋ ౳Λվ᜵͍ͯͯ͠΋ɺ Ұ࣌৘ใͱͯ͠ݩͷσʔλ ͕ެ։͞Ε͍ͯΔ͜ͱͰɺ ଞͷਓ΋ݕূͯ͠վ᜵΍ ؒҧ͍ΛಛఆՄೳʹͳΔ üݩσʔλ͕ެ։͞Ε͍ͯͳ ͍ͱݕূͰ͖ͳ͍

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ߴ౓ͳ෼ੳ΍ ༧ଌ ͋Δݱ৅Λ؍ଌ͢ΔͨΊʹඞཁͳෳ਺ͷσʔλ Λऩूɾ෼ੳ͠ɺҰఆͷ๏ଇੑΛಋ͖ग़͢͜ͱ ʹΑΓɺকདྷ༧ଌΛՄೳʹ͢Δ SAYOKO SHIMOYAMA, LINKDATA 58

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PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ nPredPol ͸ΧϦϑΥϧχΞେֶͷ ݚڀάϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌ γεςϜ nաڈͷ๲େͳ൜ࡑ৘ใͷσʔλ ϕʔεΛ΋ͱʹɺকདྷʮ͍ͭɺͲ ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺػցֶ शΛϕʔεʹ༧ଌ nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ෼ ੳ׭ͱPredPolͷ༧ଌΛൺֱͨ͠ͱ ͜Ζɺ ൜ࡑ෼ੳ׭ʹൺ΂̎ഒҎ্PredPol 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࢈ͷۭؒ৘ใΛ΋ͱʹ௞ྉͷਪఆ΍ෆಈ࢈Ձ஋Λࢉग़ n࿏ઢՁɺࠃ੎ௐࠪɺॅ୐ɾ౔஍౷ܭௐࠪ౳ͷΦʔϓϯσʔλΛར༻ nجຊػೳ͸ແྉɺෆಈ࢈ٴͼۚ༥ۀքͷϓϩϑΣογϣφϧ޲͚αʔϏε “GEEO Pro” ͸༗ঈ 60 2021-11-02 Sayoko Shimoyama, LinkData

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ίϯςϯπ ͱͯ͠׆༻ ը૾ͳͲͷΦʔϓϯσʔλ͸ͦͷ··ίϯςϯπͱ ͯ͠׆༻͢Δ͜ͱ΋Ͱ͖ΔͨΊɺ૊Έ߹Θͤͷ ΞΠσΟΞ࣍ୈͰϏδωεͷ෯Λ޿͛ΒΕΔ SAYOKO SHIMOYAMA, LINKDATA 61

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۝୩ম Φʔϓϯσʔλ Λ࢖ͬͨࢴࡼ ੴ઒ݝೳඒࢢͰ͸۝୩মͷ ը૾͕Φʔϓϯσʔλͱͯ͠ ެ։͞Ε͍ͯΔ اըɾൢചɿגࣜձࣾϤγλ σβΠϯϓϥϯχϯά ੡඼֓ཁɿ ௚ܘ18cm 6ຕೖΓ 550ԁ(੫ࠐ) Sayoko Shimoyama, LinkData 2021-11-02 62

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۝୩ম ΦʔϓϯσʔλΛ ࢖ͬͨॅ୐ ஫จॅ୐ͷ૷০ʹར༻ ʢ͓٬༷͕๬ΜͰར༻ʣ ݱࡏ4౩ ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί ϛϡχςΟͱγϏοΫςοΫϏδωε - CIVIC TECH FORUM 2018 ొஃࢿྉ - ʯ෱ౡ ݈Ұ࿠ࢯ 2021-11-02 Sayoko Shimoyama, LinkData 63

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FIND/47 n೔ຊ֤஍ͷඒ͍ࣸ͠ਅΛऩू ͠Φʔϓϯσʔλͱͯ͠ެ։͢ ΔϑΥτΞʔΧΠϒ nΠϯό΢ϯυधཁΛߴΊΔ໨ తͰߏங͞Εͨ nࣸਅͷ౤ߘ΋Մೳ ˞ຊࢿྉͷදࢴͰ΋࢖༻ͯ͠ ͍·͢ https://find47.jp/ 2021-11-02 Sayoko Shimoyama, LinkData 64

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OpenPhotoɿ ࣏ࣗମͷࣸਅ Φʔϓϯσʔλ Λࢧԉ nࣸਅͷΦʔϓϯσʔλԽΛ αϙʔτ͢ΔϑΥτΫϥ΢υ αʔϏε n࣏ࣗମ͸ແঈͰར༻Մೳ nhttps://openphoto.jp/ 2021-11-02 Sayoko Shimoyama, LinkData 65

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1-"5&"6ʢϓϥτʔʣ ࠃަল͕ओಋ͢Δɺ೔ຊશࠃͷ%౎ࢢϞσϧͷ੔උɾ׆༻ɾΦʔϓϯ σʔλԽϓϩδΣΫτ IUUQTXXXNMJUHPKQQMBUFBV 4BZPLP4IJNPZBNB -JOL%BUB

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Φʔϓϯσʔλ׆༻Ϗδωε 4ͭͷ੒ޭύλʔϯ ෼ࢄ͍ͯͨ͠৘ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ΍͘͢ࢦඪԽ ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻ 2021-11-02 Sayoko Shimoyama, LinkData 67

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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ ߦ੓ͷߴ౓Խɾޮ཰Խ ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 4BZPLP4IJNPZBNB -JOL%BUB ΦʔϓϯσʔλԽ ͢Δ࡞ۀͷ෼ɺ ࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ

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ͦ΋ͦ΋ Φʔϓϯσʔλ ͷͨΊʹσʔλ ੔උ͕ඞཁʹ ͳ͍ͬͯΔঢ়گ ͕͓͔͍͠ n%9ΛਐΊΔͨΊʹ͸ɺி಺Ͱѻ͏৘ใ͕ σʔλʢίϯϐϡʔλॲཧʹ࠷దԽͨ͠ ܗʣʹͳ͍ͬͯΔඞཁ͕͋Δ n.ΛਐΊΔͨΊʹ΋ɺி಺ͷσʔλ͕ ෼ੳՄೳͳঢ়ଶʹͳ͍ͬͯΔඞཁ͕͋Δ nΦʔϓϯσʔλԽΛਐΊͳ͔ͬͨͱͯ͠΋ɺ ݁ہσʔλ੔උ͸ਐΊΔ͜ͱʹͳΔ nΦʔϓϯσʔλΛி಺σʔλ੔උͷ ͖͔͚ͬͷҰͭʹ͢Δͷ͕ಘࡦ 4BZPLP4IJNPZBNB -JOL%BUB

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ࣄྫɿ޿ใۀ຿ͷ%9 ʢਆށࢢʣ nैདྷ͸ாථͰ޿ใࢴͷೖߘΛ؅ཧ͍ͯͨ͠ nۀ຿ϑϩʔΛݟ௚͠ɺΠϕϯτ৘ใΛ8FCϑΥʔϜʹೖྗ͢Δ ͚ͩͰɺ"1*ʹม׵͞Εɺೖߘ·ͰͷϫʔΫϑϩʔʹࣗಈ࿈ܞ ͢Δܗʹมߋ nΠϕϯτ৘ใൃ৴αΠτʮ,0#&5PEBZʯΛ৽ઃ͠ɺ޿ใࢴʹ ܝࡌ͖͠Εͳ͔ͬͨΠϕϯτ৘ใ΋ݕࡧՄೳʹ nΠϕϯτ৘ใͷ"1*͸Φʔϓϯσʔλͱͯ͠ެ։ 4BZPLP4IJNPZBNB -JOL%BUB *API (Application Programming Interface)ɿ ਓΛհͣ͞γεςϜಉ࢜Ͱ௚઀σʔλΛ΍ΓऔΓ͢Δͷʹ࠷దԽ͞Εͨ σʔλܗࣜ ग़యɿhttps://datashelf.jp/results/kobe

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ࣄྫɿ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ n৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛ Φʔϓϯσʔλͱͯ͠ެ։ n৘ใެ։੥ٻͷ݅਺͕ݮΓɺ ۀ຿ෛ୲ͷܰݮʹ੒ޭ 4BZPLP4IJNPZBNB -JOL%BUB ೥ؒ ݅ݮ ˣ ໿ ࣌ؒ ۀ຿࣌ؒ࡟ݮ H25 H26 H27 H28 H29 H30 ग़యɿ৽ঙ େีࢯʢ੩Ԭࢢ૯຿ہ*$5ਪਐ՝ʣʮ஌తࢿ࢈ܦӦ8&&,@0QFOEBUB"1*ʯ IUUQTXXXTMJEFTIBSFOFU%"*46,&4)*/+0XFFLPQFOEBUBBQJ

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ࣄྫɿࢢຽ͔Βͷۤ৘ͷܰݮʢࡸߐࢢʣ 4BZPLP4IJNPZBNB -JOL%BUB ࡸߐࢢͷόε͸߱ઇʹ ΑΔ஗Ε౳͕͋Γࢢຽ ͔Βͷۤ৘΋ଟ͔ͬͨ ٸͳόεͷ஗ΕͳͲʹ ΋ରԠ͠΍͘͢ͳͬͨ ͨΊɺࢢຽ͔Βͷۤ৘ ΍ࢢͷෛ୲͕ݮগͨ͠ όεͷҐஔ৘ใΛ ΦʔϓϯσʔλԽɺ ϦΞϧλΠϜ഑৴ ࢢຽ͕஍ਤ ΞϓϦΛ ࡞੒ ૸ߦதͷόεͷ ݱࡏ஍͕දࣔ͞ΕΔ $$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB

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ඪ४తͳόε৘ใ ϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯ σʔλ ࠃ౔ަ௨ল͕੔උͨ͠ ʮඪ४తͳόε৘ใϑΥʔ Ϛοτʢ(5'4+1ʣʯͰ όεࣄۀऀ͕Φʔϓϯσʔλ Λެ։͢Δ͜ͱͰɺ෯޿͍ ׆༻͕Մೳʹ 4":0,04)*.0:"." -*/,%"5" ग़యɿʮ (5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

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386ࣄۀऀ ͕όε৘ใΛ Φʔϓϯσʔλ ͱͯ͠ඪ४ܗࣜ Ͱެ։த SAYOKO SHIMOYAMA, LINKDATA 74 ग़యɿ (5'4+1ඪ४తͳόε৘ใ ϑΥʔϚοτ ೥݄ݱࡏ IUUQTXXXHUGTKQ

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Φʔϓϯσʔλͷҙٛ ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ ߦ੓ͷߴ౓Խɾޮ཰Խ ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 4BZPLP4IJNPZBNB -JOL%BUB

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ಁ໌ੑɾ৴པͷ޲্͸ ׭ຽڠಇΛਐΊΔͨΊʹඞཁ n׭ຽڠಇΛਐΊΔͨΊʹ͸ɺߦ੓ͱຽ͕ؒ ର౳ͳཱ৔Ͱ࿩ͤΔ͜ͱ͕ॏཁ nߦ੓ͱຽؒͷʮ৘ใͷඇରশੑʯΛ ղফ͢Δඞཁ͕͋Δ n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡΋ͷΛ ݟͳ͕Β࿩͕Ͱ͖Δঢ়گΛ໨ࢦ͍ͨ͠ 4BZPLP4IJNPZBNB -JOL%BUB

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ࣄྫɿࠇ෦ࢢࣾڠʹ͓͚Δ σʔλΛ༻͍ͨࢢຽࢀՃܕͷ෱ࢱͷࢦඪ࡞Γ ग़యɿࠇ෦ࢢࣾձ෱ࢱڠٞձ 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] ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸ ͪ͜Β΁͓د͍ͤͩ͘͞ɻ 4":0,04)*.0:"." -*/,%"5"

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ࣄલʹ௖͍͍ͯͨ ࣭͝໰΁ͷ͝ճ౴ 4BZPLP4IJNPZBNB -JOL%BUB

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̍Φʔϓϯσʔλͷ׆ ༻ࣄྫΛ೺Ѳ͢Δํ๏ Λڭ͍͖͍͑ͯͨͩͨ 2ࣗ૊৫͕ެ։ͨ͠Φʔϓϯσʔλ͕ ࣮ࡍʹ࢖ΘΕ͍ͯΔͷ͔ɺͲͷΑ͏ͳޮ Ռ͕͋ͬͨͷ͔೺Ѳ͍ͯ͠Δ࣏ࣗମ౳͕ ͋Γ·ͨ͠ΒɺͲ͏͍ͬͨํ๏Ͱ೺Ѳ͠ ͍ͯΔͷ͔ڭ͍͖͍͑ͯͨͩͨɻ "ʮ׆༻ࣄྫΛ͝ใࠂ௖͚ͨΒެࣜα Πτʹܝࡌ͠·͢ʯͱσʔλΧλϩάα ΠτͰ౤ߘϑΥʔϜ౳Λઃஔ͍ͯ͠Δ έʔε͕ଟ͍Ͱ͢ɻ ར༻ऀଆʹͱͬͯ΋એ఻ʹͳΔͷͰใࠂ ͢ΔΠϯηϯςΟϒ͕͋Γ·͢ɻ ӈਤɿ౦ژ౎σʔλΧλϩάαΠτͷྫ IUUQTQPSUBMEBUBNFUSPUPLZPMHKQ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫ౳ʹؔͯ͠

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Φʔϓϯσʔλͷ׆༻ࣄ ྫ૑ग़ʹ͋ͨΓɺऔΓֻ͔ Γ΍͍͢ɺऔΓ૊Έ΍͍͢ ෼໺΍ࣄྫ͸͋Γ·͔͢ "఺΄Ͳ͝ఏҊ͕͋Γ·͢ɻ ᶃ࣮ࡍʹΦʔϓϯσʔλΛ࢖ͬͨαʔϏεΛ։ൃ͍ͯ͠ Δاۀ΍γϏοΫςοΫஂମΛૂͬͯʮσʔλΛެ։͠ ͨͷͰ࢖͍·ͤΜ͔ʁʯͱӦۀΛ͔͚Δɻ αϯϑϥϯγείࢢ΍ਆಸ઒ݝ΋ͦͷํ๏Ͱࣄྫ૑ग़ʹ ੒ޭ͍ͯ͠·͢ɻ ᶄར༻ऀʹͱͬͯར׆༻Πϝʔδ͕༙͖΍͘͢ͳΔΑ͏ ʹɺσʔλͱҰॹʹάϥϑ΍஍ਤ౳ͰՄࢹԽͨ͠΋ͷ΋ ެ։͢Δɻ #*πʔϧ౳Λ࢖͏͜ͱͰி಺Ͱͷσʔλ׆༻ਓࡐҭ੒ʹ ΋ͭͳ͕Γ·͢ɻ 2σʔλΛॴ؅͢Δ֤෦ॺͰͷ ཧղΛಘΔͨΊʹ΋ɺσʔλΛ ެද͢Δ͜ͱʹΑͬͯɺͲͷΑ ͏ͳ੒Ռʹܨ͕Δ͔ɺͱ͍͏࣮ ੷͕ඞཁͩͱࢥ͏ʢଞ࣏ࣗମࣄ ྫͰ͸ͳࣗ͘Βͷ࣏ࣗମʹ͓͚ Δ࣮੷ɻʣɻͦͷͨΊͷࣄྫ૑ ग़ͱͯ͠औΓ૊Έ΍͍͢෼໺΍ ࣄྫ͕͋Ε͹ޚڭ͍͖ࣔͨͩͨ ͍ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫ౳ʹؔͯ͠

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#*πʔϧΛ༻͍ͨ σʔλՄࢹԽͷྫ ژ౎෎Φʔϓϯσʔλϙʔλϧα Πτ ϏδϡΞϥΠζΠϯσοΫε ൜ࡑൃੜঢ়گ IUUQTXXXEBUBTUPSFQSFGLZPU PMHKQJOUFHSBUJPOJOEFY 4BZPLP4IJNPZBNB -JOL%BUB

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.ʹ͍ͭͯ Φʔϓ ϯσʔλͷར׆༻ʹ͋ͨͬͯ ͸ɺ#*πʔϧΛར༻͢Δͷ͕ Ұൠతͳͷ͔ɻ·ͨɺ͓͢͢ Ίͷ#*πʔϧͳͲ͸͋Γ·͢ ͔ "πʔϧ͸&YDFMͰ΋0,ɺ·ͣσʔλ੔උ͕ඞཁ n.ʢ&WJEFODF#BTFE1PMJDZ.BLJOHʣɿ ࠜڌʹجͮ͘੓ࡦཱҊ nؔ୔ ༸Ұࢯʢ 3*&5*ʣʹΑΔఆٛɿ n·ͣ͸ܦݧ΍Χϯ΍׳ྫͰࣄۀΛਐΊΔͷͰ͸ͳ͘ɺ σʔλΛऔͬͯ֬ೝ͢Δͱ͜Ζ͔Β࢝ΊΔ nঃʑʹ૊৫಺Ͱମ੍ΛݻΊɺΑΓڧ͍ΤϏσϯε͕ಘ ΒΕΔ෼ੳɾ࣮ূํ๏Λݕ౼͢Δ 2ଞ࣏ࣗମ΍ຽؒʹ͓͚Δ׆༻ ࣄྫ΍՝୊ɺख๏ʹ͍ͭͯ͝ڭ ͍͖͍ࣔͨͩͨɻ·ͨɺσʔλ ར׆༻ʹ͋ͨΓɺෳ਺γεςϜ ͕؅ཧ͢Δ৘ใΛԣஅతɺޮ཰ తʹར༻͢ΔͨΊͷ࢓૊Έʢ౷ ߹σʔλϕʔεɺ෼ੳπʔϧ ౳ʣʹ͍ͭͯ΋ڭ͍͖͑ͯͨͩ ͍ͨɻΦʔϓϯσʔλͰ͸ͳ͘ɺ .ͷ؍఺͔΋͠Ε·ͤΜ͕ɺ .ͱͷܨ͕Γ΋ؚΊͯɺޚ ڭ͍͖͍ࣔͨͩͨɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλ׆༻ͷࣄྫ౳ʹؔͯ͠ ݸʑͷ੓ࡦʹ࣮࣭తͳޮՌ͕͋Δ͔Ͳ͏͔ΛՄೳͳݶΓݫີʹݕূͯ͠ɺ ࣮࣭తͳޮՌ͕͋Δͱ͍͏ূڌ͕͋Δ΋ͷΛ༏ઌతʹ࣮ࢪ͠Α͏ͱ͢Δଶ౓

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͓͢͢Ίͷ #*πʔϧ(*4 5BCMFBV • ௚ײతʹ࢖͑ͯɺෳ਺ͷσʔλιʔε΋؆୯ʹѻ͑Δ • ಈ͖ͷ͋ΔμογϡϘʔυ͕ίʔσΟϯάͳ͠Ͱ࡞ΕΔ • ༗ঈ൛ʢ5BCMFBV%FTLUPQʣͱӬٱແঈ൛ʢ5BCMFBV1VCMJDʣ͕ ͋Δ ˞1VCMJD͸ϩʔΧϧʹอଘ͕Ͱ͖ͣɺ8FCʹެ։͢Δඞཁ͕͋Δ ͻͳͨ(*4 • ٶ࡚ݝ͕։ൃͨ͠(*4 • 8FCϒϥ΢βͰΞΫηε͙ͯ͢͠ʹ࢖͑Δ • F4UBU΍3&4"4ͷσʔλ͕౥ࡌ͞Ε͍ͯͯɺબΜͰ͙͢ՄࢹԽͰ ͖Δ • ࣗ෼ͷσʔλ΋ΞοϓͰ͖Δ K4UBU.BQ • ૯຿ল౷ܭہ͕։ൃͨ͠ʮ஍ਤͰݟΔ౷ܭʯπʔϧ • ϩάΠϯͳ͠Ͱ΋ར༻ՄೳɻϩάΠϯ͢ΔͱΑΓଟ͘ͷػೳ͕࢖͑ Δ • F4UBUͷσʔλ͕౥ࡌ͞Ε͓ͯΓɺϝογϡ౷ܭ΋஍ਤ্Ͱ͙͢Մ ࢹԽͰ͖Δ #*#VTJOFTT*OUFMMJHFODF (*4஍Ҭۭؒ৘ใγεςϜ 4BZPLP4IJNPZBNB -JOL%BUB

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ެ։σʔλͷ ඼࣭ʢػց൑ಡੑʣ޲্ʹͭ ͍ͯ Φʔϓϯσʔλͱ͠ ͯ;͞Θ͍͠ܗࣜͷσʔλ࡞ ੒Λޮ཰తʹߦ͏खஈ "·ͣ͸ݩ͔Βػց൑ಡੑͷߴ͍σʔλ͕ੜ੒Ͱ͖ΔΑ͏ʹɺ ৽نʹ࡞੒͢Δσʔλͷೖྗϑϩʔ΍ϑΥʔϚοτΛݟ௚͢ɻ ʢࢀߟɿ1ਆށࢢ޿ใۀ຿ϑϩʔݟ௚͠ͷࣄྫʣ nطଘσʔλʹ͍ͭͯ͸ɺҰؾʹରԠΛਐΊΔͷ͸೉͍͠ͷͰɺ ·ͣຽؒχʔζ΍ଞ࣏ࣗମͱͷ࿈ܞ౳Ͱ༏ઌॱҐΛܾΊͯ ঃʑʹػց൑ಡੑͷվળΛਐΊΔɻ n֎෦ҕୗͰطଘσʔλΛػց൑ಡੑͷߴ͍ϑΥʔϚοτʹม ׵͢ΔࣄۀΛ࣮ࢪ͍࣏ͯͨࣗ͠ମ΋͋Δɻ nσʔλલॲཧπʔϧΛ࢖͏ͱޮ཰త ʢྫɿ0QFO3FGJOF 5BCMFBV1SFQ#VJMEFSʣ n&YDFMͰ΋ϚΫϩΛ࢖Θͳͯ͘΋ग़དྷΔ͜ͱ͸ଟ͍ ʢࢀߟɿय़೔Ҫࢢ*$5ར׆༻ਪਐݚम ࣮ફฤͷಈը IUUQTXXXZPVUVCFDPNQMBZMJTU MJTU1-SR;-93F7G@ +IVJLP(RU1L&TR-"7ʣ 2σʔλΛอ༗͢Δॴ؅՝͕ɺ Φʔϓϯσʔλͷެ։Λݕ౼͢Δ ʹ͋ͨΓɺػց൑ಡੑͷߴ͍ܗࣜ ΁Ճ޻͢Δ࡞ۀ͕ෛ୲ͱͳ͓ͬͯ Γɺެ։ʹࢸΒͳ͍έʔε͕͋Δɻ σʔλՃ޻ͷෛ୲Λܰݮ͢Δྑ͍ ํ๏ͳͲ͋Ε͹࢕͍͍ͨɻػց൑ ಡੑͷߴ͍දσʔλΛ࡞੒͢Δʹ ͸ɺͲ͏ͯ͠΋ද΍਺஋ͷमਖ਼࡞ ۀ͕ൃੜ͠ɺۀ຿ෛ୲͕ൃੜ͢Δ ͱߟ͑ΔɻΦʔϓϯσʔλͱͯ͠ ;͞Θ͍͠ܗࣜͷσʔλ࡞੒Λޮ ཰తʹߦ͏खஈΛ೺Ѳ͍ͨ͠ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜ౳ʹؔͯ͠

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σʔλΛҰݩ؅ཧ͢Δͨ Ίͷ޻෉Λڭ͍͖͑ͯͨͩ ͍ͨ "ݩσʔλΛػց൑ಡੑͷߴ͍ܗࣜͰ؅ཧ͠ɺਓ͕ಡΉ ͨΊͷϑΥʔϚοτ͸ޙ͔Βࣗಈੜ੒Ͱ͖ΔΑ͏ʹ͢Δɻ nϚΫϩ΍31"ΛऔΓೖΕͯࣗಈԽ͢Δɻ n ೖྗ͔࣌ΒపఈతʹσδλϧϑΝʔετΛਐΊΔɻ nࢀߟɿ1ਆށࢢ޿ใۀ຿ϑϩʔݟ௚͠ͷࣄྫ nࢀߟɿձ௡एদࢢɿॅຽجຊ୆ாʹجͮ͘ॅຽͷډॅ ৔ॴΛ(*4্ͰϙΠϯτʢ఺ʣͱͯ͠؅ཧ IUUQTXXXTUBUHPKQETUBSUDBTFIUNM 2ॴ؅՝͕ۀ຿Ͱ࢖༻͢Δσʔλ ʢʹΦʔϓϯσʔλͷݩʹͳΔ σʔλʣɺΦʔϓϯσʔλͱͯ͠ ެ։͢ΔσʔλʢΦʔϓϯσʔλ ༻ͷϑΥʔϚοτʹमਖ਼ͨ͠΋ ͷʣͱಉ͡಺༰͕ͩϑΥʔϚοτ ΍ϑΝΠϧܗࣜͷҧ͍͔Βॏෳ؅ ཧ͍ͯ͠Δࣄྫ͕͋Δɻॴ؅՝ͷ ෛ୲Λܰݮ͢Δ؍఺͔ΒɺͳΔ΂ ͘σʔλͷҰݩ؅ཧ͕Ͱ͖Ε͹ͱ ײ͍ͯ͡ΔɻҰݩ؅ཧʹ޲͚ͨऔ ૊ࣄྫ͕͋Ε͹ڭ͍͖͑ͯͨͩͨ ͍ɻ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜ౳ʹؔͯ͠

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Φʔϓϯσʔλʹ Ң౓ܦ౓Λ෇༩͢Δࡍ ͷํ๏Λڭ͍͑ͯͨͩ ͖͍ͨ "஍ਤ͔ΒҢ౓ܦ౓σʔλΛऔಘ͢Δ৔߹ɺͦͷσʔλ ͸ϕʔεͷ஍ਤͷఏڙαʔϏεͷར༻ن໿ʹैͬͯ࢖͏ ඞཁ͕͋Δɻ nྫ͑͹(PPHMF.BQͷҢ౓ܦ౓σʔλʢ஍ਤը૾΍ॅ ॴͱͷରԠͰऔಘͨ͠σʔλʣ͸(PPHMF͕ݖརΛ࣋ͭ ίϯςϯπͰ͋ΔͨΊɺΦʔϓϯσʔλԽ͢Δ͜ͱ͸ ෆՄɻ nҎԼͷΑ͏ͳΦʔϓϯϥΠηϯεͰఏڙ͞Ε͍ͯΔ஍ ਤαʔϏεͰऔಘͨ͠Ң౓ܦ౓͸ΦʔϓϯσʔλԽՄೳɻ • ஍ཧӃ஍ਤ • 0QFO4USFFU.BQ 2ΦʔϓϯσʔλͷҢ౓ܦ౓͸Ͳ ͷΑ͏ʹ෇༩͍ͯ͠ΔͷͰ͠ΐ͏ ͔ɻҎԼͷબ୒ࢶ͕͋Δͷ͔ͳͱ ࢥ͍·͕͢ɺଞͷ૊৫ͷঢ়گΛ஌ Γ͍ͨͰ͢ɻ ɾࠃ౔஍ཧӃ͔ΒҾ༻͍ͯ͠Δ ɾάʔάϧϚοϓ͔ΒҾ༻͍ͯ͠ Δ ɾ૊৫಺ͷ౷߹ܕ̨̜̞Ͱॅॴ৘ ใΛݩʹҢ౓ܦ౓Λ෇༩͍ͯ͠Δ ɾͦͷଞ 4BZPLP4IJNPZBNB -JOL%BUB σʔλܗࣜ౳ʹؔͯ͠

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ࢀߟɿॅॴ͔ΒҢ౓ܦ౓Λࢉग़͍ͨ࣌͠ʹ ࠃ౔஍ཧӃϚοϓγʔτ nॅॴ࿥౳ͷாථσʔλΛʮ஍ཧӃ஍ਤʯʹ؆୯ʹల։ͯ͠ʮ஍ਤ্ʹݟ͑ΔԽʯ͢Δ͜ͱ͕Ͱ͖Δ πʔϧ n.JDSPTPGUʢ3ʣ&YDFMͷϚΫϩػೳΛར༻ͨ͠ϑΝΠϧͱͯ͠ɺࠃ౔஍ཧӃ͔Βఏڙ͞Ε͍ͯΔ nIUUQTSFOLFJHTJHPKQSFOLFJNBQTI@HJKVUVJOEFYIUNM 4BZPLP4IJNPZBNB -JOL%BUB

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૊৫ͱͯ͠ͷ औ૊ํ๏౳ʹͭ ͍ͯ "ઌਐ࣏ࣗମͷࣄྫʹ͍ͭͯ͸ຊฤͰ͝঺հͨ͠௨Γɻ nΦʔϓϯσʔλԽ͸·ͣ͸ެ։Ͱ͖Δσʔλ͔ΒͰ0,ɻ ͨͩ͠ܧଓతʹվળΛਐΊΔඞཁ͕͋Δɻ nࢀߟɿ؀ڥলσʔλϚωδϝϯτϙϦγʔʮΦʔϓϯ σʔλԽͷϚνϡϦςΟϞσϧʯ IUUQTXXXFOWHPKQQSFTTIUNM 2ɾઌਐతͳ࣏ࣗମ͸Ͳͷ Α͏ʹऔ૊Λߦ͍ͬͯΔͷ͔ ೺Ѳ͍ͨ͠ɻ ɾΦʔϓϯσʔλਪਐ͢Δͨ Ίʹɺެ։Ͱ͖Δσʔλ͔Β औ૊Ή΂͖͔ɻར׆༻͠΍͢ ͍σʔλͷ࡞੒͕׬ྃ͢Δ͝ ͱʹެ։͍ͯ͘͠΂͖͔ɻ౳ ࣏ࣗମ͕౿Ή΂͖εςοϓΛ ೺Ѳ͍ͨ͠ɻ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳

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Φʔϓϯσʔλެ ։ͷਪਐʹ޲͚ͨ૊৫ ಺৬һ΁ͷಇ͖͔͚΍ ࢓૊Έͮ͘Γͱ͸ʁ "ΦʔϓϯσʔλԽ͢Δ͠ͳ͍ʹ͔͔ΘΒͣ σʔλ੔උ͸͜Ε͔Βͷ࣏ࣗମʹඞਢͷۀ຿ͱ ͍͏ڞ௨ҙࣝΛ࣋ͬͯ΋Β͏ඞཁ͕͋Δ n஌ࣝ΍εΩϧʹෆ҆ͷ͋Δ৬һͷαϙʔτମ ੍Λ࡞Δʢઐ໳෦ॺɺݚमϓϩάϥϜʣ nਓࣄධՁʹ૊ΈࠐΉ ʢຽؒͷࣄྫͰ͸ɺσʔλ׆༻εΩϧΛঢਐ ঢڅ৚݅ͱ͍ͯ͠Δέʔε΋͋Δʣ 2ʮ໰߹͕ͤݮΔɺ࢓ࣄ ͷޮ཰্͕͕Δɺ࢓ࣄʹ ໾ཱͭɺΘ͟Θ͟Φʔϓ ϯσʔλԽͤͣɺ࢓ࣄͷ Ԇ௕ͰΦʔϓϯσʔλԽ ʹܨ͕ΔʯͳͲɺ૊৫಺ ͷ֤ۀ຿ओ؅෦໳ͷ৬һ ͷಈػ෇͚ʹܨ͛ΔͨΊ ͷํࡦ΍࢓૊ΈΛͲͷΑ ͏ʹ࡞͍ͬͯ͘΂͖͔ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳

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Φʔϓϯσʔ λԽͷி಺ͷऔ૊ ʹ͍ͭͯ "ΦʔϓϯσʔλԽࣄۀ୯ମͰϝϦοτΛٻ ΊͨΓɺ༧ࢉԽΛਐΊͳ͍ํ͕ྑ͍ɻ nΦʔϓϯσʔλͷਪਐ͸ਓࡐҭ੒ɺ.ਪ ਐɺ%9ਪਐ౳ʹີ઀ʹؔΘΔɻ nখͯ͘͞΋׆༻ࣄྫΛੵΈ্͛Δ͜ͱ͕Πϯ ηϯςΟϒʹͭͳ͕Δɻ nຊ౰ʹ࣏ࣗମ୯ಠͰ࡞Δ΂͖΋ͷͳͷ͔ʁ޿ Ҭ࿈ܞ͕ݕ౼Ͱ͖Δέʔε͕͋Δ͸ͣɻ 2ΦʔϓϯσʔλԽ ͷϝϦοτͳͲி಺ తʹΠϯηϯςΟϒ ͕ಇ͘࢓૊Έͱ-0% Խͷπʔϧ΍؀ڥ੔ උ͕೉͘͠ɺ·ͨɺ ༧ࢉԽ΋͠ʹ͍͘ঢ় گΛଧ։Ͱ͖Δํ๏ ͸͋Δ͔ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳

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۠໾ॴ৬һͷσʔ λαΠΤϯςΟετࢥ ߟͷҭ੒ʹ͍ͭͯ "ҎԼͷ఺Λҙࣝͯ͠௖͚Δͱྑ͍Ͱ͢ɻ σʔλ෼ੳ͸ਖ਼ղΛݟ͚ͭΔͨΊͷ ΋ͷͰ͸ͳ͍ ՝୊ղܾͱ͸ɺ౴͑ͷແ͍໰͍ Ͱ͋Δ ΑΓଥ౰ͳ൑அΛͯ͠ɺૣظʹվળ ͢ΔͨΊʹσʔλΛ࢖͏ ແටੑʹͩ͜ΘΒͳ͍࢟੎͕ඞཁ 2 σʔλ׆༻ࣾձʹ޲͚ͯɺ ৬һ͕ΦʔϓϯσʔλΛ ࢖ͬͨ෼ੳ΍൑அɺͦΕΒ ͷσʔλ΍ϊ΢ϋ΢ͷ஝ੵ Λ͠ͳ͕Β৽ͨͳऔ૊ʹͭ ͳ͍͛ͯͨ͘Ίɺி಺৬һ ͷҭ੒Ͱେ੾ͳࢹ఺͸͋Γ ·͔͢ʁ ͝ܦݧͷதͰͷࣄྫ౳΋ؚ Ί͓ͯฉ͔͍͖͍ͤͨͩͨɻ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳

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૊৫಺ݚमͷ ࣄྫ͕͋Ε͹ڭ͑ ͍͖͍ͯͨͩͨ "ʢ୲౰͍ͯ͠Δܦݧ͔Βʣ࣏ࣗମʹΑͬͯඞཁ ͳݚमͷ಺༰͸ҟͳΔͷͰɺࣄલʹώΞϦϯάΛ͠ ͯ໨ඪɾର৅ऀɾ࣮ࢪܗଶ౳ΛݻΊͯߦ͘ܗΛऔͬ ͍ͯΔɻ ࢀߟɿ೥౓ͷݚमɾߨԋ౳ͷ࣮੷ʢࢿྉ΁ͷ ϦϯΫ༗ʣ IUUQTQVCMJDUBCMFBVDPNBQQQSPGJMFTBZPLP TIJNPZBNBMJOLEBUBWJ[@ n֎෦ߨࢣʹґཔ͢Δ৔߹ɺ૯຿ল஍Ҭ৘ใԽΞυ όΠβʔɺσδλϧிΦʔϓϯσʔλ఻ಓࢣ౳ɺ ࠃͷࢧԉ੍౓Λ׆༻͢Δํ๏΋͋Δɻ nঃʑʹி಺Ͱ৬һ͕ߨࢣΛ୲౰Ͱ͖Δঢ়ଶΛ࡞Ε Δͱྑ͍ɻ ʢຊࢿྉ΋ࣗ༝ʹ࢖ͬͯ௖͍ͯ݁ߏͰ͢ʣ 2ॴ؅՝͔Β཰ઌͯ͠Φʔϓϯσʔλ ԽΛਐΊͯ΋Β͑ΔΑ͏ʹͳΔͷ͕ཧ૝ ͕ͩɺͦͷͨΊʹ͸Φʔϓϯσʔλͱ͸ Կ͔ɺͲΜͳޮՌ͕͋Δͷ͔ɺͲ͏͍ͬ ͨ࡞ۀ͕ඞཁʹͳΔ͔Λ૊৫಺΁ਁಁ͞ ͤΔඞཁ͕͋Δͱײ͍ͯ͡Δɻͦͷํ๏ ͱͯ͠૊৫಺ͰͷΦʔϓϯσʔλʹؔ͢ Δݚम΍આ໌ձ౳ͷ࣮ࢪ͕͋Δͱࢥ͏ɻ ࣮ࡍʹ࣮ࢪ͍ͯ͠Δ࣏ࣗମͷࣄྫΛڭ͑ ͍͖ͯͨͩɺߨࢣΛ୭͕຿Ί͍ͯΔ͔ɺ Ͳ͏͍ͬͨ಺༰ͳͷ͔ɺର৅৬һ͸Ͳͷ ఔ౓ͰͲͷ৬૚ͳͷ͔౳Λݕ౼͢Δ্Ͱ ͷࢀߟʹ͍͖͍ͤͯͨͩͨ͞ɻ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳

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ΦʔϓϯσʔλΛ৽ن ެ։͢Δࡍͱɺطଘσʔλ Λߋ৽͢Δࡍͷۀ຿ϑϩʔ Λڭ͍͖͍͑ͯͨͩͨ ʢ2͖ͭͮʣ ʲ৽نެ։࣌ʳ ɾࣄ຿ہ͕ΦʔϓϯσʔλʹͳΓͦ͏ͳσʔλΛௐࠪ౳ʹΑΓݟ͚ͭΔ ɾࣄ຿ہ͕σʔλॴ؅՝ʹΦʔϓϯσʔλԽΛґཔ ɾࣄ຿ہ͕ݩʹͳΔσʔλΛॴ؅՝͔Βड͚औΓɺΦʔϓϯσʔλʹదͨ͠ϑΥʔϚο τʢਪ঑σʔληοτʹԊͬͨ΋ͷʣʹमਖ਼͢Δɻ ɾࣄ຿ہ͕ඞཁʹԠͯ͡Ң౓ܦ౓Λࠃ౔஍ཧӃ͔Βੜ੒͠ɺ௥ه͢Δɻ ɾࣄ຿ہ͕Φʔϓϯσʔλ༻ͷϑΥʔϚοτʹमਖ਼ޙɺॴ؅՝ʹ಺༰֬ೝΛґཔ͢Δɻ ɾࣄ຿ہ͕ॴ؅՝͔Βͷ֬ೝΛड͚ͨޙɺ̝̥ʹެ։͢Δɻ ʲطଘΦʔϓϯσʔλͷߋ৽ʳ ɾॴ؅՝͕Φʔϓϯσʔλͷมߋ͕͋ͬͨ৔߹ɺ֘౰ՕॴΛ੺ࣈ౳Ͱه্ͨ͠ɺࣄ຿ہ ʹ஌ΒͤΔɻ ʢͳ͔ͳ͔ߋ৽͞Εͳ͍Φʔϓϯσʔλʹ͸ॴ؅՝ʹର͠ɺࣄ຿ہ͕࠵ଅΛ͢Δɻʣ ɾࣄ຿ہ͕֘౰ՕॴΛ֬ೝ͠ɺࠇࣈ౳ʹม׵ޙɺ̝̥ʹެ։͢Δɻ 2ଞ࣏ࣗମͷۀ຿ϑϩʔΛ ڭ͍͖͑ͯͨͩɺࠓޙͷۀ຿ վળͷࢀߟʹ͍͖ͤͯͨͩ͞ ͍ͨͰ͢ɻҎԼɺݱࡏͷۀ຿ ϑϩʔͰ͢ɻ 4BZPLP4IJNPZBNB -JOL%BUB ૊৫΁ͷಈػ͚ͮɺऔΓ૊Έํ౳ "ଞ࣏ࣗମͷۀ຿ϑϩʔ͸௚઀ ฉ͍ͯ௖͍ͨํ͕ૣ͍ͱࢥ͍· ͕͢ɺॴ؅՝ʹ΋ͬͱओମతʹ ؔΘͬͯ௖͚Δͱྑͦ͞͏Ͱ͢ɻ ௚઀ެ։ͯ͠΋Β͏ܗΛऔΔ͜ ͱ͸ՄೳͰ͠ΐ͏͔ʁ

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ਪ঑σʔλ ηοτʹ͍ͭͯ "ݸਓతʹ΋ඞཁͩͱײ͓ͯ͡ΓɺΦʔϓϯ σʔλ఻ಓࢣͷཱ৔͔Β΋ఏҊ͍ͯ͠Δͱ͜Ζɻ nಛʹԠ༻ฤ͸͜Ε·Ͱʹ΋࣏ࣗମ΍γϏοΫ ςοΫஂମ͔ΒͷఏҊ͕͋Γ࠾༻͞Εͨ ϑΥʔϚοτ͕͋Δɻ n৽૊৫ʹͳΓ৽͍͠ӡ༻ํ਑͕·ͩݻ·ͬͯ ͍ͳ͍࣌ظͰ͸͋Δ͕ɺର࿩తʹݕ౼͕Ͱ͖ ΔܗΛ໨ࢦ͍ͨ͠ɻ 2޿Ҭతʹར༻͞ΕΔΦʔ ϓϯσʔλʹ͍ͭͯ͸ɺσʔ λϨΠΞ΢τΛ౷Ұ͍ͯ͘͠ ࢓૊Έ͕ඞཁͰ͋Δ͕ɺਪ঑ σʔληοτͰ͸࢖͍ͮΒ͍ ෦෼ΛϑΟʔυόοΫͨ͠Γɺ ٞ࿦ͨ͠Γ͢Δ࢓૊Έ͕ͳ͍ ͷ͸ͳ͔ͥ 4BZPLP4IJNPZBNB -JOL%BUB ਪ঑σʔληοτʹؔ͢Δ͜ͱ

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۠ͷ۠ҬΛ௒͑ͨΦʔ ϓϯσʔλͷެ։ɾूੵɾ ར׆༻ͷͨΊʹඞཁͳ͜ͱ ͸Կ͔ "౎ಓ෎ݝ͕Ի಄Λऔͬͯਪ঑σʔληοτ౳ͷڞ௨ ϑΥʔϚοτͰ࿈ܞͯ͠ެ։͍ͯ͠Δέʔε͕͋Δ ྫɿਆಸ઒ݝ IUUQTXXXQSFGLBOBHBXBKQETUJOEFYIUNM ྫɿ෱Ҫݝ IUUQTXXXQSFGGVLVJMHKQEPDUPVLFJ KPVIPVPQFOEBUBMJTU@DUIUNM n޿ҬͰͷڠٞମͰݕ౼͕ਐΊΒΕΔͱྑ͍ɻ nσʔλར༻ऀɾٕज़ऀͷϨϏϡʔ΋ܦΒΕΔͱྑ͍ɻ 2۠ຽ΍஍Ҭஂମ΍ຽؒاۀ ͸ɺ۠ͷ۠ҬʹಛԽͨ͠Φʔ ϓϯσʔλͰ͸ͳ͘ɺ۠ҬΛ ௒͑ͨ޿ҬͷΦʔϓϯσʔλ ΛٻΊ͍ͯΔɻ౦ژ౎Χλϩ άαΠτʹ͓͍ͯ΋ɺΧςΰ ϦɾޠኮɾϑΥʔϚοτɾ σʔλܗࣜʹ౷Ұੑ͕ͳ͘׆ ༻ͮ͠Β͍ঢ়گɻ͜ΕΒͷ χʔζʹԠ͑ΔͨΊʹ͸ɺͲ ͷΑ͏ͳ࢓૊ΈɾऔΓ૊Έ͕ ඞཁ͔ 4BZPLP4IJNPZBNB -JOL%BUB ਪ঑σʔληοτʹؔ͢Δ͜ͱ

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ຽؒσʔλͷ ΦʔϓϯԽʹ͍ͭͯ "ຊฤʢ1ʣͰ͝঺հͨ͠όε৘ใϑΥʔϚοτ ʢ(5'4ʣͷଞʹɺҎԼͷΑ͏ͳऔΓ૊Έ͕ਐΜͰ͍Δɻ ྫɿެڞަ௨Φʔϓϯσʔληϯλʔ IUUQTXXXPEQUPSH ྫɿ(ۭؒ৘ใηϯλʔ IUUQTXXXPEQUPSH nΦʔϓϯσʔλ͚ͩͰͳ͘ɺಛఆͷ৚݅ԼͰར༻Մೳ ʹ͍ͯ͠Δέʔε΋͋Δɻ n3&4"4ͷҰ෦σʔλͷΑ͏ʹɺϓϥοτϑΥʔϜ্Ͱ ͷར༻ͷΈՄೳͱ͢Δέʔε΋͋Δɻ nެӹੑͱຽؒͷڝ૪ྖҬͱͷόϥϯεΛߟྀ͠ͳ͕Βɺ ར༻໨తʹ͔ͳ͏ܗͰͷఏڙΛਐΊͯߦ͘ɻ 2"&%ɺެڞަ௨ͷϦΞϧλ ΠϜӡߦσʔλɺେن໛ࢪ ઃɾళฮ౳ͷࠞࡶ౓σʔλɺ ҩྍػؔͷجૅσʔλͳͲɺ ެڞੑͷߴ͍σʔλ΍׭ຽͰ อ༗͢Δಉछͷσʔλʹ͍ͭ ͯɺ׭ެி͚ͩͰͳ͘ɺຽؒ σʔλ΋ΦʔϓϯԽ͢΂͖Ͱ ͋Δͱߟ͑Δ͕ɺऔ૊͕ਐΜ Ͱ͍ͳ͍Α͏ʹײ͍ͯ͡·͢ ͕ɺٞ࿦͕ͳ͍ͷͰ͠ΐ͏͔ 4BZPLP4IJNPZBNB -JOL%BUB ຽؒσʔλͷࡏΓํɺاۀͱͷ࿈ܞ౳

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Φʔϓϯσʔλʹ ΑΔຽؒاۀͱͷ࿈ܞ ʹ͍ͭͯ "จԽ͕ҧ͏ॴʹ͍Δਓؒಉ࢜Ͱͷ΍ΓͱΓͰ͋Δ఺Λ ҙࣝ͢Δɻ ྫɿϓϩδΣΫτͷεϐʔυײɻ໾ॴͰ͸೥୯ҐͰ΋ اۀͰ͸࢛൒ظͩͬͨΓ͢Δɻ ྫɿਓ݅අʹର͢Δίετײ֮ͷҧ͍ɻ nຽؒاۀͷશ͕͓ͯۚΛ໨తʹಈ͍͍ͯΔΘ͚Ͱ͸ͳ ͘ɺͦΕͧΕղܾ͍ͨ͠՝୊͕͋ΓɺͦΕΛਐΊΔͨΊ ͷखஈͱͯ͠ऩӹΛಘ͍ͯΔɻ nద੾ʹڠۀ૬खΛબͿ͜ͱͰɺޓ͍ͷڧΈΛ׆͔ͯ͠ ໾ׂ෼୲͕Ͱ͖Δɻ nͨͩɺΦʔϓϯσʔλͱ͍͏ख๏ʹ͸ɺີͳମ੍Λ࡞ Βͳͯ͘΋࿈ܞͰ͖Δͱ͍͏ϝϦοτ΋͋Δɻ 2۠໾ॴ͚ͩͰߦ੓՝୊Λ ݕ౼ɾରԠ͢Δʹ͸ɺࡒ੓೉ɺ ਓһ࡟ݮɺଟ༷ͳߦ੓χʔζ ͷதͰͳ͔ͳ͔ݫ͍͠ঢ়گͱ ͳ͖͍ͬͯͯ·͕͢ɺΦʔϓ ϯσʔλʹΑ࣮ͬͯݱͰ͖Δ ๛͔ͳࣾձͷ࣮ݱʹ޲͚ͯɺ ຽؒاۀͱͷ࿈ܞͷ͖͔͚ͬ ͮ͘ΓͰ஫ҙ͢Δ఺΍ࢀߟࣄ ྫ౳͕͋Γ·͔͢ 4BZPLP4IJNPZBNB -JOL%BUB ຽؒσʔλͷࡏΓํɺاۀͱͷ࿈ܞ౳

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ࢀߟਤॻɾࢿྉɾαΠτ౳ 4BZPLP4IJNPZBNB -JOL%BUB

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σʔλΛར׆༻ͨ͠੓ࡦཱҊϓϩηεΛֶͼ͍ͨํ΁ σʔλ׆༻Ͱ஍ҬͷϛϥΠΛม͑Δʂ ՝୊ղܾͷ4UFQ 4BZPLP4IJNPZBNB -JOL%BUB nҎ্ͷ࣏ࣗମ͕डߨͨ͠ σʔλར׆༻ݚम lσʔλΞΧσϛʔz ͷΤοηϯεΛ ࡭ʹू໿ n೥݄ൃച IUUQTTIPQHZPTFJKQQSPEVDUTEFUBJM

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ਓʹʮ఻͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ΁ 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 nʮࣾձڭҭௐࠪʯͱ୊͞Ε͍ͯΔ͕ɺ ࣮ࡍ͸Ξϯέʔτௐࠪશൠʹ࢖͑Δߟ͑ํ΍ UJQT͕ղઆ͞Ε͍ͯΔ nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ͸ ΞϯέʔτΛઃܭ͢Δํඞݟʂ n1%'Ͱμ΢ϯϩʔυՄೳ IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN

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ݸਓ৘ใͷѻ͍ʹෆ҆Λ͓࣋ͪͷํ΁ ݸਓ৘ใΛؚΉσʔλ׆༻ݕ౼ͷͨΊͷϫʔΫγʔτ 4BZPLP4IJNPZBNB -JOL%BUB n૯຿লʮ஍ํެڞஂମʹ͓͚Δσʔλ ར׆༻ΨΠυϒοΫʯͷ෇࿥ͱͯ͠ެ։ ͞Ε͍ͯΔ nݸਓ৘ใΛؚΉσʔλ׆༻Λݕ౼͢Δࡍ ʹɺ֬ೝ͢΂͖ࣄ߲ͱखॱΛ੔ཧ͢ΔͨΊ ͷ࣮ફతͳϫʔΫγʔτ nઍ༿ࢢͱඣ࿏ࢢͰͷ࣮ূͷࡍͷݕ౼ྫ͕ ܝࡌ͞Ε͍ͯΔ IUUQXXXTPVNVHPKQNFOV@TFJTBLV JDUTFJTBLVJDUSJZPVCJHEBUBIUNM

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σʔλ׆༻ܕ૊৫Λ࡞ΔͨΊͷώϯτΛಘ͍ͨํ΁ ϫʔΫϚϯࣜʮ͠ͳ͍ܦӦʯ IUUQTXXXBNB[PODPKQHQQSPEVDUSFGQQY@ZP@EU@C@BTJO@UJUMF@P@T 4BZPLP4IJNPZBNB -JOL%BUB

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શࠃͷ࣏ࣗମ৬һͱͭͳ͕Γ͍ͨํ΁ ެ຿һʹΑͬͯӡ༻͞Ε͍ͯΔίϛϡχςΟ ΦϯϥΠϯࢢ໾ॴ ໊Ҏ্ͷ஍ํެ຿һɾࠃՈެ຿һ͕ू·ΔΦϯϥΠϯϓϥοτϑΥʔϜ IUUQTXXXPOMJOFTIJZBLVTIPKQ *$5ʬެڞؔ܎ऀݶఆʭ ࠃ΍஍ํ࣏ࣗମͷ৬һ໊Ҏ্͕ࢀՃ͢Δ'BDFCPPLάϧʔϓ IUUQTXXXGBDFCPPLDPNHSPVQT ࢢ໾ॴΛϋοΫ͢Δʂ ੈքͷ࣏ࣗମͷઌۦࣄྫΛֶͼɺະདྷͷ࣏ࣗମΛߏ૝͍ͯͨ͘͠Ίʹ্ཱͪ͛ΒΕͨί ϛϡχςΟ IUUQTXXXTIJZBLVTIPIBDLPSH 4BZPLP4IJNPZBNB -JOL%BUB