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地域で役割分担を進めるためのオープンデータ

 地域で役割分担を進めるためのオープンデータ

2019年9月13日(金)に神奈川県庁で開催された「オープンデータの取組推進に係る市町村勉強会」の講義資料です。

Sayoko Shimoyama

September 13, 2019
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  1. $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ஍ҬͰ໾ׂ෼୲
    ΛਐΊΔͨΊͷ
    Φʔϓϯσʔλ
    Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ
    Լࢁ ࣿ୅ࢠ
    2019.9.13 (Fri.)
    ਆಸ઒ݝΦʔϓϯσʔλݚम

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  2. Լࢁ ࣿ୅ࢠʢ͠΋΍· ͞Α͜ʣ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    lσʔλϑϧ׆༻ࣾձz ͷ࣮ݱΛ໨ࢦ͠ɺ
    ެతػؔͷΦʔϓϯσʔλ΍σʔλ׆༻ͷࢧԉΛߦ͏ͱ
    ͱ΋ʹɺΦʔϓϯσʔλ׆༻ϏδωεʹऔΓ૊ΜͰ͍Δ
    ओͨΔॴଐ Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ
    ຽؒاۀ ΠϯϑΥɾϥ΢ϯδגࣜձࣾ औక໾
    ϛʔΧϯύχʔגࣜձࣾ σʔλενϡϫʔυ
    ؠֶ࡚Ԃ৘ใՊֶઐ໳ֶߍ ඇৗۈߨࢣ
    ެతػؔ ಺ֳ׭๪ Φʔϓϯσʔλ఻ಓࢣ
    ૯຿ল ஍Ҭ৘ใԽΞυόΠβʔ
    γϏοΫ
    ςοΫ׆ಈ
    $PEFGPS+BQBOσʔλ׆༻ΞυόΠβʔɾ
    σʔλΞΧσϛʔߨࢣ
    $PEF GPS:0,0)"."෭୅ද

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  3. ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ
    σʔλ ৘ใ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  4. ʮσʔλʯͱ͸ʁ
    *40ٴͼ+*4ن֨ʹΑΔఆٛ
    "SFJOUFSQSFUBCMFSFQSFTFOUBUJPOPGJOGPSNBUJPOJOBGPSNBMJ[FENBOOFS
    TVJUBCMFGPSDPNNVOJDBUJPO JOUFSQSFUBUJPO PSQSPDFTTJOHz
    ৘ใͷදݱͰ͋ͬͯɺ
    ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO
    ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  5. σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  6. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ
    ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ
    Λσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ
    l)FBMUI 4DPSFzͱͯ͠఺ຬ఺
    ͷείΞԽ֤ͯ͠ҿ৯ళͷ
    ϨϏϡʔϖʔδʹදࣔ

    n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ
    n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  7. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ

    ӴੜείΞɿ

    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  8. σʔλ͸ڞ༗ͯͦ͜͠Ձ஋͕ग़Δɿ
    αϯϑϥϯγείࢢ º :FMQͷࣄྫ

    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  9. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ

    ΋͠αϯϑϥϯγείࢢ͕
    Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
    ͚ͩͩͬͨΒʁ
    Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
    ΋͠:FMQ͕
    ಠࣗʹҿ৯ళΛධՁ͢Δ
    είΞΛ෇͚͍ͯͨΒʁ
    ެฏੑ͕୲อ͞Εͳ͍
    ڧΈɿళฮͷӦۀσʔλ΍ޱίϛ
    σʔλΛूΊͯɺଟ͘ͷϢʔβ͕
    ू·Δ৔Λ͍࣋ͬͯΔ
    ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪ
    ͨ͠ௐࠪ݁Ռͱͯ͠ɺެฏͳσʔλ
    ΛఏڙͰ͖Δ
    σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
    ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖ΔࣾձʯʹͳΔ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  10. ߦ੓ͷσʔλ͸୭ʹͰ΋࢖͑ΔΑ͏ʹ
    ެ։͞Ε͍ͯΔඞཁ͕͋Δ
    nӴੜௐࠪ͸ࢢͷ੫ۚΛ࢖ͬͯӡ༻͞Ε͍ͯΔͷͰɺ
    ೲ੫ऀ͸౳ͦ͘͠ͷσʔλΛ࢖͏ݖརΛ͍࣋ͬͯΔ
    n୭Ͱ΋ࣗ༝ʹ࢖͑ΔσʔλͰ͋Δඞཁ͕͋Δ

    ΋͠αϯϑϥϯγείࢢ͕
    :FMQ͚ͩʹӴੜௐࠪ݁ՌσʔλΛ
    ౉͍ͯͨ͠Βʁ
    ಛఆاۀΛࢧԉ͢ΔܗʹͳΓෆެฏ
    Φʔϓϯσʔλ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  11. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ
    ౳Λ௨ͯ͡༰қʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘
    ౰͢ΔܗͰެ։͞ΕͨσʔλΛΦʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣ
    ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ
    2019/9/13 $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  12. Φʔϓϯσʔλͱ͸
    ʮσʔλͷҰൠ։์ʯ
    ྫʣମҭؗͷҰൠ։์
    lࢢຽͷͨΊʹ։์͢Δ
    lͩΕͰ΋ແྉͰࣗ༝ʹ࢖͑Δ
    lʮ঎ചਓ͓அΓʯͱ͔͸͠ͳ͍
    lͨͩ͠ɺ๏཯Ͱې͡ΒΕ͍ͯΔ͜ͱ͸
    ౰વڐՄ͞Εͳ͍
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

    OPEN
    DATA

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  13. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨ
    σʔλ͸શͯެڞࡒͱͯ͠
    ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛ
    ݪଇͱͯ͠࠾༻
    2019/9/13 $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  14. “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
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  15. $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
    ࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿ͱͳͬͨ

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

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

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  18. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    2019/9/13 $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  19. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
    ҡ࣋Ͱ͖ͳ͘ͳΔ
    2019/9/13 $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  20. ׭ຽڠಇʹΑͬͯ
    ஍ҬΛ࣋ଓՄೳʹ͢Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓͕ಘҙͳ෦෼ɺ
    ߦ੓ʹ͔͠Ͱ͖ͳ͍
    ෦෼ʹूத͢Δ
    ຽ͕ؒಘҙͳͱ͜Ζ͸
    ຽؒʹ೚ͤΔ

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  21. ΦʔϓϯσʔλʹΑͬͯɺ૊৫Λ௒͑ͯ
    ಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ͕࣮ݱ͢Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA

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  22. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ʢ੩Ԭࢢ º τϤλ*5։ൃηϯλʔʣ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ੩Ԭࢢʮͣ͠Έͪ*OGPʯ
    nಓ࿏ަ௨৘ใΛ
    ΦʔϓϯσʔλԽ
    n௨ߦن੍΍ࡂ֐ൃੜ
    ͳͲͷσʔλΛ
    ϦΞϧλΠϜͰ഑৴
    τϤλ*5։ൃηϯλʔ
    nڞಉ࣮ݧͰʮͣ͠Έͪ
    *OGPʯͷσʔλΛऔಘ
    ͠ΧʔφϏͰ৘ใ഑৴
    ʢσʔλެ։ݩʣ
    ن੍ؔ࿈σʔλɿ੩Ԭࢢݐઃہಓ࿏෦ಓ࿏อશ՝
    ๷ࡂؔ࿈σʔλɿ੩Ԭࢢ૯຿ہةػ؅ཧ૯ࣨ
    $&')(!",*1%
    # "" #
    7
    #13/-5/6 #.54506/+2

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  23. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ैདྷ͸ඞཁͳ৘ใΛඞཁͳਓʹ
    ಧ͚ΒΕͳ͔ͬͨ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ௨ߦن੍
    ৘ใ
    νϥγ΍ެࣜ8FCαΠτ౳Ͱ
    ৘ใൃ৴
    ඞཁͳλΠϛϯάͰ
    ඞཁͳ৘ใ͕ಘΒΕͳ͍
    #&'03&
    ߦ੓ υϥΠόʔ

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  24. ࣄྫɿʮͣ͠Έͪ*OGPʯ
    ΦʔϓϯσʔλͰϦΞϧλΠϜ
    ʹ৘ใ͕ಧ͚ΒΕΔΑ͏ʹ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ௨ߦن੍
    Φʔϓϯ
    σʔλ
    Φʔϓϯσʔλͱͯ͠
    ௨ߦن੍৘ใΛެ։
    ඞཁͳλΠϛϯάͰ
    ࠷৽৘ใ͕ಘΒΕΔ
    "'5&3
    ߦ੓ υϥΠόʔ
    ຽؒاۀ
    ΧʔφϏ
    ։ൃ͍ͯ͠Δ੡඼ʹ
    ΦʔϓϯσʔλΛࡌͤͯ
    αʔϏεఏڙ
    ˞੩ԬࢢͰ͸ΧʔφϏͳͲͷػց͔Β
    ΦʔϓϯσʔλʹΞΫηεͰ͖ΔΑ͏ʹ
    ͢ΔͨΊʹɺ"1* "QQMJDBUJPO
    1SPHSBNNJOH*OUFSGBDF
    ͱ͍͏࢓૊Έ
    Ͱσʔλ͕ެ։͞Ε͍ͯ·͢

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  25. ࣄྫɿ"&%404
    Φʔϓϯσʔλ׆༻Ͱۓٸ࣌ͷ
    ࿈ܞΛαϙʔτ
    n"&%ͷҐஔ৘ใ΍ઃஔࢪઃ౳ͷΦʔϓϯσʔλΛ࢖༻
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    https://cio.go.jp/opendata100

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  26. ࣄྫɿ"&%404
    Φʔϓϯσʔλ׆༻Ͱۓٸ࣌ͷ
    ࿈ܞΛαϙʔτ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    https://cio.go.jp/opendata100

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

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  28. 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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  29. ࣄྫɿ
    ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    ੩ԬࢢͰ͸ɺ৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ৯඼ӴੜڐՄʹؔ͢Δσʔλ
    ΛΦʔϓϯσʔλͱͯ͠ެ։͢Δ͜ͱʹΑΓɺۀ຿ෛ୲ͷܰݮʹ੒ޭ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ৯඼ӴੜӦۀؔ܎ڐՄʹ܎Δ৘ใެ։੥ٻ݅਺ʢ੩Ԭࢢʣ
    ग़యɿ7-&%ʮୈճσʔλӡ༻ݕ౼෼Պձʢ೥݄೔ʣʯ੩ԬࢢϓϨθϯࢿྉΛ΋ͱʹ࡞੒
    ೥ؒ
    ݅ݮ
    ˣ
    ໿
    ࣌ؒ
    ۀ຿࣌ؒ࡟ݮ

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  30. τʔλϧίετ͕ߴ͍ͷ͸ͲͪΒʁ
    ৘ใެ։੥ٻ 74Φʔϓϯσʔλ
    "ΦʔϓϯσʔλԽ͠ͳ͍৔߹
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅͋ͨΓͷରԠ࣌ؒɿ ࣌ؒ
    ৬һͷ࣌څɿ ԁ
    #ΦʔϓϯσʔλԽͨ͠৔߹
    σʔλ࡞੒ରԠʢॳظίετʣɿ࣌ؒ
    σʔλߋ৽ରԠʢຖ݄ʣɿ ࣌ؒ
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅਺ʢ೥໨ʣɿ ݅
    ੥ٻ݅͋ͨΓͷରԠ࣌ؒɿ ࣌ؒ
    ৬һͷ࣌څɿ ԁ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ੩ԬࢢͷσʔλͱώΞϦϯά݁Ռ˞Λࢀߟʹɺඅ༻ΛγϛϡϨʔγϣϯ
    ˞ओʹରԠ࣌ؒʹؔͯ͠ɺ੩Ԭࢢ৬һ஍Ҭ৘ใԽΞυόΠβʔͷ৽ঙେีࢯʹ৘ใఏڙ௖͖·ͨ͠

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  31. γϛϡϨʔγϣϯ݁Ռɿ
    Φʔϓϯσʔλ͸ରԠίετΛେ෯ʹ࡟ݮͰ͖Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB











    ೥໨ ೥໨ ೥໨
    "ΦʔϓϯσʔλԽ͠ͳ͍৔߹ #ΦʔϓϯσʔλԽͨ͠৔߹

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  32. ࣄྫɿ
    ࢢຽ͔Βͷۤ৘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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  33. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  34. ಁ໌ੑɾ
    ৴པͷ޲্
    ͸
    ׭ຽڠಇΛ
    ਐΊΔͨΊ
    ʹඞཁ
    n׭ຽڠಇΛਐΊΔͨΊʹ͸ɺߦ੓ͱຽ͕ؒ
    ର౳ͳཱ৔Ͱ࿩͕Ͱ͖Δඞཁ͕͋Δ
    nͦͷͨΊʹ͸ɺߦ੓ͱຽؒͷ
    ʮ৘ใͷඇରশੑʯ
    Λղফ͢Δඞཁ͕͋Δ
    n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡΋ͷΛݟ
    ͳ͕Β࿩͕Ͱ͖Δͷ͕ϕετ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  35. Φʔϓϯσʔλ͸ி಺Ͱ
    σʔλΛద੾ʹ؅ཧ
    Ͱ͖͍ͯΔ͔Λࣔ͢໾ׂ
    ΋͋Δ
    nͦ΋ͦ΋ி಺ͰσʔλΛ
    ͖ͪΜͱ؅ཧͰ͖͍ͯͳ͔ͬͨ
    Βɺެ։͸Ͱ͖ͳ͍
    nෆਖ਼ͷ཈ࢭྗʹ΋ͳΔ͜ͱ͕
    ظ଴Ͱ͖Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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

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  37. ΦʔϓϯσʔλΛ
    ਐΊΔखॱ
    2019/9/13 CC BY 4.0 SAYOKO SHIMOYAMA, LINKDATA 37

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  38. ΦʔϓϯσʔλΛਐΊΔखॱ
    Φʔϓϯσʔλະऔ૊࣏ࣗମ޲͚ͷҰ൪؆୯ͳखॱ͸
    εςοϓͰ׬ྃ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    εςοϓᶃ
    ެ։͢Δσʔλ
    ͷ४උ
    εςοϓᶄ
    ద༻͢Δར༻ϧʔϧ
    ͷࡦఆ
    εςοϓᶅ
    ࣏ࣗମ8FCαΠτ
    ͷߋ৽
    ग़యɿ੓෎$*0ϙʔλϧ ΦʔϓϯσʔλΛ͸͡ΊΑ͏ʙ؆қखҾॻʙ
    IUUQTDJPHPKQQPMJDZPQFOEBUBHVJEFMJOF

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  39. εςοϓᶃɿެ։͢Δσʔλͷ४උ
    nอ༗͍ͯ͠Δσʔλ͔ΒΦʔϓϯσʔλͱͯ͠ެ։͢ΔσʔλΛܾΊΔ
    ྫʣ
    • ࣏ࣗମ8FCαΠτ্Ͱطʹެ։͍ͯ͠ΔσʔλΛΦʔϓϯσʔλͱͯ͠ެ։
    ͢Δʢ౷ܭσʔλɺආ೉ॴϦετ౳ʣ
    • ੓෎͕ఆΊΔʮਪ঑σʔληοτ˞ʯ͔ΒબͿ
    nσʔλ͕ػց൑ಡՄೳͳܗࣜͰ͸ͳ͍৔߹ʢࢴ΍ɺࢴΛεΩϟϯͨ͠
    1%'ͳͲʣɺ$47΍&YDFMͳͲͷػց൑ಡՄೳͳܗࣜͷσʔλʹม׵
    ͢Δඞཁ͕͋Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ˞ਪ঑σʔληοτʜ੓෎ͱͯ͠ެ։Λਪ঑͢Δσʔλʢݱࡏछྨʣͱɺ
    ެ։͢Δσʔλͷ࡞੒ʹ͋ͨΓ४ڌ͢΂͖ϧʔϧ΍ϑΥʔϚοτ౳͕औΓ·ͱΊ
    ΒΕͨ΋ͷ
    https://cio.go.jp/policy-opendata#dataset

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  40. εςοϓᶄɿద༻͢Δར༻ϧʔϧͷࡦఆ
    nΦʔϓϯσʔλͱͯ͠ެ։͢Δσʔλʹద༻͢Δར༻ϧʔϧΛ
    ܾΊΔ
    n੓෎ͷఆΊΔʮΦʔϓϯσʔλͷఆٛʯͱ੔߹ੑͷऔΕΔ
    ϧʔϧʹ͢Δඞཁ͕͋Δ
    ྫʣ
    • $$#:ʢΫϦΤΠςΟϒɾίϞϯζ දࣔ ࠃࡍʣ
    • ੓෎ඪ४ར༻ن໿ʢୈ൛ʣ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    Φʔϓϯσʔλͷఆٛ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ

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  41. ΫϦΤΠςΟϒɾίϞϯζɾ
    ϥΠηϯεʢ$$ϥΠηϯεʣ
    nʮ͜ͷ৚݅ΛकΕ͹ࢲͷ࡞඼Λࣗ༝ʹ࢖ͬͯߏ͍·ͤΜʯͱ͍͏
    ҙࢥදࣔΛ͢ΔͨΊͷπʔϧͱͯ͠࢖͑ΔΑ͏ʹ࡞ΒΕͨϥΠηϯε
    n࡞ऀ͸ஶ࡞ݖΛอ࣋ͨ͠··࡞඼Λࣗ༝ʹྲྀ௨ͤ͞Δ͜ͱ͕Ͱ͖Δ

    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  42. Φʔϓϯσʔλͷར༻৚݅ͱͯ͠࢖͑Δ
    $$ϥΠηϯε
    ໊শ ϚʔΫ ֓ཁ 63-
    $$#:
    ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧ
    ͳͲʣΛදࣔ͢Δ͜ͱΛओͳ৚݅ͱ͠ɺվ
    ม͸΋ͪΖΜɺӦར໨తͰͷೋ࣍ར༻΋ڐ
    Մ͞ΕΔ࠷΋ࣗ༝౓ͷߴ͍$$ϥΠηϯεɻ
    IUUQDSFBUJWFDPN
    NPOTPSHMJDFOTFT
    CZKQ
    $$#:
    4"
    ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧ
    ͳͲʣΛදࣔ͠ɺվมͨ͠৔߹ʹ͸ݩͷ࡞
    ඼ͱಉ͡$$ϥΠηϯεʢ͜ͷϥΠηϯ
    εʣͰެ։͢Δ͜ͱΛओͳ৚݅ʹɺӦར໨
    తͰͷೋ࣍ར༻΋ڐՄ͞ΕΔ$$ϥΠηϯ
    εɻ
    IUUQDSFBUJWFDPN
    NPOTPSHMJDFOTFT
    CZTBKQ
    $$
    ࡞඼ʹ͍ͭͯੈքશ஍Ҭʹ͓͍ͯஶ࡞ݖ๏
    ্ೝΊΒΕΔɺͦͷऀ͕࣋ͭ͢΂ͯͷݖར
    ʢͦͷ࡞඼ʹؔ͢Δݖར΍ྡ઀͢ΔݖརΛ
    ؚΉɻʣΛɺ๏ྩ্ೝΊΒΕΔ࠷େݶͷൣ
    ғͰ์غ͢Δ֬໿ɻ
    IUUQDSFBUJWFDPN
    NPOTPSHQVCMJDE
    PNBJO[FSPE
    FFEKB

    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  43. ੓෎ඪ४ར༻ن໿ʢୈ൛ʣ
    nར༻ن໿ͷจষ࡞੒ʹ͋ͨͬͯ͸ɺ੓෎͕ެࣜ8FCαΠτͷར༻ن໿ͷ
    ඪ४ܗͱͯ͠ఆΊ͍ͯΔʮ੓෎ඪ४ར༻ن໿ʯ͕ͻͳܗͱͯ͠׆༻Ͱ͖Δ
    n ͻͳܗɿ
    IUUQTXXXLBOUFJHPKQKQTJOHJJUEFOTJLFUUFJHM@CFUUFO@QEG
    n ղઆɿ
    IUUQTXXXLBOUFJHPKQKQTJOHJJUEFOTJLFUUFJHM@CFUUFO@@LBJTFUVQEG
    n੓෎ඪ४ར༻ن໿ʢୈ൛ʣ͸$$#:ͱޓ׵ੑ͕͋Δ
    nެࣜ8FCαΠτશମʹద༻͍ͯ͠Δྫɿਆಸ઒ϋϩʔϫʔΫ
    IUUQTKTJUFNIMXHPKQLBOBHBXBIFMMPXPSLMJOL@MJOLIUNM
    nΦʔϓϯσʔλެ։ϖʔδͷΈʹద༻͍ͯ͠Δྫɿࡾୋࢢ
    IUUQXXXDJUZNJUBLBUPLZPKQD@TFSWJDFIUNM
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  44. ར༻ϧʔϧࡦఆͷϙΠϯτɿ
    ࣗ༝ͳೋ࣍ར༻ΛڐՄͭͭ͠ɺ໔੹ࣄ߲
    Λ໌ه͢Δ
    ྫʣࡾୋࢢΦʔϓϯσʔλར༻ن໿ʢϕʔεɿ੓෎ඪ४ར༻ن໿ʣ
    IUUQXXXDJUZNJUBLBUPLZPKQD@TFSWJDFIUNM
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  45. εςοϓᶅɿ࣏ࣗମ8FCαΠτͷߋ৽
    n࣏ࣗମ8FCαΠτʹσʔλͱར༻ϧʔϧΛܝࡌ͠ɺ
    ΦʔϓϯσʔλͰ͋ΔࢫΛ໌ه͢Δ
    nطʹ8FCαΠτͰެ։͍ͯ͠ΔσʔλΛΦʔϓϯσʔλͱͯ͠
    ެ։͢Δ৔߹ɿ
    ˠ౰֘σʔλ͕ΦʔϓϯσʔλͰ͋Γɺར༻ϧʔϧΛద༻͢Δࢫ
    Λ໌ه͢Δ
    n౎ಓ෎ݝ΍ෳ਺࣏ࣗମͰͷڞಉެ։αΠτɺ֎෦ͷϙʔλϧ౳
    ʹσʔλΛެ։ͨ͠৔߹ɿ
    ˠ࣏ࣗମͷެࣜ8FCαΠτ͔ΒϦϯΫΛுΔ
    ˞࣏ࣗମͱͯ͠ΦʔϓϯσʔλΛਪਐ͍ͯ͠ΔࢫΛप஌͢Δඞཁ
    ͕͋Δ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  46. ΑΓ׆༻͞Ε΍͍͢σʔλΛެ։
    ͢ΔͨΊͷεςοϓΞοϓͷํ๏
    ੓෎$*0ϙʔλϧΛνΣοΫʂˠ IUUQTDJPHPKQQPMJDZPQFOEBUB
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  47. 2019/9/13 CC BY 4.0 SAYOKO SHIMOYAMA, LINKDATA 47

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  48. 2ߦ੓͕อ༗͢ΔσʔλશͯΛ
    Φʔϓϯσʔλʹ͢Δඞཁ͕͋Δͷ͔ʁ
    "/PσʔλʹΑͬͯదͨ͠ڞ༗ͷܗ͸ҟͳΔ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ਤͷग़యݩɿσδλϧγςΟ546,6#"ஜ೾େֶ ઒ౡ޺ҰڭतͷߨԋࢿྉΑΓҾ༻
    IUUQTXXXDJUZUTVLVCBMHKQLBOLPCVOLBFWFOUIUNM
    n σʔλεϖΫτϥϜ
    ɿσʔλͷൿಗੑʹΑͬͯ
    ݶఆతʹڞ༗͢Δͱ͍͏
    ߟ͑ํ͕͋Δ
    ެ։ඇެ։ͷ୒Ͱ͸ͳ͍

    n ͨͩ͠ɺ͍ͣΕʹͯ͠΋
    ૊৫಺Ͱ׆༻Ͱ͖ΔΑ͏ʹ
    ੔උ͓ͯ͘͠ඞཁ͕͋Δ
    nൿಗੑͷߴ͍σʔλ΋ɺ
    ಗ໊Խ΍ूܭॲཧΛࢪ͢͜ͱ
    ͰΦʔϓϯσʔλԽͰ͖Δ
    ৔߹͕͋ΔͨΊɺຽ͔ؒΒͷ
    χʔζ΋ߟྀͯ͠൑அ͢Δ
    ඞཁ͕͋Δ

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  49. 2ΦʔϓϯσʔλͷϦεΫͱͯ͠
    ͲͷΑ͏ͳ΋ͷ͕͋Δͷ͔ʁ
    "͋Δਓʹͱͬͯ͸༗ӹͳ৘ใͰ΋ɺผͷཱ৔ͷਓʹͱͬͯ͸
    ެ։͞ΕΔ͜ͱͰෆརӹ͕΋ͨΒ͞ΕΔ৔߹͕͋Δ
    ྫʣرগಈ২෺ͷੜଉ஍ͷσʔλ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ݚڀऀ΍؀ڥอޢஂମʹ
    ͱͬͯɺ׆ಈͷॿ͚ʹͳΔ
    ཚ֫ऀʹੜଉ஍Λಛఆ
    ͞ΕΔϦεΫ͕͋Δ

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  50. ʮϦεΫ͕͋Δ͔Βެ։͠ͳ͍ʯ
    ͱ͍͏൑அͰຊ౰ʹྑ͍ͷ͔ʁ
    ʮϦεΫϚωδϝϯτʯͷߟ͑ํ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB
    ਤͷग़యݩɿ*1"৘ใηΩϡϦςΟϚωδϝϯτͱ1%$"αΠΫϧ
    ϦεΫ΁ͷରԠ
    IUUQTXXXJQBHPKQTFDVSJUZNBOBHFSQSPUFDUQEDBSJTLIUNM
    σʔλͷϦεΫͷ࿩ʹͳΔͱ
    ʮϦεΫճආʯʮඇެ։ʯ
    ͱ͍͏ߟ͑ํʹؕΓ͕ͪ
    ྫ͑͹લड़ͷྫʹ͓͍ͯ΋ɺ
    • ৄࡉͳ৔ॴ͕ಛఆͰ͖ΔΑ͏
    ͳҐஔ৘ใ͸আ͍ͯެ։
    • ڐՄͨ͠ஂମͷΈͰݶఆڞ༗
    ͱ͍ͬͨબ୒ࢶ΋ߟ͑ΒΕΔ
    ʮൃੜՄೳੑʯͱʮଛ֐ͷ
    େ͖͞ʯΛؑΈͯɺϦεΫͷ
    ௿ݮɾอ༗ɾҠసͱ͍ͬͨ
    ରࡦ΋ݕ౼͢Δඞཁ͕͋Δ

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  51. ϦεΫ͚ͩΛҙࣝͤͣɺڗडͰ͖Δ
    ϝϦοτͱ͍͏؍఺΋๨Εͣʹ
    nΦʔϓϯσʔλΛ࣮ࢪ͠ͳ͍͜ͱͰෆརӹΛඃΔਓ͕
    ͍ͳ͍͔ʁ
    n ʮϦεΫ͕͋Δ͔ΒΦʔϓϯσʔλΛ
    ެ։͠ͳ͍ʯ
    ˠྫ͑ΔͳΒɺ
    ʮτΠϨοτϖʔύʔ͕
    ౪·ΕΔ͔΋͠Εͳ͍͔Βɺ
    τΠϨοτϖʔύʔΛஔ͔ͳ͍
    ʢ΋͘͠͸τΠϨΛ࢖Θͤͳ͍ʣʯ
    n ຊདྷެ։ͯ͠΋໰୊ͳ͍छྨͷσʔλΛ
    Φʔϓϯσʔλʹ͠ͳ͍͜ͱʹΑΔʮػձଛࣦʯ΋
    ϦεΫͷͭ
    $$#:4BZPLP4IJNPZBNB -JOL%BUB

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  52. ೝ஌όΠΞεΛ৐Γӽ͑Α͏
    ແҙࣝͷ͏ͪʹ͜Μͳೝ஌όΠΞεʢ߹ཧతͳ൑அ͕ग़དྷͳ͘
    ͳΔ৺ཧ࡞༻ʣʹ͍ؕͬͯ·ͤΜ͔ʁ
    θϩϦεΫόΠΞε ;FSPSJTLCJBT

    ͋Δ໰୊ͷϦεΫΛ׬શʹθϩʹ͢Δࣄʹ஫ҙΛूத͠ɺଞͷॏཁͳ
    ໰୊ͷϦεΫʹ஫ҙΛ෷Θͳ͍ɻ
    ݱঢ়ҡ࣋όΠΞε 4UBUVTRVPCJBT

    มԽΑΓ΋ݱঢ়Λҡ࣋͢Δ͜ͱΛ๬Ή৺ཧ࡞༻ɻ
    มԽ͢Δ͜ͱͰརӹΛಘΒΕΔՄೳੑ͕͋ΔͷʹɺมԽΛڪΕͯߦಈΛ
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  53. 2͢ͰʹϗʔϜϖʔδ΍ઐ༻ΞϓϦͰ
    ৘ใΛ഑৴͍ͯ͠ΔͷͰɺΦʔϓϯ
    σʔλʹ͢Δඞཁ͸ͳ͍ͷͰ͸ʁ
    "৘ใൃ৴खஈͷϨύʔτϦʔΛ૿΍ͨ͢ΊʹɺΦʔϓϯσʔλ
    Խ͢Δඞཁ͕͋Δ
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    n໰୊ᶃɿݱঢ়ͷϗʔϜϖʔδ΍ઐ༻ΞϓϦ͕ຊ౰ʹΘ͔Γ΍͘͢৘ใൃ
    ৴Ͱ͖͍ͯΔ͔ʁ
    n໰୊ᶄɿϗʔϜϖʔδ΍ઐ༻ΞϓϦԽ͞Εͨঢ়ଶ͔ΒɺଞͷαʔϏεΛ
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    ͷʢCZ஍Ҭ৘ใԽΞυόΠβʔ ݹ઒ହਓࢯʣ
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  54. ࣄྫɿʮ͗͢φϏʯ࿈ಈܕ
    Φʔϓϯσʔλʢਿฒ۠ʣ
    ி಺σʔλ؅ཧγεςϜ ࢢຽ޲͚ެ։஍ਤαʔϏεʮ͗͢φϏʯ
    ֎෦ͷΦʔϓϯσʔλڞ༗αʔϏεʮ-JOL%BUBPSHʯΛ࿈ܞ
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  55. ࣄྫɿʮ͗͢φϏʯ࿈ಈܕ
    Φʔϓϯσʔλʢਿฒ۠ʣ
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  56. LinkData.org
    ୭Ͱ΋ΦʔϓϯσʔλΛެ։Ͱ͖Δ࢓૊ΈͰ׭ຽڠಇΛαϙʔτ
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  57. දσʔλΛػցՄಡੑͷߴ͍σʔλʹม׵ͯ͠഑৴
    ୭Ͱ΋؆୯ʹΦʔϓϯσʔλΛެ։Մೳ
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    3

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  58. LinkData.org
    ར༻࣏ࣗମ਺

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  59. Φʔϓϯσʔλͷ
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    2019/9/13 CC BY 4.0 SAYOKO SHIMOYAMA, LINKDATA 59

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  60. ஍Ҭ৘ใԽΞυόΠβʔ೿ݣ੍౓
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  61. γϏοΫςοΫஂମ
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  62. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
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