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RESASではじめる観光データ分析

Yuichi Yazaki
October 05, 2016
730

 RESASではじめる観光データ分析

青森観光アプリ開発コンテストのプレセミナー&アイデアソンで講演した資料です。

主催:青森県/
企画・運営:エイチタス株式会社
協力:アマゾン ウェブ サービス ジャパン株式会社、星野リゾート 青森屋

Yuichi Yazaki

October 05, 2016
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Transcript

  1. 3&4"4Ͱ͸͡ΊΔ؍ޫσʔλ෼ੳ
    ߹ಉձࣾϊʔςʔγϣϯʗ໼࡚༟Ұ

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  2. ίϯϐϡʔλʹ͸ཧղ͠
    ΍͍͕͢ɺਓؒ͸ೝ஌
    ͮ͠Β͍
    ਓؒͷೝ஌ೳྗʹ͋Θͤ
    ͯந৅Խ͠ɺ୯ͳΔ਺ࣈ
    Ͱ͸ͳ͘ɺҙຯ͋Δ৘ใ
    ʹมԽͤ͞Δ
    ৘ใ͔ΒͳΔ΄ͲϙΠϯ
    τΛݟ͚ͭɺࣗ෼͝ͱԽ
    ͢Δ
    ͳΔ΄Ͳʂ
    σʔλ ՄࢹԽ ڞײ
    σʔλˠՄࢹԽˠڞײ

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  3. w ΠϯϑΥάϥϑΟοΫεʢྫɿ๮άϥϑɺԁά
    ϥϑͳͲʜʣʹ͍͚ۙͲɺϒϥ΢β্Ͱಈతʹ
    ಈ͘ɻ
    w ಈָ͍͍͚ͯͩ͠͡Όͳ͘ɺ৘ใͷ੾ΓऔΓํ
    ΛݟΔਓ͕બ΂Δɻ
    w ಺༰Λࣗ෼ࣄʹ͢Δ͜ͱ͕Ͱ͖Δɻ
    w ଟ༷ͳϞϊͷݟํΛఏڙͰ͖Δɻ

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  4. ΦϦϯϐοΫɾϝμϧͷଟ༷ͳݟํ
    IUUQTMBOEJOHHPPHMFDPNBMUNFEBMUBCMF

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  5. ࡾେ౎ࢢݍͷਓͷྲྀΕ
    IUUQTUSVDUVSFBOESFQSFTFOUBUJPODPNXPSLTQSFGFDUVSBM.JHSBOUT

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  6. http://structure-and-representation.com/works/odd/
    0QFO%BUB-PHP(FOFSBUPS

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  7. ࠃཱࠃձਤॻؗॳͷ
    σʔλɾϏδϡΞϥΠθʔγϣϯɾΠϕϯτ

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  8. ஍ํ࣏ࣗମʹ·ͭΘΔσʔλ
    ࢀՃऀͷ࡞඼
    IUUQMBCOEMHPKQDNT RWJTVBMJ[F
    IUUQTDPEFJRKQNBHB[JOF

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  9. ͘·Ϟϯ౓όʔɾνϟʔτ
    IUUQTXXXGBDFCPPLDPNQIPUPQIQ GCJETFUBUZQFUIFBUFS

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  10. σʔλͰֆΛඳ͘ϫʔΫγϣοϓ
    IUUQTNUSMOFULZPUPFWFOUT@EBUFESBXJOHXPSLTIPQ

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  11. IUUQTFJKJZBIPPDPKQZPVUIJEFBUIPO
    :BIPPΈΜͳͷ੓࣏
    ࡀબڍݖࣾձ՝୊ΞΠσΞιϯ

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  12. IUUQTFJKJZBIPPDPKQZPVUIJEFBUIPO
    ߴߍੜͷࣾձ՝୊ҙࣝΛ࡞඼Խ

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  13. ʮ৽͍͠୯ҐΛͭ͘Δʯ

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  14. ࿑ಇྗ཰ʢ̢ࣈΧʔϒʣ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ߦ੓۠෼
    Λࡉ͔͘
    ͢Δ
    ࢀՃऀͷ࡞඼

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  15. w ͍ͭ΋ঁੑ͹͔Γ͚ͩͲஉੑ͸Ͳ͏ͳͷʁ
    w ஍ҬʹΑͬͯҧ͍͸ͳ͍ͷʁ ࢢ۠ொଜϨϕϧͰ

    ࿑ಇྗ཰ʢ̢ࣈΧʔϒʣ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ߦ੓۠෼
    Λࡉ͔͘
    ͢Δ
    ࢀՃऀͷ࡞඼

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  16. ۠ɾੑผग़ͯ͠Έͨ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ߦ੓۠෼
    Λࡉ͔͘
    ͢Δ
    ࿑ಇྗ཰ʢ̢ࣈΧʔϒʣ
    ࢀՃऀͷ࡞඼

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  17. ۠ɾੑผग़ͯ͠Έͨ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ߦ੓۠෼
    Λࡉ͔͘
    ͢Δ
    ࿑ಇྗ཰ʢ̢ࣈΧʔϒʣ
    ࢀՃऀͷ࡞඼

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  18. ேͷ௨ۈ࣌ؒ෼ͷ஋ஈ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ೋͭͷࢦ
    ඪͷׂΓ

    ௨ۈ࣌ؒ෼͋ͨΓͷேͷ஋ஈ
    IUUQTESJWFHPPHMFDPNpMFE#US-#(+L;8U&D5'+4E[0).WJFX
    IUUQTEPDTHPPHMFDPNTQSFBETIFFUTEH44WP2J9/27'E5NVC#N;S-#J/@P7NK4;CF"O1,42FEJU VTQTIBSJOH
    Ո௞ฏۉʸ௨ۈ࣌ؒฏۉ
    ࢀՃऀͷ࡞඼

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  19. IUUQCZMJOFTOFXTZBIPPDPKQZB[BLJZVJDIJ
    :BIPPχϡʔεݸਓͰࣾձ՝୊ʹ͍ͭͯͷهࣄΛ࿈ࡌ

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  20. IUUQXXXBNB[PODPKQEQ
    ʮষ஍ݩͰϫʔΫγϣοϓΛ։͜͏ʯΛ$PEF'PS5PLZPͰ୲౰

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  21. 3&4"4׆༻࣮ફϚοϓ

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  22. ೔ຊਓͷҠಈ
    ֎ࠃਓͷҠಈ

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  23. ֎ࠃਓ؍ޫ٬

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  24. ֎ࠃਓ؍ޫ٬ɿ
    ೖग़ࠃ͢Δ৔ॴ
    w ԟ෮ͱ΋Ӌా͔੒ాΛར༻ʜ
    w ԟ෮ͱ΋౦๺Λར༻ʜ
    w ԟ෮ͱ΋ઋ୆Λར༻ʜ
    w ยಓ౦๺ɺยಓ৽ઍࡀΛར༻ʜ
    w ԟ෮ͱ΋৽ઍࡀΛར༻ʜ
    ౦๺ʜ੨৿ɺळాɺ͍ΘͯɺՖר
    3&4"4೥݄ʙ݄ʗ֎ࠃਓೖग़ࠃۭߓ෼ੳ
    גࣜձ̣̩̩ࣾυίϞɾגࣜձࣾυίϞɾΠϯαΠτϚʔέςΟϯάʮϞόΠϧۭؒ౷ܭšʯ

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  25. ֎ࠃਓ؍ޫ٬ɿ
    ੨৿ݝʹདྷΔલʗདྷͨޙɺͲ͜ʹ͍Δ͔
    w ௚લɺ௚ޙͱ΋ؠखɺ๺ւಓɺळాɺ౦ژ͕ଟ
    ͍
    3&4"4೥݄ʙ݄ʗ֎ࠃਓҠಈ૬ؔ෼ੳ
    גࣜձ̣̩̩ࣾυίϞɾגࣜձࣾυίϞɾΠϯαΠτϚʔέςΟϯάʮϞόΠϧۭؒ౷ܭšʯ

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  26. ֎ࠃਓ؍ޫ٬ɿ
    Ͳ͜ͷࠃͷਓ͕ଟ͍ʁ
    w ܦ೥Ͱ୆࿷͔Β͕μϯτπʹଟ͍
    w தࠃ΍ؖࠃ͔Β΋ൺֱతଟ͍͕ɺܦ೥ͰΈΔͱ
    ݁ߏϜϥ͕͋Δ
    w ΠΪϦεɺΦʔετϥϦΞͳͲ͕೥ʑண࣮ʹඍ
    ૿
    3&4"4೥݄ʙ೥݄ʗ֎ࠃਓ๚໰෼ੳ
    ؍ޫிʮ๚೔֎ࠃਓফඅಈ޲ௐࠪʯɺ೔ຊ੓෎؍ޫہʮ๚೔֎٬਺ʯ

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  27. ֎ࠃਓ؍ޫ٬ɿ
    ன࣌ʗ໷࣌ʹ଺ࡏ͍ͯ͠Δͷ͸Ͳ͜ͷࠃͷਓʁ
    w ΞϝϦΧ͕μϯτπʹଟ͘ɺଓ͍ͯதࠃɺ୆࿷ɺ
    ؖࠃ͕ଟ͍ʢ೥ʣ
    w ΞϝϦΧɺதࠃɺ୆࿷ɺؖࠃ͕͍͍ͩͨଟ͍
    ʢ೥ʣ
    w ʙ݄͚ͩλΠ͕ଟ͍ʢ೥ʣ
    3&4"4೥݄ʙ೥݄ʗ֎ࠃਓ଺ࡏ෼ੳ
    גࣜձ̣̩̩ࣾυίϞɾגࣜձࣾυίϞɾΠϯαΠτϚʔέςΟϯάʮϞόΠϧۭؒ౷ܭšʯ

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  28. ֎ࠃਓ؍ޫ٬ɿ
    ͓ۚΛͨ͘͞Μ࢖ͬͯΔͷ͸Ͳ͜ͷࠃͷਓʁ
    w ΄΅͢΂ͯͷେ෼ྨʢ؍ޫɾΤϯλϝؚΉʣʹ
    ͓͍ͯɺΞϝϦΧ͕μϯτπʹଟ͍
    w ॓ധ͸ؖࠃɺ୆࿷ɺΞϝϦΧ͕ଟ͍
    w ۚ༥ɾอݥαʔϏε͸ؖࠃͷΈʢɺ
    ೥ʣ
    3&4"4೥݄ʙ೥݄ʗ֎ࠃਓফඅ෼ੳ
    ϏβɾϫʔϧυϫΠυɾδϟύϯגࣜձࣾͷΧʔυσʔλʹج͖ͮɺ
    ಺ֳ׭๪·ͪɾͻͱɾ͠͝ͱ૑ੜຊ෦ࣄ຿ہ࡞੒

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  29. IUUQXXXUPVSJTNKQUPVSJTNEBUBCBTFTVSWFZKBQBOHVJEF
    +5#૯߹ݚڀॴʗKBQBOHVJEFDPNڞಉௐࠪ
    ʮ๚೔֎ࠃਓཱྀߦऀͷߦಈʯ

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  30. w ΞϝϦΧਓʜ೔ຊͷจԽΛମݧ͍ͨ͠
    w ΞδΞਓʜඒ͍͠ܠ৭Λݟ͍ͨ
    w Ϥʔϩούਓʜਆࣾ෹ֳΛݟ͍ͨ

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  31. w Ո଒΍༑ਓʹޠΓ͍ͨମݧʜࡇΓɺ͓ਖ਼݄ɺՖݟ

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  32. ؍ޫཱࠃͷ৚݅
    (%1ͷ
    ࠃ࿈ੈք؍ޫػؔͷࢦ਺ΛࢀߟʹʗσʔϏοτɾΞτΩϯιϯ

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  33. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ

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  34. ؍ޫிʗ౷ܭ৘ใɾനॻ
    IUUQXXXNMJUHPKQLBOLPDIPTJSZPVUPVLFJJOEFYIUNM

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  35. ͦ΋ͦ΋͋·Γདྷͯͳ͍ʢΞδΞͰ̓Ґʣ

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  36. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ

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  37. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ

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  38. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ

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  39. ೔ຊਓ؍ޫ٬

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  40. ؍ޫ٬ɿ
    େ͔ͮΈͳ܏޲
    ೥ʗ੨৿ݝ؍ޫೖࠐ٬౷ܭ
    w Ͳ͔͜Βɿݝ಺͔Βׂɺݝ֎͔Βׂ
    w ݝ֎ͷͲ͔͜Βɿ๺ւಓʗ౦๺͔Βׂɺ౦ژʗؔ
    ౦͔Βׂ
    w ੑผɿஉੑׂɺঁੑׂ
    w ೥୅ɿʗ୅Ͱׂɺ୅ׂɺ୅ׂ
    w ਓ਺ɿೋਓׂɺҰਓʗࡾਓׂ

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  41. ؍ޫ٬ɿ
    େ͔ͮΈͳ܏޲
    ೥ʗ੨৿ݝ؍ޫೖࠐ٬౷ܭ
    w ๚໰ճ਺ɿճ໨Ҏ্ׂɺճ໨ׂ
    w ໨తɿ؍ޫ͕΄΅ׂ
    w ॓ധ೔਺ɿҰധׂ͕ɺೋധׂ͕

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  42. ؍ޫ٬ɿ
    େ͔ͮΈͳ܏޲
    ೥ʗ੨৿ݝ؍ޫೖࠐ٬౷ܭ
    w ԕ͍ͱ͜Ζ͔Β
    དྷΔਓ΄Ͳ͓ۚ
    Λ࢖͏

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  43. ؍ޫཱࠃͷ৚݅
    ؾީɺࣗવɺจԽɺ৯ࣄ
    σʔϏοτɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ
    ࣏҆ͷྑ͞ɺަ௨γεςϜɺ͓΋ͯͳ͠ʜ

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  44. શମ࠷దͱݸਓ࠷దΛͭͳ͙
    σʔλϏδϡΞϥΠθʔγϣϯ
    w ݸผ࠷దͷ࿩ɻʮ໦ʯɻ
    w ݸਓͷࢹ఺ɻ
    ݸਓͷ՝୊
    ࣾձͷ՝୊
    w શମ࠷దͷ࿩ɻʮ৿ʯɻ
    w ߦ੓ͷࢹ఺ɻ౷ܭσʔλɻ
    w ʮ໦Λݟͯ৿Λݟͳ͍ʯ͔Βʮ໦Λݟͯ৿΋ݟΔʯ΁
    w ࣗ෼Ҏ֎ͷʮ໦ʯ΋ΈΔ͜ͱͰɺࣗ෼Λ٬؍ࢹͰ͖Δ
    w ෳ਺ͷ৚݅Λಉ࣌ʹൺֱ͢Δ͜ͱͰʮෳࡶܥʯͰ͋Δݱ࣮΁
    ͷղΛ

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