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

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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14. IUUQTFJKJZBIPPDPKQZPVUIJEFBUIPO
    :BIPPΈΜͳͷ੓࣏
    ࡀબڍݖࣾձ՝୊ΞΠσΞιϯ
    

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15. IUUQTFJKJZBIPPDPKQZPVUIJEFBUIPO
    ߴߍੜͷࣾձ՝୊ҙࣝΛ࡞඼Խ
    

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16. ʮ৽͍͠୯ҐΛͭ͘Δʯ
    

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

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18. w ͍ͭ΋ঁੑ͹͔Γ͚ͩͲஉੑ͸Ͳ͏ͳͷʁ
    w ஍ҬʹΑͬͯҧ͍͸ͳ͍ͷʁ ࢢ۠ொଜϨϕϧͰ
    
    ࿑ಇྗ཰ʢ̢ࣈΧʔϒʣ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ߦ੓۠෼
    Λࡉ͔͘
    ͢Δ
    ࢀՃऀͷ࡞඼
    

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

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

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21. ேͷ௨ۈ࣌ؒ෼ͷ஋ஈ
    IUUQXXXHFOEFSHPKQBCPVU@EBOKPXIJUFQBQFSI[FOUBJIUNMIPOQFOC@T@IUNM
    ೋͭͷࢦ
    ඪͷׂΓ
    ࢉ
    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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22. IUUQCZMJOFTOFXTZBIPPDPKQZB[BLJZVJDIJ
    :BIPPχϡʔεݸਓͰࣾձ՝୊ʹ͍ͭͯͷهࣄΛ࿈ࡌ
    

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23. 3&4"4
    

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

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25. 3&4"4׆༻࣮ફϚοϓ
    

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26. ೔ຊਓͷҠಈ
    ֎ࠃਓͷҠಈ
    

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27. ֎ࠃਓ؍ޫ٬
    

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

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30. ֎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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31. ֎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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32. ֎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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33. IUUQXXXUPVSJTNKQUPVSJTNEBUBCBTFTVSWFZKBQBOHVJEF
    +5#૯߹ݚڀॴʗKBQBOHVJEFDPNڞಉௐࠪ
    ʮ๚೔֎ࠃਓཱྀߦऀͷߦಈʯ
    

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

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35. w Ո଒΍༑ਓʹޠΓ͍ͨମݧʜࡇΓɺ͓ਖ਼݄ɺՖݟ
    

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

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37. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ
    

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38. ؍ޫிʗ౷ܭ৘ใɾനॻ
    IUUQXXXNMJUHPKQLBOLPDIPTJSZPVUPVLFJJOEFYIUNM
    

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39. ͦ΋ͦ΋͋·Γདྷͯͳ͍ʢΞδΞͰ̓Ґʣ
    

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40. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ
    

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41. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ
    

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42. σʔϏουɾΞτΩϯιϯʮ৽ɾ؍ޫཱࠃ࿦ʯ
    

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43. ೔ຊਓ؍ޫ٬
    

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44. ؍ޫ٬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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45. ؍ޫ٬ɿ
    େ͔ͮΈͳ܏޲
    ೥ʗ੨৿ݝ؍ޫೖࠐ٬౷ܭ
    w ๚໰ճ਺ɿճ໨Ҏ্ׂɺճ໨ׂ
    w ໨తɿ؍ޫ͕΄΅ׂ
    w ॓ധ೔਺ɿҰധׂ͕ɺೋധׂ͕
    

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

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47. ·ͱΊ
    

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

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49. 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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