Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Introduction_of_GoogleAnalytics_with_R

465a530291aedb53fff5a6333e3dedaa?s=47 bk
March 06, 2021

 Introduction_of_GoogleAnalytics_with_R

465a530291aedb53fff5a6333e3dedaa?s=128

bk

March 06, 2021
Tweet

Transcript

  1. GoogleAnalyticsೖ໳ with R ~GoogleAnalyticsͷBigQuery࿈ܞσʔλ঺հ~

  2. ໨࣍ ର৅ͱ໨తʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 8FCΞφϦετͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͷ࢓૊ΈʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd 3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd ·ͱΊʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ ࢀߟจݙʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 2

  3. ໨࣍ ର৅ͱ໨తʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 8FCΞφϦετͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͷ࢓૊ΈʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd 3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd ·ͱΊʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ ࢀߟจݙʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ લஔ͖

    ຊ୊ 3
  4. ର৅ͱ໨త ର৅ࢹௌऀ w (PPHMF"OBMZUJDTΛ஌Β ͳ͍ w 8FCʹؔΘΔۀ຿͕͋Δ w ϒϩάΛॻ͍͍ͯΔ ໨త

    w ෼ੳͷσʔλιʔεͱ͠ ͯ(PPHMF"OBMZUJDTʹ Αͬͯऩूͨ͠σʔλΛ ௥Ճͯ͠΋Β͏ ࿩͞ͳ͍͜ͱ w (6*Ͱͷૢ࡞ํ๏ w طଘͷ (PPHMF"OBMZUJDTܥ3 ύοέʔδ w 3ݴޠͷ͜ͱ 4
  5. 8FCΞφϦετͱ͸

  6. 8FCαΠτͷΞΫηεղੳͷσʔλɺࢢ৔ಈ޲ɺτϨϯυ౳ɺ͞·͟·ͳϚʔέςΟϯ ά৘ใΛ෼ੳ͠ɺاۀͷۀ੷޲্ʹಋ͍͍ͯ͘໾ׂΛՌͨ͢͜ͱͷͰ͖ΔਓࡐΛʮ8FC ΞφϦετʯͱఆ͍ٛͯ͠·͢ɻ 8FCΞφϦετͱ͸ https://www.jwa-org.jp/webanalyst/ ϚʔέςΟϯά৘ใ ෼ੳ ۀ੷ͷ޲্ 6

  7. 8FCΞφϦετืूཁ߲ྫʢಛఆͷاۀͷ΋ͷͰ͸ͳ͍ʣ 8FCΞφϦετͱ͸ ٻΊΔεΩϧɾܦݧ ɾ(PPHMF"OBMZUJDT΍"EPCF"OBMZUJDTͳͲͷΞΫηεղੳπʔϧར༻ܦݧ ɾ5BCMFBV΍-PPLFSͳͲͷ#*πʔϧར༻ܦݧ ɾ42-ʹΑΔσʔλநग़ɺ෼ੳܦݧ 3ݴޠ΍౷ܭղੳͷܦݧ͕ٻΊΒΕΔ͜ͱ͸গͳ͍ 7

  8. (PPHMF"OBMZUJDTͱ͸

  9. (PPHMF"OBMZUJDTʢάʔάϧΞφϦςΟΫεʣ͸ɺ(PPHMF͕ແྉͰఏڙ͢Δ8FCϖʔδ ͷΞΫηεղੳαʔϏεɻ (PPHMF"OBMZUJDTͱ͸ https://ja.wikipedia.org/wiki/Google_Analytics 9

  10. (PPHMF"OBMZUJDTͱ͸ Ϣʔβʔ͸Ͳ͔͜Βདྷͨͷ͔ʁ FYݕࡧαΠτ ϦϯΫ 4/4 ϢʔβʔͷσόΠε͸Կ͔ʁ FYσεΫτοϓ ϞόΠϧ λϒϨοτ ϦϐʔτϢʔβʔͷׂ߹͸ʁ

    ભҠݩʹΑͬͯϢʔβʔͷظ଴ ʹԠ͑ΒΕ͍ͯΔ͔෼ੳ Ͳ͏ͨ͠ΒϢʔβʔ͕ఆணͯ͘͠ ΕΔͷ͔෼ੳ ಛఆͷσόΠεͰૢ࡞΍ಡΈऔΓ ͕೉͘͠ͳ͍ͬͯͳ͍͔֬ೝ 10
  11. (PPHMF"OBMZUJDTͷ࢓૊Έ

  12. (PPHMF"OBMZUJDTʢҎޙʮ("ʯͱදهʣͰ͸ɺλάຒΊࠐΈܕ΍8FCϏʔίϯܕͱ΋ ݺ͹ΕΔख๏Λ༻͍͍ͯΔɻ λάຒΊࠐΈܕ ର৅αΠτ಺ʹ("΁ͷλάΛຒΊࠐΜͰ͓͘ɻ๚໰ऀ͕ର৅αΠτ಺ΛҠಈ͢Δ͜ͱ Ͱ๚໰ऀͷ1$͔ΒӾཡ৘ใ͕("αʔόʔ΁ૹ৴͞ΕΔɻ 8FCαʔόʔଆͰ๚໰ऀͷΞΫηεϩάΛऩू͓ͯ͘͠ʮαʔόʔϩάղੳܕʯ΍ɺ ωοτϫʔΫ্ͷύέοτΛऔΓࠐΜͰ෼ੳ͢ΔʮύέοτΩϟϓνϟܕʯͷΑ͏ʹɺ ઐ໳஌ࣝ΍ઐ༻૷ஔ͕ඞཁͳ͘༰қʹಋೖͰ͖Δɻ (PPHMF"OBMZUJDTͷ࢓૊Έ https://ja.wikipedia.org/wiki/Google_Analytics

    12
  13. (PPHMF"OBMZUJDTͷ࢓૊Έ 8FCαΠτ ෼ੳऀ Ϣʔβʔ (PPHMF"OBMZUJDTαʔόʔ (PPHMF"OBMZUJDT #JH2VFSZ ᶃܭଌλάઃஔ ᶄϦΫΤετ ᶅϨεϙϯεʢ+ܭଌλάʣ

    ᶆσʔλૹ৴ ᶇूܭσʔλ ᶇrawσʔλ 13
  14. (PPHMF"OBMZUJDTͷ࢓૊Έ 8FCαΠτ ෼ੳऀ Ϣʔβʔ (PPHMF"OBMZUJDTαʔόʔ (PPHMF"OBMZUJDT #JH2VFSZ ᶃܭଌλάઃஔ ᶄϦΫΤετ ᶅϨεϙϯεʢ+ܭଌλάʣ

    ᶆσʔλૹ৴ ᶇूܭσʔλ ᶇrawσʔλ 14
  15. #JH2VFSZ࿈ܞ͸༗ঈ൛ͷΈ ೥݄ͷΞοϓσʔτʹΑΓɺ ແঈ൛Ͱ΋#JH2VFSZ࿈ܞ͕Ͱ͖ΔΑ͏ʹ ۀ຿Ͱ(PPHMF"OBMZUJDTσʔλΛ࢖༻͢Δػձ૿Ճʁ ݸਓϒϩά෼ੳʹ׆༻ʢ͸ͯϒɺ2JJUBͳͲʣ 61 (PPHMF"OBMZUJDTͷ࢓૊Έ 15

  16. #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ

  17. #JH2VFSZ࿈ܞखॱ  ("؅ཧը໘ͷϓϩύςΟ΁  #JH2VFSZͷϦϯΫઃఆ  ࿈ܞ͢ΔϓϩδΣΫτΛબ୒  ࿈ܞස౓Λબ୒ʢEBJMZ TUSFBNJOHʣ

     ઃఆ಺༰Λ֬ೝܾͯ͠ఆ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ IUUQTXXXNBSLFUFDIMBCPDPNHBBQQXFCQSPQFSUZUPCJHRVFSZ 17
  18. #JH2VFSZͷϦιʔεը໘ ࿈ܞޙɺσʔληοτʢBOBMZUJDT@YYYYʣ͕࡞੒͞Εɺͦ͜ʹ೔࣍Ͱςʔϒϧ ʢFWFOUT@ZZZZNNEEʣ͕௥Ճ͞Ε͍ͯ͘ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ 18

  19. #JH2VFSZͷϓϨϏϡʔը໘ ωετ͞Εͨঢ়ଶͰอଘ͞Ε͍ͯΔɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ https://support.google.com/firebase/answer/7029846?hl=ja 19

  20. #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ ͍ͭʢ8IFOʣ ԿΛͨ͠ʢ8IBUʣ ୭͕ʢ8IPʣ 20

  21. #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ ԿΛͨ͠ʢ8IBUʣ FWFOU@OBNF͕ʮԿΛͨ͠ͷ͔ʯ FYQBHF@WJFX TDSPMM DMJDL FWFOU@QBSBNT͕ৄࡉ৘ใ FYFWFOUͷىͬͨ͜ϖʔδ ηογϣϯͷ*% 21

  22. FWFOU@OBNF͕FWFOUͷछྨɺFWFOU@QBSBNT͕FWFOUͷৄࡉΛද͍ͯ͠Δɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ga_session_id ga_session_number “ϖʔδλΠτϧ” “https://xxxxx”

    NULL NULL NULL NULL 12345 1 event_params. value.string_value event_params. value.int_value ɾɾɾ ɾɾɾ ɾɾɾ page_view, scroll, clickͳͲ 22
  23. FWFOU@OBNF͕FWFOUͷछྨɺFWFOU@QBSBNT͕FWFOUͷৄࡉΛද͍ͯ͠Δɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ga_session_id ga_session_number “ϖʔδλΠτϧ” “https://xxxxx”

    NULL NULL NULL NULL 12345 1 event_params. value.string_value event_params. value.int_value ɾɾɾ ɾɾɾ ɾɾɾ page_view, scroll, clickͳͲ event_name page_view, scroll, clickͳͲ Ϣʔβʔ͕ԿΛͨ͠ͷ͔ɻ 8FCͱΞϓϦͰࣗಈతʹऩू͞ΕΔ߲໨͕ҟͳ ΔͷͰӈͷެࣜϖʔδΛ֬ೝɻ https://support.google.com/analytics/answer/9234069 23
  24. FWFOU@OBNF͕FWFOUͷछྨɺFWFOU@QBSBNT͕FWFOUͷৄࡉΛද͍ͯ͠Δɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ga_session_id ga_session_number “ϖʔδλΠτϧ” “https://xxxxx”

    NULL NULL NULL NULL 12345 1 event_params. value.int_value ɾɾɾ ɾɾɾ ɾɾɾ page_view, scroll, clickͳͲ event_params.key page_title page_location “ϖʔδλΠτϧ” “https://xxxxx” NULL NULL event_params. value.int_value QBHF@UJUMF΍QBHF@MPDBUJPOͷΑ͏ͳจࣈྻΛ஋ʹऔΔม਺͸ɺ ஋͕ʮTUSJOH@WBMVFʯʹ֨ೲ͞ΕΔɻ event_params. value.string_value 24
  25. FWFOU@OBNF͕FWFOUͷछྨɺFWFOU@QBSBNT͕FWFOUͷৄࡉΛද͍ͯ͠Δɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ga_session_id ga_session_number “ϖʔδλΠτϧ” “https://xxxxx”

    NULL NULL NULL NULL 12345 1 event_params. value.string_value ɾɾɾ ɾɾɾ ɾɾɾ page_view, scroll, clickͳͲ event_params.key ga_session_id ga_session_number NULL NULL 12345 1 event_params. value.string_value event_params. value.int_value HB@TFTTJPO@JE΍HB@TFTTJPO@OVNCFSͷΑ͏ͳ੔਺Λ஋ʹऔΔม਺͸ɺ஋͕ ʮJOU@WBMVFʯʹ֨ೲ͞ΕΔɻଞʹʮqPBU@WBMVFʯ΍ʮEPVCMF@WBMVFʯ΋ଘࡏ͢Δɻ 25
  26. FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτ಺ݕࡧ݁Ռʣͷ৔߹ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ɾɾɾ search_term “Search Result:XYZ”

    “https://xxxxx” ɾɾɾ “XYZ” NULL NULL ɾɾɾ NULL event_params. value.string_value event_params. value.int_value unique_search_term NULL 1.0 view_search_results 26
  27. FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτ಺ݕࡧ݁Ռʣͷ৔߹ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ɾɾɾ search_term “Search Result:XYZ”

    “https://xxxxx” ɾɾɾ “XYZ” NULL NULL ɾɾɾ NULL event_params. value.string_value event_params. value.int_value unique_search_term NULL 1.0 view_search_results Ϣʔβʔ͕αΠτ಺ݕࡧΛͨ͠ event_name view_search_results 27
  28. FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτ಺ݕࡧ݁Ռʣͷ৔߹ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ɾɾɾ search_term “Search Result:XYZ”

    “https://xxxxx” ɾɾɾ “XYZ” NULL NULL ɾɾɾ NULL event_params. value.string_value event_params. value.int_value unique_search_term NULL 1.0 view_search_results αΠτ಺Ͱݕࡧ͞Εͨจࣈྻ event_params.key event_params. value.string_value event_params. value.int_value 28
  29. FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτ಺ݕࡧ݁Ռʣͷ৔߹ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ event_name event_params.key page_title page_location ɾɾɾ search_term “Search Result:XYZ”

    “https://xxxxx” ɾɾɾ “XYZ” NULL NULL ɾɾɾ NULL event_params. value.string_value event_params. value.int_value unique_search_term NULL 1.0 view_search_results ౓͔͠ݕࡧ͞Ε͍ͯͳ͍จࣈྻ͕Ͳ͏͔ʁ event_params.key event_params. value.string_value event_params. value.int_value 29
  30. 3Ͱूܭͯ͠ΈΔ

  31. ηογϣϯ਺Λूܭ 3Ͱूܭͯ͠ΈΔ ΞΫηεղੳʹ͓͍ͯɺηογϣϯͱ͸8FCαΠτʹΞΫηεͯ͠ߦ͏Ұ࿈ͷߦಈΛࣔ ͢ɻʮ๚໰ʯʮϏδοτʯͱಉٛɻ ͋Δ8FCαΠτʹΞΫηεͯ͠ɺͦͷαΠτ͔Βग़ͯߦ͔͘ϒϥ΢βΛด͡Δ·Ͱ͕ ηογϣϯͱͳΔɻηογϣϯͰϖʔδ͔͠Ӿཡ͠ͳ͍৔߹΋͋Ε͹ɺηογϣϯ ͰԿϖʔδ΋ݟΔ৔߹΋͋Δɻ https://webtan.impress.co.jp/g/%E3%82%BB%E3%83%83%E3%82%B7%E3%83%A7%E3%83%B3 ("ʹ͓͚Δηογϣϯͷৄࡉ ɾ೔෇·͍ͨͰ΋ηογϣϯͱͯ͠Χ΢ϯτ

    ɾ෼ؒແૢ࡞Ͱηογϣϯऴྃ ɾྲྀೖݩ͕มΘͬͯ΋ಉҰηογϣϯͱݟͳ͞ΕΔ ɾTFTTJPO@TUBSUΠϕϯτ͕ର৅ https://support.google.com/analytics/answer/9191807?hl=ja 31
  32. 3Ͱूܭͯ͠ΈΔ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTSMJTUWFSTJPOT *OUSPEVDUJPOcSMJTU5VUPSJBM IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3Ͱ#JH2VFSZΛ࢖༻͢Δ IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLTEPDTVTFSCJHRVFSZ

    IMKB IUUQTCJHSRVFSZSECJPSH PS 32
  33. 3Ͱूܭͯ͠ΈΔ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTSMJTUWFSTJPOT *OUSPEVDUJPOcSMJTU5VUPSJBM IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3Ͱ#JH2VFSZΛ࢖༻͢Δ IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLTEPDTVTFSCJHRVFSZ

    IMKB IUUQTCJHSRVFSZSECJPSH PS 33
  34. 3Ͱूܭͯ͠ΈΔ event_name event_params.key ɾɾɾ ga_session_id ɾɾɾ 12345 “99999” event_params. value.int_value

    user_pseudo_id ɾɾɾ ผͷϢʔβʔʹಉ͡HB@TFTTJPO@JE͕ৼΒΕΔ͜ͱ͕͋Δ ͜ΕͷϢχʔΫ਺ΛΧ΢ϯτ͢Ε͹ྑ͍ʁ 34
  35. 3Ͱूܭͯ͠ΈΔ event_name event_params.key ɾɾɾ ga_session_id ɾɾɾ 12345 “99999” event_params. value.int_value

    user_pseudo_id ɾɾɾ ਅͷʢʁʣηογϣϯJE $0/$"5 35
  36. 3Ͱूܭͯ͠ΈΔ event_name event_params.key ɾɾɾ ga_session_id ɾɾɾ 12345 “99999” event_params. value.int_value

    user_pseudo_id ɾɾɾ ֊૚͕ҟͳΔʜʜ 36
  37. 3Ͱूܭͯ͠ΈΔ event_name event_params.key ɾɾɾ ga_session_id ɾɾɾ 12345 “99999” event_params. value.int_value

    user_pseudo_id ɾɾɾ 37 ूܭखॱ ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔʢ("͸TFTTJPO@TUBSU͔Βηογϣϯ਺Λूܭ͍ͯ͠Δ ʣ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ *https://support.google.com/analytics/answer/9191807?hl=ja
  38. 3Ͱूܭͯ͠ΈΔ 38 ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  39. 3Ͱूܭͯ͠ΈΔ 39 ਂ͍֊૚ͷ߲໨ΛϕΫτϧԽ SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  40. 3Ͱूܭͯ͠ΈΔ 40 ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ σʔλϑϨʔϜԽ SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  41. 3Ͱूܭͯ͠ΈΔ 41 FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ <(">ηογϣϯͷܭࢉ IUUQTTVQQPSUHPPHMFDPNBOBMZUJDTBOTXFS IMKB ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  42. 3Ͱूܭͯ͠ΈΔ 42 HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  43. 3Ͱूܭͯ͠ΈΔ 43 EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ ֊૚ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞੒ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞੒ EQMZSΛ༻͍ͯ೔෇୯ҐͰηογϣϯJEͷϢχʔΫ਺Λूܭ

  44. ɾ(PPHMF"OBMZUJDTͱ͸8FCϖʔδͷΞΫηεղੳαʔϏε ɾ#JH2VFSZ࿈ܞ͕ແঈʹͳͬͨ ɾFWFOU@OBNFͱFWFOU@QBSBNTΛத৺ʹߟ͑Δͱूܭ͠΍͍͢ ɾूܭ͸CJHSRVFSZͰ42-Λॻ͔͘ɺSMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ͔ ·ͱΊ 44

  45. (PPHMF"OBMZUJDTແྉηϛφʔ ಈըʣ IUUQTXXXZPVUVCFDPNXBUDI W7P+UV"%JD (PPHMFΞφϦςΟΫεʹاۀ໊Λදࣔͤ͞Δ࢓૊ΈcͲ͜Ͳ͜+1ϥʔχϯά IUUQTXXXEPDPEPDPKQMFBSOCUPCIUNM (PPHMF%FWFMPQFST+BQBO#JH2VFSZ׆༻ज़6//&45ؔ਺ IUUQTEFWFMPQFSTKQHPPHMFCMPHDPNCJHRVFSZUJQVOOFTUGVODUJPOIUNM (PPHMF"OBMZUJDT #JH2VFSZͰΑ͘࢖͏جຊతͳ42-ྫcΤΫενϡΞגࣜձࣾϒϩά

    IUUQTFYUVSFDPNCMPHHPPHMFBOBMZUJDTCJHRVFSZTRMT (PPHMF"OBMZUJDT"1*JOUP3wHPPHMF"OBMZUJDT3 IUUQTDPEFNBSLFENPOETPONFHPPHMF"OBMZUJDT3 ࢀߟจݙ 45
  46. n j o y !