Introduction_of_GoogleAnalytics_with_R

https://watagusa.hatenablog.com/entry/2021/06/21/090219

Transcript

1. GoogleAnalyticsೖ໳ with R ~GoogleAnalyticsͷBigQuery࿈ܞσʔλ঺հ~
2. ໨࣍ ର৅ͱ໨తʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ
   8FCΞφϦετͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd
   (PPHMF"OBMZUJDTͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   (PPHMF"OBMZUJDTͷ࢓૊Έʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   
   Qd
   3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   ·ͱΊʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ
   ࢀߟจݙʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 2
3. ໨࣍ ର৅ͱ໨తʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ
   8FCΞφϦετͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd
   (PPHMF"OBMZUJDTͱ͸ʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   (PPHMF"OBMZUJDTͷ࢓૊Έʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   
   Qd
   3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜ
   
   Qd
   ·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
    FY
    ݕࡧαΠτ
    ϦϯΫ
    4/4 ϢʔβʔͷσόΠε͸Կ͔ʁ
    FY
    σεΫτοϓ
    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
    FY
    QBHF@WJFX
    TDSPMM
    DMJDL FWFOU@QBSBNT͕ৄࡉ৘ใ
    FY
    FWFOUͷىͬͨ͜ϖʔδ
    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 *OUSPEVDUJPO
    c
    SMJTU
    5VUPSJBM
    IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM
    SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ
    IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3
    Ͱ
    #JH2VFSZ
    Λ࢖༻͢Δ
    IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLTEPDTVTFSCJHRVFSZ IMKB IUUQTCJHSRVFSZSECJPSH PS 32
33. 3Ͱूܭͯ͠ΈΔ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTSMJTUWFSTJPOT *OUSPEVDUJPO
    c
    SMJTU
    5VUPSJBM
    IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM
    SMJTUͰϦετΛ੔ܗͯ͠σʔλϑϨʔϜʹ͢Δ
    IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3
    Ͱ
    #JH2VFSZ
    Λ࢖༻͢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
    "OBMZUJDT
    
    ແྉηϛφʔ
    ಈըʣ
    IUUQTXXXZPVUVCFDPNXBUDI W7P+UV"%JD
    (PPHMFΞφϦςΟΫεʹاۀ໊Λදࣔͤ͞Δ࢓૊ΈcͲ͜Ͳ͜+1
    ϥʔχϯά
    IUUQTXXXEPDPEPDPKQMFBSOCUPCIUNM
    (PPHMF
    %FWFMPQFST
    +BQBO
    #JH2VFSZ
    ׆༻ज़
    6//&45
    ؔ਺
    IUUQTEFWFMPQFSTKQHPPHMFCMPHDPNCJHRVFSZUJQVOOFTUGVODUJPOIUNM
    (PPHMF
    "OBMZUJDT
    
    
    #JH2VFSZͰΑ͘࢖͏جຊతͳ42-ྫ
    c
    ΤΫενϡΞגࣜձࣾϒϩά
    IUUQTFYUVSFDPNCMPHHPPHMFBOBMZUJDTCJHRVFSZTRMT
    (PPHMF
    "OBMZUJDT
    "1*
    JOUP
    3
    w
    HPPHMF"OBMZUJDT3
    IUUQTDPEFNBSLFENPOETPONFHPPHMF"OBMZUJDT3 ࢀߟจݙ 45
46. n j o y !