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Introduction_of_GoogleAnalytics_with_R
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bk
March 06, 2021
Programming
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Introduction_of_GoogleAnalytics_with_R
https://watagusa.hatenablog.com/entry/2021/06/21/090219
bk
March 06, 2021
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Transcript
GoogleAnalyticsೖ with R ~GoogleAnalyticsͷBigQuery࿈ܞσʔλհ~
࣍ ରͱతʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 8FCΞφϦετͱʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͱʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͷΈʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd 3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd ·ͱΊʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ ࢀߟจݙʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 2
࣍ ରͱతʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ 8FCΞφϦετͱʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͱʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd (PPHMF"OBMZUJDTͷΈʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd #JH2VFSZ࿈ܞσʔλʹ͍ͭͯʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd 3Ͱूܭͯ͠ΈΔʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQd ·ͱΊʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ ࢀߟจݙʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜʜQ લஔ͖
ຊ 3
ରͱత ରࢹௌऀ w (PPHMF"OBMZUJDTΛΒ ͳ͍ w 8FCʹؔΘΔۀ͕͋Δ w ϒϩάΛॻ͍͍ͯΔ త
w ੳͷσʔλιʔεͱ͠ ͯ(PPHMF"OBMZUJDTʹ Αͬͯऩूͨ͠σʔλΛ Ճͯ͠Β͏ ͞ͳ͍͜ͱ w (6*Ͱͷૢ࡞ํ๏ w طଘͷ (PPHMF"OBMZUJDTܥ3 ύοέʔδ w 3ݴޠͷ͜ͱ 4
8FCΞφϦετͱ
8FCαΠτͷΞΫηεղੳͷσʔλɺࢢಈɺτϨϯυɺ͞·͟·ͳϚʔέςΟϯ άใΛੳ͠ɺاۀͷۀ্ʹಋׂ͍͍ͯ͘ΛՌͨ͢͜ͱͷͰ͖ΔਓࡐΛʮ8FC ΞφϦετʯͱఆ͍ٛͯ͠·͢ɻ 8FCΞφϦετͱ https://www.jwa-org.jp/webanalyst/ ϚʔέςΟϯάใ ੳ ۀͷ্ 6
8FCΞφϦετืूཁ߲ྫʢಛఆͷاۀͷͷͰͳ͍ʣ 8FCΞφϦετͱ ٻΊΔεΩϧɾܦݧ ɾ(PPHMF"OBMZUJDT"EPCF"OBMZUJDTͳͲͷΞΫηεղੳπʔϧར༻ܦݧ ɾ5BCMFBV-PPLFSͳͲͷ#*πʔϧར༻ܦݧ ɾ42-ʹΑΔσʔλநग़ɺੳܦݧ 3ݴޠ౷ܭղੳͷܦݧ͕ٻΊΒΕΔ͜ͱগͳ͍ 7
(PPHMF"OBMZUJDTͱ
(PPHMF"OBMZUJDTʢάʔάϧΞφϦςΟΫεʣɺ(PPHMF͕ແྉͰఏڙ͢Δ8FCϖʔδ ͷΞΫηεղੳαʔϏεɻ (PPHMF"OBMZUJDTͱ https://ja.wikipedia.org/wiki/Google_Analytics 9
(PPHMF"OBMZUJDTͱ ϢʔβʔͲ͔͜Βདྷͨͷ͔ʁ FYݕࡧαΠτ ϦϯΫ 4/4 ϢʔβʔͷσόΠεԿ͔ʁ FYσεΫτοϓ ϞόΠϧ λϒϨοτ ϦϐʔτϢʔβʔͷׂ߹ʁ
ભҠݩʹΑͬͯϢʔβʔͷظ ʹԠ͑ΒΕ͍ͯΔ͔ੳ Ͳ͏ͨ͠ΒϢʔβʔ͕ఆணͯ͘͠ ΕΔͷ͔ੳ ಛఆͷσόΠεͰૢ࡞ಡΈऔΓ ͕͘͠ͳ͍ͬͯͳ͍͔֬ೝ 10
(PPHMF"OBMZUJDTͷΈ
(PPHMF"OBMZUJDTʢҎޙʮ("ʯͱදهʣͰɺλάຒΊࠐΈܕ8FCϏʔίϯܕͱ ݺΕΔख๏Λ༻͍͍ͯΔɻ λάຒΊࠐΈܕ ରαΠτʹ("ͷλάΛຒΊࠐΜͰ͓͘ɻ๚ऀ͕ରαΠτΛҠಈ͢Δ͜ͱ Ͱ๚ऀͷ1$͔ΒӾཡใ͕("αʔόʔૹ৴͞ΕΔɻ 8FCαʔόʔଆͰ๚ऀͷΞΫηεϩάΛऩू͓ͯ͘͠ʮαʔόʔϩάղੳܕʯɺ ωοτϫʔΫ্ͷύέοτΛऔΓࠐΜͰੳ͢ΔʮύέοτΩϟϓνϟܕʯͷΑ͏ʹɺ ઐࣝઐ༻ஔ͕ඞཁͳ͘༰қʹಋೖͰ͖Δɻ (PPHMF"OBMZUJDTͷΈ https://ja.wikipedia.org/wiki/Google_Analytics
12
(PPHMF"OBMZUJDTͷΈ 8FCαΠτ ੳऀ Ϣʔβʔ (PPHMF"OBMZUJDTαʔόʔ (PPHMF"OBMZUJDT #JH2VFSZ ᶃܭଌλάઃஔ ᶄϦΫΤετ ᶅϨεϙϯεʢ+ܭଌλάʣ
ᶆσʔλૹ৴ ᶇूܭσʔλ ᶇrawσʔλ 13
(PPHMF"OBMZUJDTͷΈ 8FCαΠτ ੳऀ Ϣʔβʔ (PPHMF"OBMZUJDTαʔόʔ (PPHMF"OBMZUJDT #JH2VFSZ ᶃܭଌλάઃஔ ᶄϦΫΤετ ᶅϨεϙϯεʢ+ܭଌλάʣ
ᶆσʔλૹ৴ ᶇूܭσʔλ ᶇrawσʔλ 14
#JH2VFSZ࿈ܞ༗ঈ൛ͷΈ ݄ͷΞοϓσʔτʹΑΓɺ ແঈ൛Ͱ#JH2VFSZ࿈ܞ͕Ͱ͖ΔΑ͏ʹ ۀͰ(PPHMF"OBMZUJDTσʔλΛ༻͢Δػձ૿Ճʁ ݸਓϒϩάੳʹ׆༻ʢͯϒɺ2JJUBͳͲʣ 61 (PPHMF"OBMZUJDTͷΈ 15
#JH2VFSZ࿈ܞσʔλʹ͍ͭͯ
#JH2VFSZ࿈ܞखॱ ("ཧը໘ͷϓϩύςΟ #JH2VFSZͷϦϯΫઃఆ ࿈ܞ͢ΔϓϩδΣΫτΛબ ࿈ܞසΛબʢEBJMZ TUSFBNJOHʣ
ઃఆ༰Λ֬ೝܾͯ͠ఆ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ IUUQTXXXNBSLFUFDIMBCPDPNHBBQQXFCQSPQFSUZUPCJHRVFSZ 17
#JH2VFSZͷϦιʔεը໘ ࿈ܞޙɺσʔληοτʢBOBMZUJDT@YYYYʣ͕࡞͞Εɺͦ͜ʹ࣍Ͱςʔϒϧ ʢFWFOUT@ZZZZNNEEʣ͕Ճ͞Ε͍ͯ͘ɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ 18
#JH2VFSZͷϓϨϏϡʔը໘ ωετ͞Εͨঢ়ଶͰอଘ͞Ε͍ͯΔɻ #JH2VFSZ࿈ܞσʔλʹ͍ͭͯ https://support.google.com/firebase/answer/7029846?hl=ja 19
#JH2VFSZ࿈ܞσʔλʹ͍ͭͯ ͍ͭʢ8IFOʣ ԿΛͨ͠ʢ8IBUʣ ୭͕ʢ8IPʣ 20
#JH2VFSZ࿈ܞσʔλʹ͍ͭͯ ԿΛͨ͠ʢ8IBUʣ FWFOU@OBNF͕ʮԿΛͨ͠ͷ͔ʯ FYQBHF@WJFX TDSPMM DMJDL FWFOU@QBSBNT͕ৄࡉใ FYFWFOUͷىͬͨ͜ϖʔδ ηογϣϯͷ*% 21
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
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 8FCͱΞϓϦͰࣗಈతʹऩू͞ΕΔ߲͕ҟͳ ΔͷͰӈͷެࣜϖʔδΛ֬ೝɻ https://support.google.com/analytics/answer/9234069 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.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@UJUMFQBHF@MPDBUJPOͷΑ͏ͳจࣈྻΛʹऔΔมɺ ͕ʮTUSJOH@WBMVFʯʹ֨ೲ͞ΕΔɻ event_params. value.string_value 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.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@JEHB@TFTTJPO@OVNCFSͷΑ͏ͳΛʹऔΔมɺ͕ ʮJOU@WBMVFʯʹ֨ೲ͞ΕΔɻଞʹʮqPBU@WBMVFʯʮEPVCMF@WBMVFʯଘࡏ͢Δɻ 25
FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτݕࡧ݁Ռʣͷ߹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
FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτݕࡧ݁Ռʣͷ߹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 Ϣʔβʔ͕αΠτݕࡧΛͨ͠ event_name view_search_results 27
FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτݕࡧ݁Ռʣͷ߹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 αΠτͰݕࡧ͞Εͨจࣈྻ event_params.key event_params. value.string_value event_params. value.int_value 28
FWFOU@OBNF͕WJFX@TFBSDI@SFTVMUTʢαΠτݕࡧ݁Ռʣͷ߹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
3Ͱूܭͯ͠ΈΔ
ηογϣϯΛूܭ 3Ͱूܭͯ͠ΈΔ ΞΫηεղੳʹ͓͍ͯɺηογϣϯͱ8FCαΠτʹΞΫηεͯ͠ߦ͏Ұ࿈ͷߦಈΛࣔ ͢ɻʮ๚ʯʮϏδοτʯͱಉٛɻ ͋Δ8FCαΠτʹΞΫηεͯ͠ɺͦͷαΠτ͔Βग़ͯߦ͔͘ϒϥβΛด͡Δ·Ͱ͕ ηογϣϯͱͳΔɻηογϣϯͰϖʔδ͔͠Ӿཡ͠ͳ͍߹͋Εɺηογϣϯ ͰԿϖʔδݟΔ߹͋Δɻ https://webtan.impress.co.jp/g/%E3%82%BB%E3%83%83%E3%82%B7%E3%83%A7%E3%83%B3 ("ʹ͓͚Δηογϣϯͷৄࡉ ɾ·͍ͨͰηογϣϯͱͯ͠Χϯτ
ɾؒແૢ࡞Ͱηογϣϯऴྃ ɾྲྀೖݩ͕มΘͬͯಉҰηογϣϯͱݟͳ͞ΕΔ ɾTFTTJPO@TUBSUΠϕϯτ͕ର https://support.google.com/analytics/answer/9191807?hl=ja 31
3Ͱूܭͯ͠ΈΔ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTSMJTUWFSTJPOT *OUSPEVDUJPOcSMJTU5VUPSJBM IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM SMJTUͰϦετΛܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3Ͱ#JH2VFSZΛ༻͢Δ IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLTEPDTVTFSCJHRVFSZ
IMKB IUUQTCJHSRVFSZSECJPSH PS 32
3Ͱूܭͯ͠ΈΔ IUUQTXXXSEPDVNFOUBUJPOPSHQBDLBHFTSMJTUWFSTJPOT *OUSPEVDUJPOcSMJTU5VUPSJBM IUUQTSFOLVOLFOHJUIVCJPSMJTUUVUPSJBMJOEFYIUNM SMJTUͰϦετΛܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF CJHSRVFSZͰ42-Λॻ͘ SMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ 3Ͱ#JH2VFSZΛ༻͢Δ IUUQTDMPVEHPPHMFDPNBJQMBUGPSNOPUFCPPLTEPDTVTFSCJHRVFSZ
IMKB IUUQTCJHSRVFSZSECJPSH PS 33
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 ͜ΕͷϢχʔΫΛΧϯτ͢Εྑ͍ʁ 34
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
3Ͱूܭͯ͠ΈΔ event_name event_params.key ɾɾɾ ga_session_id ɾɾɾ 12345 “99999” event_params. value.int_value
user_pseudo_id ɾɾɾ ֊͕ҟͳΔʜʜ 36
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@TUBSU͔ΒηογϣϯΛूܭ͍ͯ͠Δ ʣ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ *https://support.google.com/analytics/answer/9191807?hl=ja
3Ͱूܭͯ͠ΈΔ 38 ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
3Ͱूܭͯ͠ΈΔ 39 ਂ͍֊ͷ߲ΛϕΫτϧԽ SMJTUͰϦετΛܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
3Ͱूܭͯ͠ΈΔ 40 ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ σʔλϑϨʔϜԽ SMJTUͰϦετΛܗͯ͠σʔλϑϨʔϜʹ͢Δ IUUQTRJJUBDPNOP[NBJUFNTEDCFFEEF ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
3Ͱूܭͯ͠ΈΔ 41 FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ <(">ηογϣϯͷܭࢉ IUUQTTVQQPSUHPPHMFDPNBOBMZUJDTBOTXFS IMKB ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
3Ͱूܭͯ͠ΈΔ 42 HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
3Ͱूܭͯ͠ΈΔ 43 EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ ֊ΛͦΖ͑ͨσʔλϑϨʔϜΛ࡞ FWFOU@OBNFΛzTFTTJPO@TUBSUzʹߜΔ HB@TFTTJPO@JEͱVTFS@QTFVEP@JEΛ݁߹ͯ͠ηογϣϯJEΛ࡞ EQMZSΛ༻͍ͯ୯ҐͰηογϣϯJEͷϢχʔΫΛूܭ
ɾ(PPHMF"OBMZUJDTͱ8FCϖʔδͷΞΫηεղੳαʔϏε ɾ#JH2VFSZ࿈ܞ͕ແঈʹͳͬͨ ɾFWFOU@OBNFͱFWFOU@QBSBNTΛத৺ʹߟ͑Δͱूܭ͍͢͠ ɾूܭCJHSRVFSZͰ42-Λॻ͔͘ɺSMJTUͰKTPOΛMJTUܗࣜͰॲཧ͢Δ͔ ·ͱΊ 44
(PPHMF"OBMZUJDTແྉηϛφʔ ಈըʣ IUUQTXXXZPVUVCFDPNXBUDI W7P+UV"%JD (PPHMFΞφϦςΟΫεʹاۀ໊Λදࣔͤ͞ΔΈcͲ͜Ͳ͜+1ϥʔχϯά IUUQTXXXEPDPEPDPKQMFBSOCUPCIUNM (PPHMF%FWFMPQFST+BQBO#JH2VFSZ׆༻ज़6//&45ؔ IUUQTEFWFMPQFSTKQHPPHMFCMPHDPNCJHRVFSZUJQVOOFTUGVODUJPOIUNM (PPHMF"OBMZUJDT #JH2VFSZͰΑ͘͏جຊతͳ42-ྫcΤΫενϡΞגࣜձࣾϒϩά
IUUQTFYUVSFDPNCMPHHPPHMFBOBMZUJDTCJHRVFSZTRMT (PPHMF"OBMZUJDT"1*JOUP3wHPPHMF"OBMZUJDT3 IUUQTDPEFNBSLFENPOETPONFHPPHMF"OBMZUJDT3 ࢀߟจݙ 45
n j o y !