サマリビューを起点としたデータ分析ワークフロー

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5DN6XO,QF$OO5LJKWV5HVHUYHG ([SORUDWRU\ 䝕䞊䝍䝃䜲䜶䞁䝇ຮᙉ఍ 䝷䜽䝇䝹ᰴᘧ఍♫䚷᰿᮶ဴஓ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ᰿᮶ဴஓ䠄䛽䛤䜝䛶䛴䜔䠅 Ɣ 䝕䞊䝍䝃䜲䜶䞁䝔䜱䝇䝖#䝷䜽䝇䝹ᰴᘧ఍♫ࠥ Ɣ ኱Ꮫ䛷䛿䝞䜲䜸䜲䞁䝣䜷䝬䝔䜱䜽䝇䜢ᑓᨷ Ɣ ಟኈㄢ⛬䜢༞ᴗᚋ䚸ᑵ⫋ 䝕䞊䝍䝃䜲䜶䞁䝔䜱䝇䝖䞉䝋䝣䝖䜴䜵䜰䜶䞁䝆䝙䜰䛸䛧䛶⫋ົ䛻ᚑ஦ ⮬ᕫ⤂௓

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5DN6XO,QF$OO5LJKWV5HVHUYHG Ä 2XU9LVLRQ䛂௙⤌䜏䜢ኚ䛘䜜䜀䚸ୡ⏺䛿䜒䛳䛸Ⰻ䛟䛺䜛䚹䛃䛣䜜䜎䛷䝕䝆䝍䝹໬䛜䛒䜎䜚㐍䜣䛷᮶䛺䛛䛳䛯஦ᴗ㡿ᇦ䛻 ኚ㠉䜢䜒䛯䜙䛩䛣䛸䜢䝭䝑䝅䝵䞁䛸䛧䛶䛔䜛䚹 Ɣ ༳ๅ஦ᴗ䛾䝷䜽䝇䝹 Ɣ 㐠㏦஦ᴗ䛾䝝䝁䝧䝹 Ɣ 79&0஦ᴗ䛾䝜䝞䝉䝹䛸䛔䛳䛯஦ᴗ䜢ᒎ㛤䚹䝷䜽䝇䝹䛷䛾䝕䞊䝍ά⏝䛻䛴䛔䛶䠖 Ɣ ඲♫ᶓ᩿ⓗ䛺䝕䞊䝍ศᯒ䝏䞊䝮䛿⌧ᅾྡ Ɣ ௚䛻䜒ྛ஦ᴗ㒊䛻䝕䞊䝍䜰䝘䝸䝇䝖䞉䝃䜲䜶䞁䝔䜱䝇䝖䛜ᅾ⡠ 䝷䜽䝇䝹䛻䛴䛔䛶

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5DN6XO,QF$OO5LJKWV5HVHUYHG 䜲䝧䞁䝖䞉᥇⏝᝟ሗ ŕ5DN6XO,QF$OO5LJKWV5HVHUYHG :HDUHKLULQJ Ɣ 䝕䞊䝍䝃䜲䜶䞁䝔䜱䝇䝖 Ɣ 䝕䞊䝍䜰䝘䝸䝇䝖 ເ㞟᝟ሗ䛿䛣䛱䜙

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5DN6XO,QF$OO5LJKWV5HVHUYHG ௒ᚋ䛾䜲䝧䞁䝖 ᫬䡚䚷'H1$䞉䝷䜽䝇䝹&72䛜ㄒ䜛䛄䜶䞁䝆䝙䜰䛾⫱䛶᪉䛸⫱䛱᪉䛅䜲䝧䞁䝖䞉᥇⏝᝟ሗ ŕ5DN6XO,QF$OO5LJKWV5HVHUYHG ᭱᪂䛾᝟ሗ䛿䛣䛱䜙 #UDNVXOGHY

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5DN6XO,QF$OO5LJKWV5HVHUYHG Ç Ɣ 䝷䜽䝇䝹䛷䛾([SORUDWRU\฼⏝䝅䞊䞁䠃([SORUDWRU\䛸௚䛾䝒䞊䝹䛾ẚ㍑ Ɣ ஦౛⤂௓ ż ஦౛㏦ᐈ䝥䝻䝆䜵䜽䝖 ż ஦౛䝉䞊䝹䝇䝸䝇䝖ศᯒ 䜰䝆䜵䞁䝎

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5DN6XO,QF$OO5LJKWV5HVHUYHG 䝷䜽䝇䝹䛷䛾 ([SORUDWRU\ά⏝䝅䞊䞁 ([SORUDWRU\䛸௚䛾䝒䞊䝹䛾ẚ㍑

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5DN6XO,QF$OO5LJKWV5HVHUYHG É ♫ෆศᯒ⎔ቃ䛻䛴䛔䛶 Ɣ %LJ4XHU\䛻':+ Ɣ ฼⏝䛩䜛ศᯒ䝒䞊䝹䛿⌧≧䛷䛿䝯䞁䝞䞊䛾⿢㔞 Ɣ 㠀䜶䞁䝆䝙䜰䛷䜒64/䜢᭩䛡䜛䝯䞁䝞䞊ከᩘ 䝒䞊䝹䛾౑䛔ศ䛡䠄ಶேⓗ䛺䠅 Ɣ ィ⟬䛧䛯䛔䜒䛾䛜᫂☜䛛䛴༢⣧%LJ4XHU\!*RRJOH6SUHDG Ɣ 䝕䞊䝍䛾᥈⣴䚸64/䛷䛿㞴䛧䛔ฎ⌮䜔ྍど໬!([SORUDWRU\ Ɣ ᶵᲔᏛ⩦䚸୍⯡ⓗ䛷䛺䛔ᡭἲ䚸㠀ᵓ㐀໬䝕䞊䝍䠄⾲ᙧᘧ䛷䛺䛔䝕䞊䝍䠅 !䝇䜽䝸䝥䝔䜱䞁䜾୺䛻3\WKRQ 䝷䜽䝇䝹䛾♫ෆศᯒ⎔ቃ䛸([SORUDWRU\฼⏝䝅䞊䞁

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5DN6XO,QF$OO5LJKWV5HVHUYHG Ê %LJ4XHU\䛻᥋⥆䛧䛯䛔䛸䛝䛿䚸䝕䞊䝍䝣䝺䞊䝮䛛䜙㏣ຍ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÁ Ɣ ⣲᪩䛟ṇ☜䛻⟅䛘䜢ฟ䛧䛯䛔 Ɣ ⤖ᯝ䛻䛴䛔䛶᭦䛻῝᥀䜚䛧䛯䛔 ż 䝕䞊䝍ศᯒ䛿཯᚟ⓗ䛺䝥䝻䝉䝇 ż 䛒䜛ศᯒ䛻䜘䛳䛶䜟䛛䛳䛯⤖ᯝ䜢ཷ䛡䛶䛥䜙䛻᪂䛧䛔ศᯒ䜢⾜䛖 ż ౛ᩍ⫱㛵ಀ䛾䝴䞊䝄䛻ᑐ䛧䛶ᑠ෉Ꮚ䛜䜘䛟኎䜜䜛䛣䛸䛜䜟䛛䛳䛯 ĺ䛭䛾୰䛷䜒≉䛻䛹䛖䛔䛳䛯ᒙ䛻኎䜜䛶䛔䜛䠛䜘䛟኎䜜䜛᫬ᮇ䛿䠛䚷௚䛻䜘䛟㈙䛳䛶䛔䜛ၟရ䛿䠛 Ɣ ศᯒ䛾㐣⛬䛻䛴䛔䛶䛒䛸䛛䜙᳨ド䛧䛯䛔 ż ศᯒ⤖ᯝ䛻䛴䛔䛶䛾␲ၥ䛜ศᯒᚋ䛧䜀䜙䛟䛧䛶䛛䜙ฟ䛶䛟䜛 ż ౛⤖ᯝ䜢ඹ᭷䛧䛶୍㐌㛫ᚋ䛻㛵ಀ⪅䛛䜙㉁ၥ䛜᮶䛯䛧䜀䜙䛟῝᥀䜚䛧䛯⤖ᯝ䚸௨๓䛾௬ㄝ䛸཯䛩䜛㒊ศ䛜ฟ䛶䛝䛯䝕䞊䝍ศᯒ䛻䛚䛡䜛୍⯡ⓗ䛺ㄢ㢟

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÂ 䝕䞊䝍ศᯒ䝒䞊䝹䛻䛿ୗ䛾䜘䛖䛺ᛶ㉁䛜ḧ䛧䛔 Ɣ ᚲせ䛺ィ⟬䛜䛷䛝䜛 Ɣ ᧯స䛜ᴦ Ɣ ィ⟬⤖ᯝ䛜ぢ䜔䛩䛔 Ɣ ಟṇ䛜ᐜ᫆ Ɣ 㐣ཤ⾜䛺䛳䛯ศᯒ䛾෌ᐇ⾜䛜⡆༢䛷䚸ྠ䛨⤖ᯝ䛜ᚓ䜙䜜䜛 Ɣ 㐣ཤ䛻⾜䛺䛳䛯ศᯒᡭ㡰䜢ὶ⏝䛧䜔䛩䛔䛣䜜䜙䛾Ⅼ䛻䛚䛔䛶([SORUDWRU\䛿㠀ᖖ䛻ඃ䜜䛯䝒䞊䝹䛷䛒䜛䛸ឤ䛨䜛 ศᯒ䛻౑䛖䝒䞊䝹䛔䛟䛴䛛䛸ẚ㍑䛧䛶䛔䛟䝕䞊䝍ศᯒ䝒䞊䝹䛾ഛ䛘䛶䛔䛶ḧ䛧䛔ᛶ㉁

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÃ ([FHO䜔*RRJOH6SUHDGVKHHW䛺䛹䛷ศᯒ䛩䜛䝯䝸䝑䝖 Ɣ *8,䛷᧯స䛜⡆༢ Ɣ ィ⟬䛾㏵୰⤒㐣䛜㏣䛔䜔䛩䛔䝕䝯䝸䝑䝖 Ɣ 䛷䛝䜛䛣䛸䛾ᖜ䛜⊃䛔 Ɣ 䝕䝞䝑䜾䛜ᅔ㞴䝇䝥䝺䝑䝗䝅䞊䝖

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÄ 䝇䜽䝸䝥䝖䜢䜶䝕䜱䝍䛷᭩䛔䛶䝍䞊䝭䝘䝹䛛䜙ᐇ⾜䛩䜛䝇䜽䝸䝥䝖䠄3\WKRQ䚸5䛺䛹䠅

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÅ 䝯䝸䝑䝖 Ɣ 䛹䜣䛺ฎ⌮䛷䜒䛷䛝䜛 Ɣ 䝽䞁䝁䝬䞁䝗䛷෌ᐇ⾜ Ɣ 䝁䞊䝗䛜౑䛔ᅇ䛧䜔䛩䛔 Ɣ 䝞䞊䝆䝵䞁⟶⌮䛧䜔䛩䛔䝕䝯䝸䝑䝖 Ɣ సᴗ㔞䛜ቑ䛘䛜䛱 Ɣ 䝁䞊䝗䛸ฟຊ䛜ู䛾䝣䜯䜲䝹䛻䛺䜚䚸ᩓ㐓䛧䛜䛱䝇䜽䝸䝥䝖

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÆ :HE䝤䝷䜴䝄ୖ䛷3\WKRQ䜔5䛾䝁䞊䝗䜢ᐇ⾜䛧䚸 ᐇ⾜⤖ᯝ䜢䜎䛸䜑䛯䝗䜻䝳䝯䞁䝖䛸䛧䛶⾲♧䛷䛝䜛ศᯒ⎔ቃ -XS\WHU1RWHERRN

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÇ 䝯䝸䝑䝖 Ɣ 䝁䞊䝗䛸⤖ᯝ䜢୪䜉䛶సᴗ䛜䛷䛝䜛 Ɣ 䝣䜯䜲䝹䛜ᩓ㐓䛧䛺䛔 Ɣ *LW+XEୖ䛷䜒ぢ䜙䜜䜛䝕䝯䝸䝑䝖 Ɣ ⾲䛜ぢ䛵䜙䛔 Ɣ 䝞䞊䝆䝵䞁⟶⌮䝅䝇䝔䝮䛸䛾┦ᛶ䛜ᝏ䛔 Ɣ 䝁䞊䝗䛾෌฼⏝ᛶ䛜ప䛔 -XS\WHU1RWHERRN

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÈ 䝯䝸䝑䝖 Ɣ ᚲせ䛺సᴗ䛜ᑡ䛺䛟䚸䜲䞁䝍䝷䜽䝔䜱䝤 Ɣ 䝁䞊䝗䛷䜒᭩䛡䜛 Ɣ ฎ⌮䜢ಟṇ䛧䛯᫬䛻෌ィ⟬䛥䜜䜛 Ɣ 䝁䞊䝗䛻ฟຊ䛷䛝䜛䝕䝯䝸䝑䝖 Ɣ 㠀ᵓ㐀໬䝕䞊䝍䠄⾲ᙧᘧ䛻䛺䜙䛺䛔⏬ീ䜔䝛䝑䝖䝽䞊䜽ᵓ㐀䛺䛹䠅䜢 ᢅ䛔䛵䜙䛔 Ɣ ᢅ䛖䝕䞊䝍䝣䝺䞊䝮䛾✀㢮䛜ቑ䛘䜛䛸సᴗ䛜኱ኚ Ɣ ௒䜎䛷ྠ䛨䜘䛖䛺䛣䛸䜢⾜䛖䝁䞊䝗䜢᭩䛟䛾䛻㈝䜔䛧䛯᫬㛫䜢↓㥏䛻ឤ䛨䜛 ([SORUDWRU\

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5DN6XO,QF$OO5LJKWV5HVHUYHG ஦౛⤂௓ࠥ㏦ᐈ䝥䝻䝆䜵䜽䝖ࠥ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÂÊ ⫼ᬒ䠖 ᫖ᖺ䝷䜽䝇䝹䛸ᥦᦠ䜢㛤ጞ䛧䛯䝃䞊䝡䝇䚸䝨䝷䜲䝏䛸䛾䜰䜹䜴䞁䝖ᥦᦠ䛾᱌ෆ䜢Ⓩ㘓䛾☜ ᗘ䛾㧗䛔䝴䞊䝄䞊䛥䜣䛻㏦䜛䛣䛸䛻䛧䛯䚹 ศᯒෆᐜ䠖䝨䝷䜲䝏䛻䛩䛷䛻Ⓩ㘓䛧䛶䛔䛯䝴䞊䝄䞊䛥䜣䛾䝕䞊䝍䛜Ꮡᅾ䛧䛶䛔䛯䛯䜑䚸䝴䞊䝄ᒓᛶ䛸䛾┦㛵䜢ぢ䛯ୖ䛷ᑐ㇟䝴䞊䝄䞊䜢⤠䜚㎸䜐䛣䛸䛻䛧䛯䚹䝡䝆䝛䝇ഃ䛛䜙䛾௬ㄝ䠖 ≉䛻䝴䞊䝄䞊䛾⫋✀䛸ἲே䛸䛧䛶䛾つᶍ䛜㔜せ䛷䛿䠛 ᱌௳ᴫせ䚷

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÁ ฼⏝䝕䞊䝍䜰䜹䜴䞁䝖䛾 ᭷ ↓ 䠄ㄽ ⌮ ್ 䚸 ┠ ⓗ ኚ ᩘ 䠅䝴䞊䝄 ,'䠄ᩚ ᩘ ್ 䠅 ἲ ே 䝴䞊䝄䛛 ྰ 䛛䠄ㄽ ⌮ ್ 䠅つ ᶍ 䠄䜹䝔䝂䝸 ್ 䠅 ᴗ ✀ 䠄䜹䝔䝂䝸 ್ 䠅 ฼ ⏝ 䛧䛯䛣䛸䛾䛒䜛 ၟ ရ 䠄䜹䝔䝂䝸 ್ 䠅䈜ㄝ᫂䛷䛿䝎䝭䞊䝕䞊䝍䜢 ฼⏝䛧䜎䛩

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÂ Ɣ 䝡䝆䝛䝇ഃ䛛䜙䛾௬ㄝ䠄Ⓩ㘓䛸䝴䞊䝄䞊䛾⫋✀䜔ἲேつᶍ䛸䛾㛵ಀ䠅䜢ㄪ䜉䛯䛔 Ɣ ୖグ௨እ䛻䜒䚸Ⓩ㘓䛻㛵ಀ䛩䜛ኚᩘ䛜䛺䛔䛛䜒ㄪ䜉䛯䛔 ĺከ䛟䛾䝏䝱䞊䝖䜢సᡂ䛧䛶䚸ኚᩘ㛫䛾㛵ಀ䜢ㄪ䜉䜛ᚲせ䛜䛒䜛䚹䛧䛛䛧䚸⣲᪩䛟ṇ☜䛻䜔䜚䛯䛔«« ㄢ㢟䚷

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÃ 䝃䝬䝸䝡䝳䞊䛾┦㛵䝰䞊䝗䜢฼⏝䛩䜛 ┦㛵䝰䞊䝗䛾฼⏝

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÄ ┦㛵䝰䞊䝗䛾฼⏝ ┠ⓗኚᩘKDVBDFRXQW䜢㑅ᢥ䛩䜛䚹䛭䜜䛮䜜䛾䝥䝻䝑䝖䛜┠ⓗኚᩘ䛸䛾┦㛵㛵ಀ䜢♧䛩䜒䛾䛻ษ䜚᭰䜟䜛䚹

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÅ ྍど໬䛾䝍䜲䝥䜢䛂୙☜ᐇᛶ䛃䛻ษ䜚᭰䛘䜛䚹 ┦㛵䝰䞊䝗䛾฼⏝

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5DN6XO,QF$OO5LJKWV5HVHUYHG ┠ⓗኚᩘ䛸䚸䛂HPSOR\HHBVL]H䛃䛂LQGXVWU\䛃ኚᩘ䛿┦㛵䛜䛒䜛䛂LVBEL]䛃䛂SURGXFWBFDWHJRU\䛃ኚᩘ䛿┦㛵䛜䛺䛔䈜䛹䛖䛧䛶䛭䛖ㄞ䜏ྲྀ䜜䜛䛾䛛䠛ㄞ䜏᪉䛻䛴䛔䛶䛿 ḟ䛾䝇䝷䜲䝗䛷 ÃÆ 䚷䚷䚷 ┦㛵䝰䞊䝗䠄୙☜ᐇᛶ䠅䛛䜙䜟䛛䜛䛣䛸

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÇ 䜶䝷䞊䝞䞊䝥䝻䝑䝖䛾ゎ㔘 ๓ᥦ䠖ᡭඖ䛾䝕䞊䝍䛛䜙ィ⟬䛧䛯ᣦᶆ䛿䛂┿䛾䛃್䛛䜙䝈䝺䛶䛔䜛ྍ⬟ᛶ䛜䛒䜛 Ɣ ィ ᫬䛾䝜䜲䝈 Ɣ 䝃䞁䝥䝹䛾೫䜚 ᣦᶆ䜢༢⣧䛻ẚ㍑䛧䛯ሙྜ䛻䝭䝇䝸䞊䝕䜱䞁䜾䛻䛺䜛ྍ⬟ᛶ䛜䛒䜛䛭䛣䛷䚸Ⅼ䛷䛿䛺䛟䛂䛣䛾ᣦᶆ䛿䛣䛾⠊ᅖෆ䛻཰䜎䜛ྍ⬟ᛶ䛜㧗䛔䛃䛸䛔䛖 ⠊ᅖ䜢ぢ䜛䛂䜶䝷䞊䝞䞊䛻㔜䛺䛳䛶䛔䜛㒊ศ䛜䛺䛔䜒䛾ྠኈ䛿᫂☜䛻␗䛺䜛䛃䛸⪃䛘䜙䜜䜛

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5DN6XO,QF$OO5LJKWV5HVHUYHG ┦㛵䛾ᙉ䛔ኚᩘ㡰䛻䝋䞊䝖䛜䛷䛝䜛䚹 ≉䛻ኚᩘ䛜ከ䛔ሙྜ䛿౽฼ ÃÈ ┦㛵䝡䝳䞊䛾䝋䞊䝖

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5DN6XO,QF$OO5LJKWV5HVHUYHG 䝃䝬䝸䝡䝳䞊䛛䜙䜶䝷䞊䝞䞊䝏䝱䞊䝖䜢⡆༢䛻సᡂ䛷䛝䜛 ÃÉ 䝏䝱䞊䝖䛾సᡂ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÃÊ ᴗ✀䛸䜰䜹䜴䞁䝖ᡤᣢ䛾㛫䛻┦㛵䛜䛒䜛䛣䛸䜢♧䛩䜶䝷䞊䝞䞊䝏䝱䞊䝖䛜᏶ᡂ 䝏䝱䞊䝖䛾సᡂ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÁ Ɣ 䝡䝆䝛䝇䝃䜲䝗䛾௬ㄝ㏻䜚䛾ኚᩘ䛸ᙉ䛔┦㛵䛜䛒䛳䛯 ż 䛂䛹䛾䜹䝔䝂䝸䛻≉䛻ຠᯝ䛜䛒䜚䛭䛖䛛䛃䛂䛹䛾⛬ᗘ䛾ᕪ䛜䛒䜛䛾䛛䛃䛺䛹䚸௬ㄝ䜢䛥䜙䛻᥎䛧㐍䜑䛯䛸䛣䜝䜎䛷 ᢕᥱ䛩䜛䛣䛸䛜䛷䛝䛯 Ɣ ᐇ㝿䛻䝯䞊䝹䝬䜺䝆䞁䜢㏦䛳䛯㝿䛻䜒཯ᛂ䛾ᕪ䛜ぢ䜙䜜䛯 Ɣ ௚䛾ኚᩘ䜘䜚䜒䛿䛳䛝䜚䛸ຠ䛔䛶䛔䜛䛣䛸䛜䝃䝬䝸䝡䝳䞊䛻䜘䛳䛶 ᐜ᫆䛻ぢ䛶ྲྀ䜜䛯 Ɣ ศ䛟䜙䛔䛷సᴗ䛜⤊䜟䛳䛯 ż 3\WKRQ䛷సᴗ䛧䛶䛔䛯䜙䛚䛭䜙䛟᪥ศ⛬ᗘ䛾ᕤᩘ䛻䛺䛳䛶䛔䛯 ศᯒ䛻䛴䛔䛶䜎䛸䜑

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5DN6XO,QF$OO5LJKWV5HVHUYHG ஦౛⤂௓ࠥ䝉䞊䝹䝇䝸䝇䝖ศᯒࠥ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÃ ⫼ᬒ䠖䝷䜽䝇䝹䛾᪂ᶵ⬟䛷䛒䜛ἲே䜰䜹䜴䞁䝖ᶵ⬟䛻䛴䛔䛶Ⴀᴗ䜢⾜䛺䛳䛶䛔䛯䛜䚸 Ⴀᴗඛ䛜ከ䛔䛯䜑䝁䝇䝖䛜䛛䛺䜚䛛䛛䛳䛶䛔䛯䚹䛒䜛⛬ᗘ☜ᗘ䛾㧗䛭䛖䛺䝴䞊䝄䞊䛛䜙Ⴀᴗ䜢䛛䛡䜛䜘䛖䛻䛧䛯䛛䛳䛯䚹 ศᯒෆᐜᴫせ䠖 Ⴀᴗ䛾☜ᗘ䛾ண 䝰䝕䝹䜢స䜜䛺䛔䛛䠛 ᑡ䛺䛟䛸䜒ᙳ㡪䛾኱䛝䛭䛖䛺ኚᩘ䜢⤠䜚㎸䜐䛣䛸䛿䛷䛝䛺䛔䛛䠛 ண 䝰䝕䝹䜢䛔䛝䛺䜚స䜛䛾䛿䝕䞊䝍Ⅼᩘ䛾㛵ಀ䛷㞴䛧䛭䛖䛺䛾䛷䚸䜎䛪䛿䝕䞊䝍䜢ศᯒ䛧䛶䝣䜱䞊䝗䝞䝑䜽䛧䛴䛴䝕䞊䝍䜢⁀䜑䛶䛔䛟䛣䛸䛻䛧䛯䚹 ฼⏝䝕䞊䝍䠖 Ɣ ἲேつᶍ䚸฼⏝㒊⨫䛺䛹䛾㢳ᐈ䛾ᇶᮏ᝟ሗ Ɣ Ⓩ㘓᪥䚸᭱ึ䛾㉎㈙᪥䚸┤㏆䛾㉎㈙᪥ Ɣ ฼⏝≧ἣ䠄┤㏆᪥䛷䛾 ฼⏝䝴䞊䝄ᩘ䚸኎ୖ䚸㉎ධ㢖ᗘ䚸㉎ධၟရᩘ䠅䈜௨㝆䛾ㄝ᫂䛷䛿䝎䝭䞊䝕䞊䝍䜢⏝䛔䛶䛚䜚䚸ୖグ䛾ኚᩘ඲䛶䜢ྵ䜣䛷䛔䜎䛫䜣 ᱌௳ᴫせ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÄ ୍ཱྀ䛻ண 䝰䝕䝹䜢స䜛䛸ゝ䛳䛶䜒䚸䛭䛣䛻⮳䜛䜎䛷䛻䛿ᵝ䚻䛺ฎ⌮䜢䛧䛯䜚䚸☜ㄆ䜢䛩䜛ᚲせ䛜䛷䛶䛟䜛䚹䜎䛯ண 䝰䝕䝹䜢ᵓ⠏䛧䛯ᚋ䜒ᵓ⠏䛧䛯䝰䝕䝹䛻ᑐ䛩䜛⌮ゎ䚸䝏䝳䞊䝙䞁䜾䛜ᚲせ䛻䛺䜛䚹 Ɣ 䝕䞊䝍䛾⌮ゎ Ɣ 䝕䞊䝍䛾๓ฎ⌮䞉ຍᕤ Ɣ ᡭἲ䛾㑅ᐃ䞉䝰䝕䝹ᵓ⠏ Ɣ 䝰䝕䝹䛾ᛶ⬟ホ౯ Ɣ ୖグ䛾⤖ᯝ䜢ඖ䛻䚸䝰䝕䝹䛾ỗ⏝ᛶ䜢䛒䛢䜛䛯䜑䛾䝏䝳䞊䝙䞁䜾䛸෌ᵓ⠏ 䝁䞊䝗䜢᭩䛟ሙྜ䚸୍䛴୍䛴䛾䝇䝔䝑䝥䛤䛸䛻ฎ⌮䜢⾜䛖䛯䜑䛾䝁䞊䝗䜢᭩䛔䛶䚸䛥䜙䛻䛸䛝䛻䛿ฎ⌮⤖ᯝ䛾☜ㄆ䛾䛯䜑䛾ྍど໬䛾䛯䜑䛾䝁䞊䝗䜢᭩䛟ᚲせ䛜䛒䜛䚹 ĺ䜔䜙䛺䛔䛸䛔䛡䛺䛔䛣䛸䚸☜ㄆ䛧䛺䛔䛸䛔䛡䛺䛔䛣䛸䛿䛯䛟䛥䜣

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÆ 䜎䛪䛿䝃䝬䝸䝡䝳䞊䛷ぢ䛶䜏䜛䚹௨ୗ䛾䜘䛖䛺䛣䛸䛜⣲᪩䛟䝏䜵䝑䜽䛷䛝䜛䚹 Ɣ 䝕䞊䝍ᆺ䛿䛹䛖䛺䛳䛶䛔䜛䛛䠛 Ɣ ᐃᩘ䛻䛺䛳䛶䛔䜛ኚᩘ䛿䛺䛔䛛䠛 Ɣ Ḟᦆ್䛜ከ䛩䛞䜛ኚᩘ䛿䛺䛔䛛䠛 Ɣ ኚᩘ䛿䛹䛾䜘䛖䛻ศᕸ䛧䛶䛔䜛䛛䠛䝕䞊䝍⌮ゎ䝕䞊䝍ㄞ䜏㎸䜏䜔๓ฎ⌮䛻᫂䜙䛛䛺㛫㐪䛔䛜䛺䛔䛛☜ㄆ䛷䛝䜛䚹㐺⏝䛩䜉䛝ᶵᲔᏛ⩦䛾┠ᫍ䛜䛴䛟ሙྜ䜒䛒䜛䚹

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÇ ᴗ✀䜢䝣䜱䝹䝍䝸䞁䜾䛩䜛ฎ⌮䜢㏣ຍ ๓ฎ⌮

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÈ ᴗ✀䜢䝣䜱䝹䝍䝸䞁䜾䛩䜛ฎ⌮䜢㏣ຍ ๓ฎ⌮

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÉ 䝣䜱䝹䝍䝸䞁䜾䛜ពᅗ㏻䜚䛖䜎䛟䛔䛳䛯䛾䛛䛜䝃䝬䝸䝡䝳䞊䛛䜙䛩䛠䛻䝏䜵䝑䜽䛷䛝䜛 ๓ฎ⌮ 䚷䚷䚷

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÄÊ ᭱ึ䛻ኚᩘ㛫䛾┦㛵䜢䝏䜵䝑䜽䛩䜛䚹 Ɣ ኚᩘ㛫䛾㛵ಀ䛜኱㞧ᢕ䛻䜟䛛䜛 Ɣ ≉䛻䚸ᙉ䛔┦㛵䛾䛒䜛ኚᩘྠኈ䜢ᢕᥱ䛩䜛䛂䜰䝘䝸䝔䜱䜽䝇䛃䝍䝤䛛䜙᪂䛧䛔ศᯒ䜢㏣ຍ䛧䚸䛂┦㛵䛃䜢㑅䜆䛂ኚᩘ䛾ิ䛃䜢䜽䝸䝑䜽䛧䚸⾲♧䛥䜜䜛⏬㠃䛷ᩘ್ኚᩘ඲䛶䜢㑅ᢥ䛧 2.䜢䜽䝸䝑䜽 ኚᩘ䛾㑅ᐃ䠄ኚᩘ㛫䛾┦㛵䜢䝏䜵䝑䜽䠅䚷䚷䚷䚷䚷䚷䚷䚷䚷

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÁ IUHTXHQF\BG䛸IUHTXHQF\BG䚸38BG䛸38BG䛾㛫䛻䛿 ᙉ䛔┦㛵䛜䛒䜛 Ɣ ⥺ᙧᅇᖐ䜢฼⏝䛧䛯ሙྜᝏᙳ㡪䜢ཬ䜌䛩䛛䜒䛧䜜䛺䛔 Ɣ 䛭䜜䛮䜜G䛛G䛛䛹䛱䜙䛛䛻⤠䛳䛶䜒Ⰻ䛥䛭䛖 ኚᩘ䛾㑅ᐃ䠄ኚᩘ㛫䛾┦㛵䜢䝏䜵䝑䜽䠅䚷䚷䚷䚷䚷䚷

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÂ 䝃䝬䝸䝡䝳䞊䛾┦㛵䝰䞊䝗䛛䜙䝰䝕䝹సᡂ䛜䛷䛝䜛䐋䜢ᢲ䛧䛺䛜䜙䝰䝕䝹䛻⤌䜏㎸䜏䛯䛔ኚᩘ䛾䝥䝻䝑䝖䜢䜽䝸䝑䜽䛧䛶䛔䛝䚸䌼䝬䞊䜽䜢䜽䝸䝑䜽䛧䛶ᡭἲ䜢㑅ᢥ䠄௒ᅇ䛿䝷䞁䝎䝮䝣䜷䝺䝇䝖䜢฼⏝䠅䝰䝕䝹ᵓ⠏

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÃ 䝷䞁䝎䝮䝣䜷䝺䝇䝖䝰䝕䝹䛜సᡂ䛷䛝䛯䝰䝕䝹ᵓ⠏

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÄ ண 䝬䝖䝸䝑䜽䝇䛛䜙ṇゎ⋡䛜䜟䛛䜛 «䛧䛛䛧௒ᅇ䛿඲䝕䞊䝍䜢Ꮫ⩦䛻౑䛳䛶䛧䜎䛳䛶䛚䜚䚸ᛶ⬟ホ౯䛜䛷䛝䛺䛔䠄ᶵᲔᏛ⩦䜰䝹䝂䝸䝈䝮䛜䜹䞁䝙䞁䜾䛧䛶䛔䜛≧ែ䠅䝰䝕䝹䛾ᛶ⬟ホ౯

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÅ 䝔䝇䝖䝰䞊䝗䜢฼⏝䛩䜛カ⦎䝕䞊䝍䛸᳨ド䝕䞊䝍䜢ศ䛡䛶ྛ✀ᣦᶆ䜢⮬ືィ⟬䛧䛶䛟䜜䜛䝰䝕䝹䛾ᛶ⬟ホ౯䠄カ⦎䝕䞊䝍䛸᳨ド䝕䞊䝍䜢ศ䛡䜛䠅

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÆ カ⦎䝕䞊䝍䛸᳨ド䝕䞊䝍䜢ศ䛡䛶䚸ᨵ䜑䛶ᛶ⬟᳨ド䝰䝕䝹䛾ᛶ⬟ホ౯ 758(䛾ண ᛶ⬟䛜㢧ⴭ䛻ప䛔䝕䞊䝍୰䛾┠ⓗኚᩘ䛾䜋䛸䜣䛹䛜)$/6(䛺䜙䛂)$/6(䜢㏉䛩䛰䛡䛾䝰䝕䝹䛷䜒୍ぢ㧗ᛶ⬟䛃䛺䛯䜑

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÇ 䝏䝳䞊䝙䞁䜾䠄䝕䞊䝍䛾୙ᆒ⾮䛾ㄪᩚ䠅 ౛䛘䜀䚸䝕䞊䝍䛾୙ᆒ⾮䜢ㄪᩚ䛩䜛䛣䛸䛷ඛ㏙䛾ၥ㢟䜢ᅇ㑊䛩䜛

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÈ 䝕䞊䝍䛾୙ᆒ⾮䜢ㄪᩚ䛧䛯⤖ᯝ䚸ᐇ ್䠙758(䛻䛚䛡䜛ᛶ⬟䛜኱䛝䛟ᨵၿ䛧䛯䝏䝳䞊䝙䞁䜾䠄䝕䞊䝍䛾୙ᆒ⾮䛾ㄪᩚ䠅

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÉ 䝰䝕䝹䛾ᛶ⬟䛜ୖ䛢䜙䜜䛯䛸䛣䜝䛷䚸䝰䝕䝹䛾୰㌟䜢ぢ䛶䛔䛟䛂ኚᩘ㔜せᗘ䛃䜢䜽䝸䝑䜽䛧䚸䝥䝻䝑䝖䜢⾲♧ 㔜せᗘ䛜㧗䛔ኚᩘ䜋䛹䝰䝕䝹䛾ศ㢮ᛶ⬟䛻㈉⊩䛧䛶䛔䜛 ௒ᅇ䛿 Ɣ IUHTXHQF\BG Ɣ 38BG 䛜㧗㔜せᗘ 䝏䝳䞊䝙䞁䜾䠄ኚᩘ㔜せᗘ䛾☜ㄆ䠅

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÅÊ 䛣䛣䜎䛷䛾⤖ᯝ䛛䜙䚸ኚᩘ䜢⤠䜚㎸䜣䛷䜒Ⰻ䛔䛾䛷䛿䠛䚷䛸⪃䛘䜙䜜䛯䝃䝬䝸䝡䝳䞊䛛䜙䚸ኚᩘ䜢⤠䜚㎸䜣䛷䝰䝕䝹䜢సᡂ䛩䜛䝏䝳䞊䝙䞁䜾䠄ኚᩘ䜢⤠䜚㎸䜣䛷䝰䝕䝹䜢෌సᡂ䠅

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÆÁ ኚᩘ䜢⤠䜚㎸䜐๓ᚋ䛷䛾ᛶ⬟䜢ẚ㍑䛩䜛 ⤠䜚㎸䜐䛣䛸䛻䜘䛳䛶ᛶ⬟䛻኱䛝䛺ᕪ䛿ฟ䛶䛔䛺䛔䈜ㄗศ㢮⋡௨እ䛿኱䛝䛔䜋䛹ᛶ⬟䛜Ⰻ䛔䝏䝳䞊䝙䞁䜾䠄ᛶ⬟ẚ㍑䠅 ඲ኚᩘ฼⏝ ኚᩘ⤠䜚㎸䜏ᚋ

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5DN6XO,QF$OO5LJKWV5HVHUYHG ÆÂ Ɣ 䝉䞊䝹䝇ඛ䛾ඃඛ㡰఩䛵䛡䛻౑䛘䛭䛖䛺ኚᩘ䜢Ὑ䛔ฟ䛩䛣䛸䛜䛷䛝䛯䚹 ż ᘬ䛝⥆䛝Ⴀᴗ 䝕䞊䝍཰㞟୰ Ɣ ([SORUDWRU\䛿ᶵᲔᏛ⩦䜢⾜䛖㝿䛻䜒ຊ䜢Ⓨ᥹䛩䜛 ż ᵝ䚻䛺ฎ⌮䛾䝇䝔䝑䝥䜢☜ᐇ䛻㐍䜑䜙䜜䜛 ż ಟṇ䜔⤖ᯝ䛾῝᥀䜚䜒ᐜ᫆ ż ([SORUDWRU\䛷ᐇ⿦䛥䜜䛶䛔䛺䛔ᡭἲ䜢᭱⤊ⓗ䛻౑䛖ሙྜ䛻䜒 ('$䜔≉ᚩ㔞䜶䞁䝆䝙䜰䝸䞁䜾䛻ే⏝䛷䛝䜛䜎䛸䜑

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5DN6XO,QF$OO5LJKWV5HVHUYHG 䜲䝧䞁䝖䞉᥇⏝᝟ሗ ŕ5DN6XO,QF$OO5LJKWV5HVHUYHG :HDUHKLULQJ Ɣ 䝕䞊䝍䝃䜲䜶䞁䝔䜱䝇䝖 Ɣ 䝕䞊䝍䜰䝘䝸䝇䝖 ເ㞟᝟ሗ䛿䛣䛱䜙