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サマリビューを起点としたデータ分析ワークフロー

 サマリビューを起点としたデータ分析ワークフロー

2021/06/11(金) に開催したExploratory データサイエンス勉強会#19のラクスル株式会社のご登壇資料です。

Ikuya Murasato

June 11, 2021
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  1. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ([SORUDWRU\
    䝕䞊䝍䝃䜲䜶䞁䝇ຮᙉ఍
    䝷䜽䝇䝹ᰴᘧ఍♫䚷᰿᮶ဴஓ

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  2. ‹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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  3. ‹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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  4. ‹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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  5. ‹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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  6. ‹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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  7. ‹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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  8. ‹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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  9. ‹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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  10. ‹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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  11. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
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    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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  12. ‹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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  13. ‹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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  14. ‹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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  15. ‹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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  16. ‹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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  17. ‹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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  18. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ஦౛⤂௓ࠥ㏦ᐈ䝥䝻䝆䜵䜽䝖ࠥ

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  19. ‹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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  20. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ÃÁ
    ฼⏝䝕䞊䝍




    䝖䛾


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    ,'䠄ᩚ











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    䈜ㄝ᫂䛷䛿䝎䝭䞊䝕䞊䝍䜢
    ฼⏝䛧䜎䛩

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  21. ‹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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  22. ‹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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  23. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
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    ┦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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    ྍど໬䛾䝍䜲䝥䜢䛂୙☜ᐇᛶ䛃䛻ษ䜚᭰䛘䜛䚹
    ┦㛵䝰䞊䝗䛾฼⏝

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  25. ‹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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  26. ‹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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  27. ‹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

    View Slide

  28. ‹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

    View Slide

  29. ‹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

    View Slide

  30. ‹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

    View Slide

  31. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ஦౛⤂௓ࠥ䝉䞊䝹䝇䝸䝇䝖ศᯒࠥ

    View Slide

  32. ‹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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  33. ‹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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  34. ‹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

    View Slide

  35. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ÄÇ
    ᴗ✀䜢䝣䜱䝹䝍䝸䞁䜾䛩䜛ฎ⌮䜢㏣ຍ
    ๓ฎ⌮

    View Slide

  36. ‹5DN6XO,QF$OO5LJKWV5HVHUYHG
    ÄÈ
    ᴗ✀䜢䝣䜱䝹䝍䝸䞁䜾䛩䜛ฎ⌮䜢㏣ຍ
    ๓ฎ⌮

    View Slide

  37. ‹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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  38. ‹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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  39. ‹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

    View Slide

  40. ‹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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  41. ‹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⠏

    View Slide

  42. ‹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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  43. ‹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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  44. ‹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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  45. ‹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

    View Slide

  46. ‹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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  47. ‹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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  48. ‹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

    View Slide

  49. ‹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

    View Slide

  50. ‹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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