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EXPLORATORY 1
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2 εϐʔΧʔ നށ ܟొ Customer Succes EXPLORATORY ུྺ େֶࡏֶதʹϑʔυϩεΛݮΒͨ͢ΊʹɺֶੜஂମΛ্ཱͪ͛දΛ ΊΔɻͦͷޙɺϏδωεΛΔͨΊʹԽֶϝʔΧʔͷσϡϙϯͱ ϑʔυςοΫܥελʔτΞοϓͰӦۀͱϚʔέςΟϯάΛܦݧɻΞϓ ϦͷͷͨΊʹσʔλαΠΤϯε͕ඞཁͩͱײ͡ɺΞϓϦʹಛԽ ͨ͠ϢʔβʔͷߦಈੳπʔϧΛ։ൃ͢ΔاۀʹͯɺΞϓϦۀքͷ KPIੳͳͲΛ୲͢ΔɻݱࡏExploratory, Inc. ͰΧελϚʔαΫη εΛ୲͢ΔΒɺσʔλͷՄࢹԽͱ୳ࡧతσʔλੳΛઐͱͯ͠ σʔλαΠΤϯεͷීٴʹऔΓΉɻ @ShirotoTakato
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Vision ͯ͢ͷਓ͕σʔλΛͬͯ ΑΓΑ͍ҙࢥܾఆΛ͢Δ
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Mission ΞφϦςΟΫεͷຽओԽ
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5 ୈ̏ͷ σʔλαΠΤϯεɺAIɺػցֶश౷ܭֶऀɺ։ൃऀͷͨΊ͚ͩͷͷͰ͋Γ·ͤΜɻ σʔλʹڵຯͷ͋ΔਓͳΒ୭͕ੈքͰ࠷ઌͷΞϧΰϦζϜΛͬͯ ϏδωεσʔλΛ؆୯ʹੳͰ͖Δ͖Ͱ͢ɻ Exploratory͕ͦ͏ͨ͠ੈքΛՄೳʹ͠·͢ɻ
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ୈ1ͷ ୈ̎ͷ ୈ̏ͷ ϓϥΠϕʔτ(ߴ͍/ݹ͍) Φʔϓϯɾιʔε(ແྉ/࠷ઌ) UI & ϓϩάϥϛϯά ϓϩάϥϛϯά 2016 2000 1976 ϚωλΠθʔγϣϯ ίϞσΟςΟԽ ຽओԽ ౷ܭֶऀ σʔλαΠΤϯςΟετ Exploratory ΞϧΰϦζϜ Ϣʔβʔɾ ମݧ πʔϧ Φʔϓϯɾιʔε(ແྉ/࠷ઌ) UI & ࣗಈԽ ϏδωεɾϢʔβʔ ςʔϚ σʔλαΠΤϯεͷຽओԽ
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࣭ σʔλαΠΤϯεɾϫʔΫϑϩʔ ͑Δ σʔλΞΫηε Ճ ՄࢹԽ ػցֶशɾAI ౷ܭ ϓϩάϥϛϯά
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࣭ ExploratoryͰ؆୯ʹͰ͖ΔλεΫ ͑Δ σʔλΞΫηε Ճ ՄࢹԽ ػցֶशɾAI ౷ܭ UI
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9 ૬खʹ͑͘͢ͳΔσʔλͷՄࢹԽ
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୳ࡧతσʔλੳͱઆ໌తσʔλੳ 10
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୳ࡧతσʔλੳ &YQMPSBUPSZ%BUB"OBMZTJT આ໌తσʔλੳ &YQMBOBUPSZ%BUB"OBMZTJT ༧ଌ·ͨকདྷΛίϯτϩʔϧ͢ΔͨΊʹɺσʔλʹରͯͨ͠ ͘͞Μͷ࣭Λ͔͚͛ɺ͑Λ୳͍ͯ͘͜͠ͱͰɺΑΓΑ͍ ԾઆΛߏங͍ͯͨ͘͠Ίͷੳख๏ɻ ୳ࡧతσʔλੳͰಘͨΠϯαΠτΛɺετʔϦʔνϟʔτ Λۦͯ͠૬खʹ͑ΔͨΊͷख๏ɻ
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Data Visualization 12
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จ๏Λཧղ͍ͯ͠ͳ͍ͱɻɻɻ 13
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εέʔϧ͕͓͔͍͠ 16
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19 ֯ ֯ 19
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֯ ֯ɹ+ ɹϘϦϡʔϜ 20
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ͳͥΈΜͳύΠνϟʔτ͕ݏ͍ͳͷ͔ • ੳʹ͍ͯͳ͍ • ใྔ͕গͳ͍ 21
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ਓؒͷൺΔͱ͖͞ͷ΄͏͕ಘҙ 22
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Ͳͷ৭͕Ұ൪େ͖͍͔ʁ Ͳ͏͍͏ॱ൪͔ʁ 23
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24 24
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26 26
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27 σʔλͷՄࢹԽͷ ཪʹ͋ΔαΠΤϯε
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28 νϟʔτͷλΠϓΛ֮͑ΔͷͰͳ͘ɺ νϟʔτΛߏ͢ΔϧʔϧΛཧղ͢Δɻ
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29 νϟʔτΛߏ͢ΔϧʔϧΛཧղ͢Δɻ ՄࢹԽͷจ๏
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30 The Grammar of Graphics ϦʔϥϯυɾΟϧΩϯιϯ ౷ܭιϑτͰ͋ΔSYSTATΛ։ൃͨ͠ίϯϐϡʔλ౷ܭֶऀͰ͋Δɻ 1980ʹSYSTATΛ։ൃ͠ɺͦͷޙ1995ʹSPSSࣾʹSYSTATΛ ച٫ͨ͠ɻ
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31 0 10 20 30 0 10 20 30
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32 0 10 20 30 0 10 20 30
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33 0 10 20 30 0 10 20 30 ࠲ඪγεςϜ εέʔϧ ϏδϡΞϧɾΩϡʔ ʢࢹ֮ʹૌ͑Δ߹ਤʣ
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34 0 500 10000 ຊ US υΠπ
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35 0 500 10000 ຊ US υΠπ
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36 0 500 10000 ຊ US υΠπ ࠲ඪγεςϜ εέʔϧ ϏδϡΞϧɾΩϡʔ
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37 0 500 10000 ຊ US υΠπ ࠲ඪγεςϜ εέʔϧ ϏδϡΞϧɾΩϡʔ ަ࠲ඪʢX࣠ͱY࣠ʣ
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38 ࠲ඪγεςϜ σΧϧτ࠲ඪܥ ʢަ࠲ඪʣ ۃ࠲ඪʢԁ࠲ඪʣ ཧ࠲ඪ X࣠ͱY࣠
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39 0 500 10000 ຊ US υΠπ ࠲ඪγεςϜ εέʔϧ ϏδϡΞϧɾΩϡʔ ΧςΰϦʔ vs.
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εέʔϧ - ϦχΞ - ର ΧςΰϦʔ ॱং͖ΧςΰϦʔ - ύʔηϯτ ࣌ؒ 40
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41 ϦχΞ
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42 ΧςΰϦʔ
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43 ׂ߹
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44 ࣌ؒ
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45 0 500 10000 ຊ US υΠπ ࠲ඪγεςϜ εέʔϧ ϏδϡΞϧɾΩϡʔ
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Ґஔ ͞ ֯ ํ αΠζ ܗ ༰ྔ ৭ͷೱ୶ ৭ͷछྨ ϏδϡΞϧɾΩϡʔ ಘҙ ಘҙ͡Όͳ͍ 46
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 47
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 48
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Ґஔ 49
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 50
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͞ 51
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52 vs.
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53 ͞
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54 ͞
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• ʮ͞ʢόʔνϟʔτʣʯΛ͏ͱɺͲΕ͕࠷ଟ͍͔ʢগͳ͍ ͔ʣɺͲ͏͍͏ॱ൪͔ɺͦΕͧΕͷόʔͷؒͷେ͖͞ͷҧ͍Λײ తʹཧղ͍͢͠ɻ • ʮҐஔʢόϒϧʣʯΛ͏ͱɺͲΕ͕࠷ଟ͍͔ʢগͳ͍͔ʣɺͲ ͏͍͏ॱ൪͔ͱ͍͏͜ͱ͕ཧղ͍͕͢͠ɺ͞ΒʹͲ͏͍ͬͨύ λʔϯʢάϧʔϓ͚ʣ͕͋Δ͔ײతʹΘ͔Δɻ 57
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 58
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֯ 59
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 60
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ํ 61
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αΠζ ܗ ༰ྔ ৭ͷೱ୶ ৭ͷछྨ ϏδϡΞϧɾΩϡʔ 62
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αΠζ 63
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64 Ґஔ
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65 Ґஔ αΠζ ʴ
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৭ͷछྨ 66
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67 w ͷେ͖͞Λද͢৭ w σʔλΛ۠ผ͢ΔͨΊͷ৭ w Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭ ৭ͷछྨ
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68 w ͷେ͖͞Λද͢৭ w σʔλΛ۠ผ͢ΔͨΊͷ৭ w Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭ ৭ͷछྨ
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69 σʔλͷͷେ͖͞Λද͢৭
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70 σʔλͷͷେ͖͞Λද͢৭
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71 w ͷେ͖͞Λද͢৭ w σʔλΛ۠ผ͢ΔͨΊͷ৭ w Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭ ৭ͷछྨ
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72 σʔλΛ۠ผ͢ΔͨΊͷ৭
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73 σʔλΛ۠ผ͢ΔͨΊͷ৭
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74 σʔλΛ۠ผ͢ΔͨΊͷ৭
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75 w ͷେ͖͞Λද͢৭ w σʔλΛ۠ผ͢ΔͨΊͷ৭ w Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭ ৭ͷछྨ
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Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭
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Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭
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Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭
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Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭
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νϟʔτͷબͼํͷΨΠυϥΠϯ 80
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Β͖ͭͱ૬ؔͷՄࢹԽ
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Β͖ͭͷՄࢹԽ
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σʔλΒͭ͘ 83
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$6,503 Β͖ͭ ฏۉ $15,000 $1,000
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$6,503 ฏۉ
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86 σʔλλΠϓʹ߹Θͤͯ νϟʔτΛ͍͚Δʂ
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࿈ଓσʔλ vs. ΧςΰϦʔσʔλ 87
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࿈ଓσʔλ vs. ΧςΰϦʔσʔλ 88
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• (numeric) • ɾ࣌ؒʢDateʣ 89
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0 10 20 30 40 50 11 22 45 90 ࿈ଓੑ͕͋Δ ॱং͕ؔ͋Δ
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91 ώετάϥϜ ີۂઢ όʔ
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Γ͍ͨ͜ͱ • ͲͷΑ͏ʹσʔλ͍ͯ͠Δ͔ɻ • Ͳͷ͕ͬͱස͕ߴ͍͔ʁͳ͔ͥʁ • Ͳͷ͕͍͔͠ʁͳ͔ͥʁͦΕظ௨Γ͔ʁ • ҙ֎ͳύλʔϯ͕ݟ͑Δ͔ʁͳͥͦ͏ͳͷ͔ʁ 92
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ώετάϥϜ 93
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94 σʔλͷΛɺΛ͍͔ͭ͘ͷ۠ըʢόέοτʣʹ͚ɺ ͦΕͧΕͷ۠ըʹ͋ΔσʔλͷྔʢߦʣΛόʔΛͬͯද͢ɻ
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ྫ - ͷΒ͖ͭͷՄࢹԽ 95 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ
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96 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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97 څྉͷΒ͖͕ͭՄࢹԽ͞Εͨɻ
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98 όέοτͷΛ্͛Δ͜ͱͰɺ͍͔ͭ͘ͷࢁ͕ݟ͑ͯ͘Δɻ
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99 όέοτͷΛ100·Ͱ্͛ͯΈΔɻ
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100 όέοτͷΛ্͛Δ͜ͱͰɺ͍͔ͭ͘ͷࢁ͕ݟ͖͑ͯͨɻ
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101 ͜͏ͨ͠ࢁɺผͷάϧʔϓʹଐ͍ͯ͠Δͷ͔͠Εͳ͍ɻ
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102 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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103 2ͭͷώετάϥϜ͕ॏͳΓ߹͍ͬͯΔɻ உঁؒͰ͖͋Β͔ͳҧ͍ͳ͍Α͏ͩɻ
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104 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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105 Managerʢʣͷάϧʔϓڅྉͷߴ͍άϧʔϓɺSales Repʢԫʣͱ Research ScientistʢϐϯΫʣͷάϧʔϓڅྉͷ͍άϧʔϓͷΑ͏ͩɻ
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ີۂઢ 106
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107 • σʔλͷΛ͔ΒͳۂઢΛͬͯද͢ • ॎ࣠σʔλͷີΛ͋ΒΘ͢ɻ
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108 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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109 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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111 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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112 உঁͷؒʹͪΐͬͱͨ͠ҧ͍͋ΔΑ͏ͩɻ
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113 1. څྉͷΒ͖ͭΛՄࢹԽ͢Δ 2. څྉͷΒ͖ͭஉঁ͝ͱʹҧ͍͕͋Δ͔ʁ 3. څྉͷΒ͖ͭ৬छ͝ͱʹҧ͍͕͋Δ͔ʁ ྫ - ͷΒ͖ͭͷՄࢹԽ
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114 ৬छ͝ͱͷڅྉͷΒ͖ͭͷҧ͍ώετάϥϜΑΓΘ͔Γ͍͢ɻ
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ີۂઢ ώετάϥϜ ಉ͡σʔλΛҟͳΔνϟʔτͰՄࢹԽ
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࿈ଓσʔλ vs. ΧςΰϦʔσʔλ 116
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iPad iPhone MacBook AirPods AppleTV ࿈ଓੑͳ͠ ΧςΰϦʔܕ 117
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118 ώετάϥϜ ີۂઢ όʔνϟʔτ ΧςΰϦʔͷΒ͖ͭՄࢹԽ
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119 • ΧςΰϦʔ͝ͱͷ݅ΛՄࢹԽɻ • ͲͷΧςΰϦʔʹσʔλ͕ू·͍ͬͯΔͷ͔ʁ • σʔλͷྔʹΑΔύλʔϯ͋Δ͔ʁ Γ͍ͨ͜ͱ
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120 1. ৬छͷΒ͖ͭΛՄࢹԽ͢Δ 2. ৬छͷΒ͖ͭஉঁؒͰҧ͍͕͋Δ͔ΛՄࢹԽ͢ Δɻ ྫ - ΧςΰϦʔͷΒ͖ͭΛՄࢹԽ
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121 1. ৬छͷΒ͖ͭΛՄࢹԽ͢Δ 2. ৬छͷΒ͖ͭஉঁؒͰҧ͍͕͋Δ͔ΛՄࢹԽ͢ Δɻ ྫ - ΧςΰϦʔͷΒ͖ͭΛՄࢹԽ
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122 ৬छ͝ͱͷਓΛՄࢹԽɻ
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124 1. ৬छͷΒ͖ͭΛՄࢹԽ͢Δ 2. ৬छͷΒ͖ͭஉঁؒͰҧ͍͕͋Δ͔ΛՄࢹԽ͢ Δɻ ྫ - ΧςΰϦʔͷΒ͖ͭΛՄࢹԽ
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૬ؔͷՄࢹԽ 126
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127 2ͭͷมͷ͏ͪɺ1ͭͷมͷ͕มΘΔͱ ͏1ͭͷมͷҰఆͷنଇΛ࣋ͬͯ ͍ͬ͠ΐʹมΘΔؔɻ ૬ؔ
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128 Association Correlation 2ͭͷมͷؒʹԿΒ͔ ͷ͕ؔ͋Δɻ AssociationͷதͰಛʹͦͷ ͕ؔઢܗʢઢʣͷͷɻ ૬ؔ
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129 US UK Japan 5000 2500 Country Monthly Income 0 Association
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130 ྸ څྉ Correlation
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131 ڧ͍ਖ਼ͷ ૬ؔؔ ૬ؔؔͳ͠ ڧ͍ෛͷ ૬ؔؔ 0 1 -1 0.5 -0.5 ૬ؔʢCorrelationʣ
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132 ͳͥ૬ؔΛཧղ͍ͨ͠ͷ͔ʁ
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133 Β͖ͭ ฏۉ 5000 100
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134 Β͖ͭ $20,000 $1,000 څྉ
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135 Β͖ͭ ͜ͷձࣾͷڅྉ ͍͘Β͘Β͍ʁ $20,000 $1,000 څྉ
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136 Β͖ͭ ෆ࣮֬ੑ $20,000 $1,000 څྉ ͜ͷձࣾͷڅྉ ͍͘Β͘Β͍ʁ
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137 0 30 20 ͠૬ؔؔΛݟ͚ͭΔ͜ͱ͕Ͱ͖Δͱɻɻɻ 10 $20,000 $1,000 څྉ ۈଓ
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138 0 30 20 10 $20,000 $1,000 څྉ ۈଓ ۈଓ͕20ͩͱ څྉ$15,000͘Β͍ɻ $15,000
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139 ෆ࣮֬ੑ͕ݮΔ 0 30 20 څྉ ۈଓ ૬ؔ Β͖ͭ $20,000 $1,000 $15,000 $20,000 $1,000
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140 ૬ؔ ෆ࣮֬ੑ͕ݮΔ US UK Japan 5000 100 Β͖ͭ
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141 US UK Japan དྷ݄ͷސ٬ USͰ͋Εɺ 4000͔Β5000ͷؒɻ 5000 4000 ૬ؔ
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ڧ͍૬ؔؔͷ͋ΔͷΛݟ͚ͭΔ͜ͱ͕Ͱ͖Ε څྉ͕Ͳ͏มΘΔ͔Λઆ໌͘͢͠ͳΔɻ ·ͨɺڅྉΛ༧ଌ͘͢͠ͳΔ
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૬ؔؔͱҼՌؔҧ͏ɻ ҼՌؔ૬ؔؔͷಛผͳλΠϓɻ ؍ͨ͠૬͕ؔؔɺҼՌؔͩͱ֬ೝ͢Δࣄ͕Ͱ͖ͨ ΒɺͦͷใΛ࣋ͬͯকདྷΛίϯτϩʔϧ͢Δ͜ͱ͕Ͱ ͖Δɻ
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૬ؔͷՄࢹԽ 144
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145 ࢄਤ ശͻ͛ਤ όΠΦϦϯਤ ώʔτϚοϓ ີۂઢ όʔɾνϟʔτ
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146 • ΧςΰϦʔ vs. • vs. • ΧςΰϦʔ vs. ΧςΰϦʔ σʔλͷλΠϓͷΈ߹Θͤ
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147 • ΧςΰϦʔ vs. • vs. • ΧςΰϦʔ vs. ΧςΰϦʔ σʔλͷλΠϓͷΈ߹Θͤ
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148 ࢄਤ ശͻ͛ਤ όΠΦϦϯਤ ώʔτϚοϓ ີۂઢ όʔɾνϟʔτ
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149 ώετάϥϜɺີۂઢʹ৭Λ͏͜ͱͰɺ ΧςΰϦʔͱͷ૬ؔΛՄࢹԽ͢Δ͜ͱ͕Ͱ͖Δɻ
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150 څྉʢʣx ৬छʢΧςΰϦʔʣ
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151 څྉʢʣx ৬छʢΧςΰϦʔʣ
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152 ͔͠͠ɺΧςΰϦʔͱͷؔΛݟΔ࣌ ശώήਤΛͬͨ΄͏͕ɺΘ͔Γ͍͢ɻ ʢҰൠతʹɻʣ
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ശώήਤ 153
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ͦΕͧΕͷαΠζʢߦͷʣ͕͘͠ͳΔΑ͏ʹ̐ͭͷάϧʔϓʹ͚Δɻ
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3Q (ୈ3࢛Ґ/ 75ύʔηϯλΠϧ) 2Q (ୈ2࢛Ґ/ 50ύʔηϯλΠϧ) 1Q (ୈ1࢛Ґ/ 25ύʔηϯλΠϧ)
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3Q Median 1Q
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3Q Median 1Q
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3Q Median 1Q ࠷େ ࠷খ
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ྫ - ΧςΰϦʔͱͷ૬ؔͷՄࢹԽ 160 1. ৬छͱڅྉͷ૬ؔΛՄࢹԽ͢Δ 2. ৬छͱڅྉͷஉঁผͷ૬ؔΛՄࢹԽ͢Δ
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161 1. ৬छͱڅྉͷ૬ؔΛՄࢹԽ͢Δ 2. ৬छͱڅྉͷஉঁผͷ૬ؔΛՄࢹԽ͢Δ ྫ - ΧςΰϦʔͱͷ૬ؔͷՄࢹԽ
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162 ৬छʢΧςΰϦʔʣ x څྉʢʣ
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ྫ - ΧςΰϦʔͱͷ૬ؔͷՄࢹԽ 163 1. ৬छͱڅྉͷ૬ؔΛՄࢹԽ͢Δ 2. ৬छͱڅྉͷஉঁผͷ૬ؔΛՄࢹԽ͢Δ
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164
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165 • ΧςΰϦʔ vs. • vs. • ΧςΰϦʔ vs. ΧςΰϦʔ σʔλͷλΠϓͷΈ߹Θͤ
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166 ࢄਤ ശͻ͛ਤ όΠΦϦϯਤ ώʔτϚοϓ ີۂઢ όʔɾνϟʔτ
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167 ࢄਤ
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168 • ओʹσʔλಉ࢜ͷΛදࣔ͢Δɻ • ͦΕͧΕͷͦΕͧΕͷσʔλʹ૬͢Δɻ
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ྫɿͱͷؒͷ૬ؔͷՄࢹԽ 169 1. څྉͱྸͷؔΛՄࢹԽ͢Δɻ 2. څྉͱۈଓͷؔΛՄࢹԽ͢Δɻ 3. څྉͱۈଓͷ૬ؔؔ৬छʹΑͬͯҧ͏͔ௐ Δɻ
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170 ྸʢʣ x څྉʢʣ
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171 τϨϯυϥΠϯͷػೳΛ͏ͱɺ ૬͕ؔΘ͔Δɻ
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ྫɿͱͷؒͷ૬ؔͷՄࢹԽ 172 1. څྉͱྸͷؔΛՄࢹԽ͢Δɻ 2. څྉͱۈଓͷؔΛՄࢹԽ͢Δɻ 3. څྉͱۈଓͷ૬ؔؔ৬छʹΑͬͯҧ͏͔ௐ Δɻ
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173 ۈଓʢʣ x څྉʢʣ
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174 ۈଓͱڅྉͷ૬ؔ0.77Ͱɺൺֱతڧ͍ਖ਼ͷ૬͕ؔ͋Δɻ
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ྫɿͱͷؒͷ૬ؔͷՄࢹԽ 175 1. څྉͱྸͷؔΛՄࢹԽ͢Δɻ 2. څྉͱۈଓͷؔΛՄࢹԽ͢Δɻ 3. څྉͱۈଓͷ૬ؔؔ৬छʹΑͬͯҧ͏͔ௐ Δɻ
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176 ૬ؔͷڧ͞৬छʹΑͬͯҧ͏ɻ
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177 • ΧςΰϦʔ vs. • vs. • ΧςΰϦʔ vs. ΧςΰϦʔ σʔλͷλΠϓͷΈ߹Θͤ
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178 ࢄਤ ശͻ͛ਤ όΠΦϦϯਤ ώʔτϚοϓ ີۂઢ όʔɾνϟʔτ
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179 ΧςΰϦʔ vs. ΧςΰϦʔ ΧςΰϦʔಉ࢜ͷؔΛݟΔʹɺΧςΰϦʔͷ Έ߹Θͤ͝ͱʹΛ্͑͛Δ͔ɺͦͷશମʹ ର͢Δׂ߹Λܭࢉͦ͠ͷ݁ՌΛՄࢹԽ͢Δɻ
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180 1. ৬छͱڭҭͷؒͷؔΛՄࢹԽɻ 2. ৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ 3. ৬छͱڅྉͷؒͷؔΛՄࢹԽɻ 4. څྉͱۈଓͷؒͷؔΛՄࢹԽɻ ྫɿΧςΰϦʔͱΧςΰϦʔͷؒͷؔΛՄࢹԽ
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181 1. ৬छͱڭҭͷؒͷؔΛՄࢹԽɻ 2. ৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ 3. ৬छͱڅྉͷؒͷؔΛՄࢹԽɻ 4. څྉͱۈଓͷؒͷؔΛՄࢹԽɻ ྫɿΧςΰϦʔͱΧςΰϦʔͷؒͷؔΛՄࢹԽ
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৬छ (ΧςΰϦʔ) vs.ڭҭ (ΧςΰϦʔ)
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183 1. ৬छͱڭҭͷؒͷؔΛՄࢹԽɻ 2. ৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ 3. ৬छͱڅྉͷؒͷؔΛՄࢹԽɻ 4. څྉͱۈଓͷؒͷؔΛՄࢹԽɻ ྫɿΧςΰϦʔͱΧςΰϦʔͷؒͷؔΛՄࢹԽ
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৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ ৬छ (ΧςΰϦʔ) vs. ୀ৬ (ϩδΧϧ)
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• ϩδΧϧܕΧςΰϦΧϧܕͷಛघͳ߹ɻ • TRUE ͔ FALSEͷ2ͭͷͷΈΛ࣋ͭɻ
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California Texas New York Florida Oregon ΧςΰϦʔܕ 186
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ϩδΧϧ (ཧ) TRUE FALSE ࣙΊͨ? 187 ̎ͭͷ͔͠ͱΒͳ͍ΧςΰϦʔ
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৬छ (ΧςΰϦʔ) vs. ୀ৬ (ϩδΧϧ)
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189 1. ৬छͱڭҭͷؒͷؔΛՄࢹԽɻ 2. ৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ 3. ৬छͱڅྉͷؒͷؔΛՄࢹԽɻ 4. څྉͱۈଓͷؒͷؔΛՄࢹԽɻ ྫɿΧςΰϦʔͱΧςΰϦʔͷؒͷؔΛՄࢹԽ
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৬छ (ΧςΰϦʔ) vs. څྉ () ৬छͱڅྉͷؒͷؔΛՄࢹԽ
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څྉ (ΧςΰϦʔ) ΧςΰϦʔԽ ৬छ (ΧςΰϦʔ) vs. څྉ ()
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څྉʢʣ
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څྉʢΧςΰϦʔʣ
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ΧςΰϦʔԽͷઃఆ
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څྉ (ΧςΰϦʔ)ɹvs. ৬छ (ΧςΰϦʔ)
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196 1. ৬छͱڭҭͷؒͷؔΛՄࢹԽɻ 2. ৬छͱୀ৬͔ͨ͠Ͳ͏͔ͷؒͷؔΛՄࢹԽɻ 3. ৬छͱڅྉͷؒͷؔΛՄࢹԽɻ 4. څྉͱۈଓͷؒͷؔΛՄࢹԽɻ ྫɿΧςΰϦʔͱΧςΰϦʔͷؒͷؔΛՄࢹԽ
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څྉ (ΧςΰϦʔ) vs. ۈଓ (ΧςΰϦʔ)
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198 ώʔτϚοϓ ΧςΰϦʔؒͷΈ߹Θͤ͝ͱʹूܭͨ͠Λ৭Ͱදࣔ
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199 ৬छͱڭҭͷؔΛώʔτϚοϓͰՄࢹԽ͢Δɻ
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200 ৬छͱઐ߈ͷਓͷ͕ؔώʔτϚοϓͰՄࢹԽ͞Εͨɻ
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201 Life Science͕ઐ߈ͰResearch Scientistͷ৬ʹ͍͍ͭͯΔਓ 133ਓ͓Γɺ৬छͱઐ߈ͷΘͤ ͷதͰҰ൪ଟ͍ɻ
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202 νϟʔτͷબͼํ·ͱΊ
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σʔλͷΒ͖ͭΛݟ͍ͨͱ͖ͷνϟʔτͷબͼํ ώετάϥϜ ີۂઢ όʔνϟʔτ σʔλ ΧςΰϦʔσʔλ
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204 ࢄਤ ശͻ͛ਤ όΠΦϦϯਤ ώʔτϚοϓ ີۂઢ όʔɾνϟʔτ ΧςΰϦʔσʔλͱσʔλ σʔλͱσʔλ ΧςΰϦʔσʔλͱΧςΰϦʔσʔλ σʔλͷ૬ؔΛݟ͍ͨͱ͖ͷνϟʔτͷબͼํ
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205 ετʔϦςϦϯά×σʔλͷՄࢹԽ
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நతͳ୯ޠใΛཏྻͨ͠ΓɺՕॻ͖ͷࣄ࣮౷ܭσʔλ ΛͬͨཧతͳͰɺ૬ख͔ΒͷڞײɺߦಈಘΒΕͳ͍
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"͞ΜڅྉΛ্͍͛ͨͨΊస৬Λߟ͍͑ͯΔ γϦίϯόϨʔͷσʔλαΠΤϯςΟετͷฏۉऩສͩͱΔ σʔλαΠΤϯςΟετΛࢦ͢
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"͞Μ64ͷΤϯδχΞͰ࠺ͱਓͷࢠڙͱΒ͍ͯ͠Δ "͞Μͷࢠڙࢲཱͷେֶʹߦ͖͍ͨͱݴ͍ͬͯΔ͕ɺݱࡏͷऩͰࢠ ڙ͕ߦ͖͍ͨେֶʹ௨ΘͤΔ༨༟͕ͳ͍ ͦͷͨΊɺస৬ͯͬ͠ͱՔ͛Δ৬ʹब͖͍ͨͱࢥ͍ͬͯΔ ௐͯΈΔͱɺ"NB[POͰଟֹͷඅ༻Λ͔͚ͯσʔλαΠΤϯςΟετ Λҭ͢ΔϓϩάϥϜΛ͢Δ༧ఆΒ͍͠ σʔλαΠΤϯςΟετͷधཁ͕ߴ·͍ͬͯΔͷͱɺݩʑେֶӃͰ౷ܭֶ Λͬͯݚڀ͍ͯͨ͜͠ͱ͋ΓɺσʔλαΠΤϯςΟετస৬͢Δಓ Λߟ͍͑ͯΔ
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૬खʹ͍͑ͨ͜ͱΛɺͦΕΛىͤ͞ΔΤϐιʔυͳͲͷlޠzΛ ͏͜ͱʹΑͬͯɺฉ͖खʹڧ͘ҹ͚Δख๏ͷ͜ͱͰ͢ɻ ετʔϦʔςϦϯά
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اۀͷ՝Λղܾ͢ΔͨΊʹ౷ܭػցֶशͷϞσϧΛͬͯσʔλ ͷதʹ͋ΔύλʔϯΛݟग़͠ɺϏδωεΛվળ͍ͯ͘͠ σʔλαΠΤϯε
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ετʔϦςϦϯά ײੑ ºσʔλαΠΤϯε ཧੑ
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ετʔϦςϦϯάºσʔλαΠΤϯε w ࢝·Γɿઃఆͱత w தؒɹɿঢ়گ֬ೝͱղܾࡦ w ऴΘΓɿ૬खʹͲΜͳߦಈΛͯ͠ཉ͍͔͠
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ετʔϦςϦϯάºσʔλαΠΤϯε ࢝·Γ ઃఆɿ͍ͭͲ͜ͰͦͷετʔϦʔ͕ى͖͍ͯΔ͔ ओਓެɿ୭͕ߦಈͷओମ͔ ɿԿ͕͔ తɿͲͷঢ়ଶ͕ཧ͔
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ετʔϦςϦϯάºσʔλαΠΤϯε தؒ Λઆ໌͢ΔͨΊͷྫ Λࣔ͢σʔλ ΞΫγϣϯ͕औΕͳ͔ͬͨ߹Ͳ͏ͳΔͷ͔ ʹରॲ͢ΔͨΊͷબࢶ ղܾࡦͷϝϦοτ ͳͥ૬खʹҙࢥܾఆߦಈΛىͯ͜͠ཉ͍͠ͷ͔
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ετʔϦςϦϯάºσʔλαΠΤϯε ऴΘΓ ·ͱΊ ૬खʹͯ͠ཉ͍͠ߦಈΛݺͼ͔͚Δ
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216 ૬खʹ͑ΔͨΊͷσʔλͷՄࢹԽ
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ྫɿຊͷ(%1
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(%1ͷॱҐΛݟ͍ͤͨͱ͖Ͳͬͪͷνϟʔτ͕͍͍͔ʁ
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ຊͷ(%1ͷτϨϯυΛݟ͍ͤͨͱ͖Ͳͬͪͷνϟʔτ͕͍͍͔ʁ
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ຊͷ(%1ͷτϨϯυΛݟ͍ͤͨͱ͖Ͳͬͪͷνϟʔτ͕͍͍͔ʁ
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ຊͷ(%1ͷΛݟ͍ͤͨͱ͖Ͳͬͪͷνϟʔτ͕͍͍͔ʁ
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૬खʹԿΛ͍͑ͨͷ͔ʹΑͬͯ νϟʔτͷछྨ৭ͷ͍ํΛ͢Δ
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Ґஔ ͞ ֯ ํ ϏδϡΞϧɾΩϡʔ 223
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224 ͞ ൺֱ͍ͨ͠ͱ͖
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225 άϧʔϓΛݟ͍ͨͱ͖
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ํ 226 τϨϯυΛݟ͍ͨͱ͖
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227 w ͷେ͖͞Λද͢৭ w σʔλΛ۠ผ͢ΔͨΊͷ৭ w Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͢ΔͨΊͷ৭ ৭ͷछྨ
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228 άϧʔϓ͝ͱʹൺֱ͍ͨ͠ͱ͖
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Ұ෦ͷσʔλΛڧௐ ϋΠϥΠτ ͍ͨ͠ͱ͖
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૬खʹ্ख͑͘ΔͨΊʹ ετʔϦʔςϦϯάͷߏͱՄࢹԽͷจ๏Λ ҙࣝ͠ͳ͕Βͻͨ͢Β࿅श͢ΔͷΈʂ
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&%"4BMPO w ຖ݄͓Λग़͠·͢ w ͦΕͧΕͷڵຯʹ߹Θͤͯ୳ࡧతʹσʔλੳͯ͠Β͍·͢ w ϊʔτʹॻ͍ͯΠϯαΠτͷڞ༗ w 5XJUUFSͳͲͰϑΟʔυόοΫˍσΟεΧογϣϯ
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ੈքͷେֶϥϯΩϯάσʔλ ੈքͷՈசੜ࢈ྔσʔλ
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ͦΕͧΕͷڵຯʹ߹Θͤͯ୳ࡧతʹσʔλੳ
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ϊʔτʹॻ͍ͯΠϯαΠτͷڞ༗
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5XJUUFSͳͲͰϑΟʔυόοΫˍσΟεΧογϣϯ
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࣍ճͷ͓
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ࣗసंͷϨϯλϧσʔλ
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&%"4BMPO ৄࡉͪ͜Β͔Βʂ &%"4BMPO୳ࡧతσʔλੳΛΈΜͳͰֶͿ IUUQTCJUMZ98LG3 &%"4BMPOͷࢀՃํ๏ IUUQTCJUMZ-4PNF,
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5XJUUFS&%"4BMPO
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• ϓϩάϥϛϯάͳ͠ RݴޠͷUIͰ͋ΔExploratoryΛੳπʔϧͱͯ͠༻͢ΔͨΊडߨதɺϏδωεͷ Λղܾ͢ΔͨΊʹඞཁͳσʔλαΠΤϯεͷख๏ͷशಘʹ100ˋूதͰ͖Δ • πʔϧͷ͍ํͰͳ͘ɺੳख๏ͷशಘ ݱͰ͑Δੳख๏ΛάϧʔϓԋशΛ௨࣮ͯ͠ࡍʹखΛಈ͔͠ͳ͕Βɺʹ͚ͭͯߦ͘ ͜ͱ͕Ͱ͖Δɻ • ࢥߟྗͱεΩϧͷशಘ σʔλαΠΤϯεͷεΩϧशಘ͚ͩͰͳ͘ɺσʔλੳʹඞཁͳࢥߟྗशಘͰ͖Δ ಛ
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Q & A
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