統計検定について/studying statistical test

Slide 1

Slide 1 text

਺஋ूܭϋϯζΦϯ ʙݕఆฤʙ Chisa Murata

Slide 2

Slide 2 text

ࠓ೔ͷςʔϚ ʮ౷ܭݕఆʯͰ͢ʂʢจܥ໨ઢͰղઆʣ

Slide 3

Slide 3 text

౷ܭֶͬͯʁʁ Έͳ͞ΜͷΠϝʔδ΍ɺ ஌͍ͬͯΔ͜ͱΛڭ͍͑ͯͩ͘͞

Slide 4

Slide 4 text

࠷ॳͷ౷ܭֶͷΠϝʔδ ʢࢲͷ৔߹ʣ p ͳΜ͔೉ͦ͠͏ʢ5)&ɾཧܥʣ p ͱΓ͋͑ͣ౷ܭʹج͍ͮͯ΍͓͚ͬͯ͹৴པ ͯ͠΋Β͑Δຐ๏ p ֶ೥ͷ෼ͷ͕୯ҐΛམͱ͢ڪාՊ໨

Slide 5

Slide 5 text

େֶଔۀ࣌ͷ౷ܭֶͷΠϝʔδ p ͳΜ͔೉ͦ͠͏ʢ5)&ɾཧܥʣ ˣ p ͱΓ͋͑ͣجຊͱπʔϧ͕Θ͔Ε͹਺ࣈ͸ग़ͤΔ p ࢓૊Έͷ࿩ʹͳΔͱ΍ͬͺ೉͍͠ʢ5)&ɾཧܥʣ

Slide 6

Slide 6 text

େֶଔۀ࣌ͷ౷ܭֶͷΠϝʔδ p ͱΓ͋͑ͣ౷ܭʹج͍ͮͯ΍͓͚ͬͯ͹৴པͯ͠΋ Β͑Δຐ๏ ˣ p ͍͍ͩͨ֬཰ͱมΘΒͳͯ͘ɺͲͷ͙Β͍ۮવΛڐ ༰͢Δ͔͸݁ہਓ͕ܾؒΊΔ p ΍Γ͍ͨ͜ͱʹΑͬͯݕఆ΋݁Ռ΋มΘΔ

Slide 7

Slide 7 text

ࠓ೔ͷΰʔϧ ౷ܭֶʹର͢ΔΠϝʔδΛ Ξοϓσʔτͯ͠΋Β͏ɻ ࣮ࡍʹ࢖͑ΔΑ͏ʹ͢Δɻ

Slide 8

Slide 8 text

શ෦Θ͔Βͳͯ͘΋͍͍ͷͰɺ ʮΘ͔Δͱ͜ΖɺΘ͔Γͦ͏ͳͱ͜Ζʯ Λେ੾ʹ͍ͯͩ͘͠͞

Slide 9

Slide 9 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " #

Slide 10

Slide 10 text

ඞͣͭʮԾઆʯΛཱͯ·͢ " #

Slide 11

Slide 11 text

ؼແԾઆʢ)ʣɺରཱԾઆʢ)ʣ " #

Slide 12

Slide 12 text

ؼແԾઆɿ"͸#ΑΓ$53͕ߴ͍ ରཱԾઆɿ"͸#ΑΓ$53͕ߴ͘ͳ͍ " #

Slide 13

Slide 13 text

ؼແԾઆɿ"͸#ΑΓ$53͕ߴ͍ ରཱԾઆɿ"͸#ΑΓ$53͕ߴ͘ͳ͍ " # ඞͣ૬൓͢ΔΑ͏ʹ͢Δ

Slide 14

Slide 14 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5

Slide 15

Slide 15 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 #όφʔͷ΄͏͕ ΫϦοΫ͞Ε·͢ʂʂ

Slide 16

Slide 16 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 #όφʔͷ΄͏͕ ΫϦοΫ͞Ε·͢ʂʂ

Slide 17

Slide 17 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 ۮવͪΐͬͱΑ͔ͬͨ ͚ͩ͡Όͳ͍ͷʁ ݴ͏΄Ͳࠩͳ͍ΑͶʁ

Slide 18

Slide 18 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 ۮવͪΐͬͱΑ͔ͬͨ ͚ͩ͡Όͳ͍ͷʁ ݴ͏΄Ͳࠩͳ͍ΑͶʁ ݕఆͯ͠ΈΑ͏

Slide 19

Slide 19 text

ؼແԾઆʢ)ʣɺରཱԾઆʢ)ʣ " #

Slide 20

Slide 20 text

ؼແԾઆɿ"ͱ#ͷ$53͸౳͍͠ ରཱԾઆɿ"ͱ#ͷ$53͸౳͘͠ͳ͍ " #

Slide 21

Slide 21 text

͜ΕΛݕূ͢ΔͨΊʹ͸ ʮൺ཰ͷࠩͷݕఆʯͱ͍͏ͷΛ΍Γ·͢ɻ ʢ౷ܭքͰ͸ಠཱੑͷݕఆɺР৐ݕఆͳͲͱ͍͏ݺͼํ͕ϙϐϡϥʔʣ ࣜ͸ҎԼͷ௨ΓΒ͍͠Ͱ͢ɻ͋͞΍ͬͯΈΑ͏ લఏ ࣜ

Slide 22

Slide 22 text

͜ΕΛݕূ͢ΔͨΊʹ͸ ʮൺ཰ͷࠩͷݕఆʯͱ͍͏ͷΛ΍Γ·͢ɻ ʢ౷ܭքͰ͸ಠཱੑͷݕఆɺР৐ݕఆͳͲͱ͍͏ݺͼํ͕ϙϐϡϥʔʣ ࣜ͸ҎԼͷ௨ΓΒ͍͠Ͱ͢ɻ͋͞΍ͬͯΈΑ͏ લఏ ࣜ ҙຯෆ໌ʢগͳ͘ͱ΋ࢲʹ͸ʣ ɻ πʔϧͰΘ͔Γ·͢ https://keisan.casio.jp/exec/user/1491916580

Slide 23

Slide 23 text

γϯΩϯάλΠϜɿೖྗͯ͠ΈΑ͏ʢ෼ʣ ΫϦοΫ཰͸ͲͪΒͱ΋ಉ͡ʁ ώϯτɿඪຊ ඪຊͱ͍͏ͷ͸ ࠩΛݟ͍ͨσʔλͷάϧʔϓͷ͜ͱͰ͢ɻ ࠓճ͸ͳʹͱͳʹͷࠩΛݟ͍ͨͷͰ͠ΐ͏͔ʁ " # 17ͲͪΒ΋ $5 $5

Slide 24

Slide 24 text

౴͑ " # 17ͲͪΒ΋ $5 $5

Slide 25

Slide 25 text

ʮܭࢉʯΛԡͯ͠ΈΑ͏

Slide 26

Slide 26 text

ҙຯෆ໌ͩͱࢥ͍·͕͢આ໌͠·͢ɻ

Slide 27

Slide 27 text

ʮغ٫͞ΕΔʯʹͳ͍ͬͯͨΒ ʮ"ͱ#ͷ$53͕౳͍͠ͱ͸͍͑ͳ͍ʯʹͳΓ·͢ʂ

Slide 28

Slide 28 text

ؼແԾઆɿ"ͱ#ͷ$53͸౳͍͠ ˠ ͜ͷԾઆ͕ࣺͯΒΕΔ غ٫͞ΕΔ ରཱԾઆɿ"ͱ#ͷ$53͸౳͘͠ͳ͍ ˠ ࠾༻ " #

Slide 29

Slide 29 text

ʮ"ͱ#ͷ$53͸౳͘͠ͳ͍ͱ͍͑Δʯ " # 17ͲͪΒ΋ $5 $5 ׂ߹Ͱݟͯ΋#ͷ΄͏͕$5͕ଟ͍ͷͰɺ #͕$5͕ߴ͍ͱ͍ͬͯ0,ͱ͍͏͜ͱʹͳΔɻ

Slide 30

Slide 30 text

༗ҙਫ४ΛܾΊΔ ʢͲͷ͙Β͍·ͰۮવΛڐ༰͢Δ͔ܾΊΔʣ غ٫ҬΛܾΊΔͱ΋ݴ͏

Slide 31

Slide 31 text

σʔλΛ෼ੳ͢Δࡍʹͱͯ΋ා͍ͷ͕ ʮͨ·ͨ·ͦ͏ͳͬͨʯͱ͍͏ʮۮવʯɻ p ʮͨ·ͨ·ʯ"ͷ੨͕ݏ͍ͳਓ͕ඃݧऀͷதʹଟ͔ͬͨ p ʮͨ·ͨ·ʯ#ͷΦϨϯδ͕޷͖ͳਓ͚͕ͩू·͍ͬͯͨ ͱ͍͏Α͏ͳՄೳੑ΋ͳ͘͸ͳ͍ " #

Slide 32

Slide 32 text

ݕఆͰ͸ɺͦΜͳ ʮͨ·ͨ·ɺ͕ࠩग़ͯ͠·͏ۮવͷ֬཰ʯ ΛٻΊ͍͖ͯ·͢ɻ ʢࠓ͸ͽΜͱ͜ͳ͍͔΋͠Εͳ͍ͷͰ͋ͱͰ΋͏ͪΐͬͱৄ͘͠આ໌͠·͢ʣ ۮવ͸ඞͣଘࡏ͠·͢ɻ ʮͨ·ͨ·͕ࠩग़ͯ͠·ͬͨ֬཰͕ Կˋ͙Β͍ͳΒڐͤΔͷ͔ʁʯΛఆΊΔͷ͕ ༗ҙਫ४Ͱ͢

Slide 33

Slide 33 text

Ͳ͏΍ܾͬͯΊͨΒ͍͍ͷʁ

Slide 34

Slide 34 text

ͱΓ͋͑ͣͰ0,Ͱ͢ɻ ʢ͍͍ͩͨճʹճ͙Β͍൑அޡΔͳΒ͍͍ͩΖ͏ͱ͍͏ײ͡ʣ ϏδωεͳΒͱ͔Ͱ΋͍͍ͩΖ͏ɺ ͱ͍͏આ΋͋Γ·͢ɻ ݫ͘͠ݟΔͳΒͰ͢ɻ ʢҩֶܥͱ͔ͩͱ͜Εʣ

Slide 35

Slide 35 text

ؼແԾઆɿ"ͱ#ͷ$53͸౳͍͠ ˠ ͜ͷԾઆ͕ࣺͯΒΕΔ غ٫͞ΕΔ ରཱԾઆɿ"ͱ#ͷ$53͸౳͘͠ͳ͍ ˠ ࠾༻ " #

Slide 36

Slide 36 text

ؼແԾઆɿ"ͱ#ͷ$53͸౳͍͠ ˠ ͜ͷԾઆ͕ࣺͯΒΕΔ غ٫͞ΕΔ ରཱԾઆɿ"ͱ#ͷ$53͸౳͘͠ͳ͍ ˠ ࠾༻ " # ̋ʮ"ͱ#ͷ$53͸౳͘͠ͳ͍ͱ͍͑Δʯ ʷʮ"ͱ#ͷ$53͸౳͘͠ͳ͍ʯ ͬͯײ͡ɻ ͜͜ͰͷϙΠϯτ͸ ʮରཱԾઆ͕֬ఆ͢ΔʯΘ͚Ͱ͸ͳ͍ ͜ͱ ʢͩͬͯ֬཰ͷ࿩Λͯ͠Δ͔Βʣ ౷ܭతʹ͸ʮରཱԾઆΛ࠾༻͢Δʯͱݴ͍·͢ɻ

Slide 37

Slide 37 text

͜ΕͰݕఆ͸Ͱ͖ΔΑ͏ʹͳͬͨ

Slide 38

Slide 38 text

֬཰ͱ౷ܭ͸ࣅͯΔ ͓·͚࿩

Slide 39

Slide 39 text

֬཰࿦ લఏ͕΋ͱʹͳΔ ͋ΔαΠίϩ͸ɺ֤໨ͷग़Δ֬཰͸౳͘͠ ɻ ͜ͷαΠίϩΛԿ౓͔౤͛ͨͱ͖ͷظ଴஋΍ฏۉ஋ͳͲ ΛٻΊΔɻ

Slide 40

Slide 40 text

֬཰࿦ લఏ͕΋ͱʹͳΔ ͋ΔαΠίϩ͸ɺ֤໨ͷग़Δ֬཰͸౳͘͠ ɻ ͜ͷαΠίϩΛԿ౓͔౤͛ͨͱ͖ͷظ଴஋΍ฏۉ஋ͳͲ ΛٻΊΔɻ ౷ܭֶ ࣮ࡍͷσʔλ͕΋ͱʹͳΔ ͋ΔαΠίϩ͸ɺͲͷ͘Β͍ͷ֬཰Ͱ֤ࣗͷ໨͕ग़Δ͔ Θ͔Βͳ͍ɻ ͱΓ͋͑ͣԿ౓΋౤͛ͯΈͯɺͦΕͧΕͷ໨ͷग़Δ֬཰ Λ༧૝͢Δɻ

Slide 41

Slide 41 text

౷ܭֶ ࣮ࡍͷσʔλ͕΋ͱʹͳΔ ͋ΔαΠίϩ͸ɺͲͷ͘Β͍ͷ֬཰Ͱ֤ࣗͷ໨͕ग़Δ͔ Θ͔Βͳ͍ɻ ͱΓ͋͑ͣԿ౓΋౤͛ͯΈͯɺͦΕͧΕͷ໨ͷग़Δ֬཰ Λ༧૝͢Δɻ ฼ूஂ ౤͛ଓ͚ͨͱ͖ʹ ͳΜͷ໨͕Կճग़ ͔ͨ ඪຊ Oճ౤͛ͨͱ͖ʹ ͳΜͷ໨͕Կճग़ ͔ͨ நग़ ʢԿճ͔౤͛Δʣ ਪଌ

Slide 42

Slide 42 text

͖ͬ͞ͷ݁Ռʹ͍ͭͯ

Slide 43

Slide 43 text

͜ͷ΁Μ͸ͳʹʁ

Slide 44

Slide 44 text

྆όφʔͷΫϦοΫ཰͸ಉ͡ʁ " # 17ͲͪΒ΋ $5 $5

Slide 45

Slide 45 text

ൺ཰ͷࠩͷݕఆ΍Δ͜ͱϦετ ᶃ ྆όφʔͷΫϦοΫ཰ʹ͕ࠩͳ͍৔߹ɺ Ͳ͏͍͏਺஋ʹͳΔ͔ظ଴஋Λܭࢉ͢Δ ʢظ଴౓਺ɺظ଴֬཰Λܭࢉ͢Δʣ ᶄ ࣮ࡍͷଌఆσʔλͱᶃΛൺ΂ɺ Ͳͷ͙Β͍ဃ཭͕͋Δ͔Λܭࢉ͢Δ ʢР஋ΛٻΊΔʣ ᶅ ͦͷဃ཭͕Ͳͷ͙Β͍ۮવͰى͖Δ͔ܭࢉ͢Δ ʢР஋͔ΒQ஋ΛٻΊΔʣ

Slide 46

Slide 46 text

Slide 47

Slide 47 text

྆όφʔͷΫϦοΫ཰͸ಉ͡ʁ

Slide 48

Slide 48 text

྆όφʔͷΫϦοΫ཰͸ಉ͡ʁ

Slide 49

Slide 49 text

྆όφʔͷΫϦοΫ཰͸ಉ͡ʁ

Slide 50

Slide 50 text

΋͠΋ύλʔϯͱΫϦοΫ཰ʹ ؔ܎͕ͳ͍ͷͩͱͨ͠Β ʸ ʢશମʣ ͷׂ߹Ͱόφʔ͕ΫϦοΫ͞ΕΔ͸ͣɻ

Slide 51

Slide 51 text

No content

Slide 52

Slide 52 text

΋͠΋ύλʔϯͱΫϦοΫ཰ʹ ؔ܎͕ͳ͍ͷͩͱͨ͠Β ʸ ʢશମʣ ͷׂ߹Ͱόφʔ͕ΫϦοΫ͞ΕΔ͸ͣɻ "ύλʔϯΛΫϦοΫ͢Δਓͷ਺͸ɺ 17ʹ ʹͳΔ͸ͣɻ

Slide 53

Slide 53 text

ظ଴஋ ʢύλʔϯͱΫϦοΫ཰ؔ܎ͳ͍ͳΒ͜͏ͳΔ͸ͣʣ ࣮ଌ஋

Slide 54

Slide 54 text

Slide 55

Slide 55 text

ظ଴஋ ʢύλʔϯͱΫϦοΫ཰ؔ܎ͳ͍ͳΒ͜͏ͳΔ͸ͣʣ ࣮ଌ஋

Slide 56

Slide 56 text

ظ଴஋ ʢύλʔϯͱΫϦοΫ཰ؔ܎ͳ͍ͳΒ͜͏ͳΔ͸ͣʣ ࣮ଌ஋

Slide 57

Slide 57 text

ظ଴஋ͱ࣮ଌ஋ͷࠩ

Slide 58

Slide 58 text

Р஋ ɾͲͷ͙Β͍ظ଴஋ͱ࣮ଌ஋͕ဃ཭͍͔ͯͨ͠ͷࢦඪ ɾ਺஋͕େ͖͍ ʹ ဃ཭͕େ͖͍ ʢˣࠩ෼Λग़ͯ͠ܭࢉͯ͠ΔͷͰʣ

Slide 59

Slide 59 text

Р஋

Slide 60

Slide 60 text

Slide 61

Slide 61 text

গ͠લʹ΋ݴͬͨΑ͏ʹɺ ʮۮવʯ͜ͷဃ཭͕ ىͬͨ͜Մೳੑ͕͋Γ·͢ɻ

Slide 62

Slide 62 text

Slide 63

Slide 63 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 ۮવͪΐͬͱΑ͔ͬͨ ͚ͩ͡Όͳ͍ͷʁ ݴ͏΄Ͳࠩͳ͍ΑͶʁ

Slide 64

Slide 64 text

Ͳͬͪͷόφʔ͕ΫϦοΫ཰͕͍͍ʁ " # 17ͲͪΒ΋ $5 $5 ۮવͪΐͬͱΑ͔ͬͨ ͚ͩ͡Όͳ͍ͷʁ ݴ͏΄Ͳࠩͳ͍ΑͶʁ ۮવ͔ͩͬͨΛ ൑ఆ͢Δͷ͕ݕఆ

Slide 65

Slide 65 text

Р஋ ͔ΒQ஋ʢࠓճͷ݁Ռ͕ۮવग़ͨ֬཰ʣΛٻΊΔɻ

Slide 66

Slide 66 text

ܭࢉ͕ࣜ͢Ͱʹ͋ΔͷͰɺ஋ΛٻΊΔ͚ͩʂ ΤΫηϧͰܭࢉͰ͖·͢ɻ $)*42%*4535 Р৐஋ ࣗ༝౓ ࣗ༝౓͸ ύλʔϯ਺ ʷ ύλʔϯʹର͢ΔΞΫγϣϯ਺ ͰٻΊ·͢ɻ ݫີʹ͸ύλʔϯ਺ΞΫγϣϯ਺ͱ͍͏ΑΓɺදͷߦͱྻͷ߲໨਺Ͱ͢ɻ

Slide 67

Slide 67 text

Q஋ ͭ·Γͷ֬཰Ͱࠓճͷ݁Ռ͕ۮવग़Δ ʢͷ֬཰Ͱɺ"ͱ#ύλʔϯʹ͕ࠩͳͯ͘΋࣮ଌ஋Λಘ͏Δʣ

Slide 68

Slide 68 text

༗ҙਫ४ʢۮવΛڐ༰͢Δਫ४ʣ͸Ͱͨ͠ɻ ͷ֬཰ͰۮવͰɺ༨༟ͰҎԼͰ͢ɻ ʮ$53͕ಉ͡ʯͱ͍͏આ͸غ٫͞Ε·͢ɻ

Slide 69

Slide 69 text

ཧղΛਂΊΔۃ୺ͳ͏͔ͬΓྫ ʢઈରʹਅࣅͯ͠͸͍͚·ͤΜʣ ͏͔ͬΓͯ͠ɺ"PS#ύλʔϯͷ ϩά͕མͪͯͳ͔ͬͨʙʂʂ ࣾ௕ʹใࠂ͠ͳ͖Ό͍͚ͳ͍ͷʹϐϯνʜʜʂ

Slide 70

Slide 70 text

ཧղΛਂΊΔۃ୺ͳ͏͔ͬΓྫ ʢઈରʹਅࣅͯ͠͸͍͚·ͤΜʣ ͱΓ͋͑ͣΫϦοΫͨ͠ʗ͠ͳ͔ͬͨ Ϣʔβʔͷσʔλ͸མͪͯΔ͔Βɺ ΫϦοΫͨ͠ʗ͠ͳ͔ͬͨ σʔλʹϥϯμϜʹ "PS#ΛׂΓ౰ͯͱ͜͏͔ͳʜʜɻ

Slide 71

Slide 71 text

ϥϯμϜʢແ࡞ҝʣʹ΍ΔͳΒɺ جຊతʹ͸ʮ"ͱ#ͷҧ͍ʯ͕ग़ͯ͘Δ͸͕ͣͳ͍ɻ Ͱ΋ɺʮͨ·ͨ·ɺ·͙ΕͰʯ ظ଴஋ΑΓ΋େ͖͘ဃ཭͢Δ͜ͱ͸͋Γ͑Δɻ ͡Ό͋ͦͷ֬཰͸ͲΕ΄Ͳͳͷ͔ʁʁ

Slide 72

Slide 72 text

ͦΕΛ͋ΒΘ͢ͷ͕ɺQ஋ɻ ࠓճͷσʔλͰ͍͏ͱɺQ஋ ͷ֬཰ɺͱ͍͏͜ͱͰ͢ɻ ʢࢲ͸͜ͷఔ౓ͷཧղͰ͕͢ɺ͜Ε΋ͬ͘͟Γͨ͠આ໌ ͷΑ͏ͳͷͰɺڵຯ͕͋Δํ͸ਂ۷ͬͯΈͯͶʣ

Slide 73

Slide 73 text

ೋ߲ݕఆ ಛఆͷύλʔϯ͚ͩͷଟ͞ɾগͳ͕͞ ۮવʹΑΔ΋ͷ͔Ͳ͏͔ΛΈ͍ͨ Рݕఆ ʢࠓճ͸͜Εʣ શମͷ݁Ռ͕ۮવʹΑΔ΋ͷ͔Λݟ͍ͨ ʢ͋Δఔ౓σʔλ਺͕ඞཁʣ Uݕఆ ച্ɺ൓Ԡ࣌ؒͳͲͷฏۉ஋ͷ͕ࠩ ۮવʹΑΔ΋ͷ͔Ͳ͏͔ΛΈ͍ͨ ۀ຿ʹ࢖͑ͦ͏ͳ͞·͟·ͳݕఆ ͦΕͧΕπʔϧ͕͋Γ·͢͠ɺ 3ͱ͍͏౷ܭιϑτͰ΋͍ΖΜͳݕఆ͕Ͱ͖·͢ https://cran.r-project.org/

Slide 74

Slide 74 text

આ໌ฤ͓ΘΓ ʢ࣮ફฤ΋΍Γ·͢ʣ

Slide 75

Slide 75 text

ࢀߟจݙɾαΠτ Θ͔Γ΍͍͢ॱ • খྛ ࠀ඙ ϚϯΨͰΘ͔Δ ΍͍͞͠౷ܭֶ 1)1ݚڀॴ • େଜ ฏ ࠓ೔͔Β࢖͑Δ౷ܭղੳ ߨஊࣾ • "#ςετʹ༻͍ΒΕΔ౷ܭతݕఆख๏ʢϩδοΫʣͷ·ͱΊˍൺֱ • IUUQTXXXSDPSFDSVJUDPKQDBSFFSFOHJOFFSCMPHBCUFTU MPHJD • ஌ܙାʮ౷ܭͱ֬཰ͷҧ͍ʯ • IUUQTEFUBJMDIJFCVLVSPZBIPPDPKQRBRVFTUJPO@EFUBJMR • ΧΠೋ৐ݕఆ • IUUQTMPHJDTPGCMVFDPNDIJTRVBSFEUFTU • ΧΠ̎৐஋ͱΧΠ̎৐෼෍ • IUUQLPHPMBCDIJMMPVUKQFMFBSOIBNCVSHFSDIBQTFDIUNM

Slide 76

Slide 76 text

࣮ફฤ ࠓճͷόφʔͷ݁ՌΛݕఆʹ͔͚ͯΈΑ͏