はじめての「R」 - Speaker Deck

はじめての「R」

by Masahiro Hayashi

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͸͡Ίͯͷʮ3ʯ ྛਅ޿ !QIPTQIPS@N +BQBO3!౷ܭ਺ཧݚڀॴ ʗʗ

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ࣗݾ঺հ ྛɹਅ޿ େࡕେֶਓؒՊֶݚڀՊ% ܭྔࣾձֶɼΠϯλʔωοτݚڀ UXJUUFSɿ!QIPTQIPS@N

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3ͱΘͨ͠ 3ྺ೥͙Β͍ 0TBLB3ओ࠵ʢٳࢭதʣ ʰ3ύοέʔδΨΠυϒοΫʱ GPSFJHOɼNFNJTDɼQTZDIɼTFN 3[ύοέʔδ։ൃʢPO$3"/ʣ

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3Ͱͳʹ͕΍Γ͍ͨͰ͔͢ʁ

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3Ͱ΍Γ͍ͨ͜ͱʹΑͬͯɼ ͜Ε͔Βֶ͹ͳ͚Ε͹ͳΒͳ͍͜ͱ ͕มΘ͖ͬͯ·͢ʂ

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3Λ࢖͏ͷʹඞཁͳ΋ͷ ౷ܭ ϓϩάϥϛϯάೳྗ υϝΠϯ஌ࣝ ఘΊͳ͍৺ʂ

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౷ܭ 3͸౷ܭղੳ؀ڥ ౷ܭΛ࢖Θͳ͍ͳΒɼ 3Λ࢖͏ҙຯ͕ͳ͍ʂ

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ϓϩάϥϛϯάೳྗ 3͸ϓϩάϥϛϯάݴޠ 3Λ࢖͏ʹϓϩάϥϛϯά

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υϝΠϯ஌ࣝ 3Λ࢖͏ʹσʔλΛ෼ੳ͢Δ Ͳ͏෼ੳ͢Ε͹͍͍ͷ͔ʁ ෼໺͝ͱͷઐ໳஌͕ࣝͳ͚Ε͹ద ੾ʹ෼ੳͰ͖ͳ͍ʂ

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͜ΕΒͷ΋ͷʹ Ͳͷ͘Β͍ ࣗ৴͕͋Γ·͔͢ʁ

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3ೖ໳ऀͷछྨ ϓϩάϥϚʔλΠϓ ৐Γ׵͑λΠϓ ϏΪφʔλΠϓ

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3ೖ໳ऀͷछྨ ౷ܭ ϓϩάϥϛϯά υϝΠϯ஌ࣝ ϓϩάϥϚʔ ʷ ˕ ˚ ৐Γ׵͑ ˓ ʷ ˓ ϏΪφʔ ʷ ʷ ʁ

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3Λ࢖͑ΔΑ͏ʹͳΔͨΊʹ͸ʁ

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ϓϩάϥϚʔλΠϓ 3ͷ࢖͍ํ͸͙͢शಘͰ͖Δ ౷ܭͷษڧ͕ඞཁ

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౷ܭ೉ͦ͠͏ʜ جૅ஌ࣝ͸ઈରʹඞཁʂ ͦͷઌ͸ɼ໨తҙࣝΛ࣋ͬͯษڧ ౷ܭֶऀʹͳΔඞཁ͸ͳ͍ ͲΜͳ෼ੳΛ͍ͨ͠ͷ͔ʁ ࣗ෼͕΍Γ͍ͨ෼ੳʹඞཁͳ΋ͷ͔Β

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৐Γ׵͑λΠϓ 4144ɼ4"4ɼ4UBUBʜ 3ʹ຋༁͢Δ աڈʹߦͬͨ෼ੳΛ3Ͱ࠶෼ੳ ͱʹ͔͘࢖͍ଓ͚Δ

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ϓϩάϥϛϯά೉ͦ͠͏ʜ ϓϩάϥϜΛ࡞ΔΘ͚Ͱ͸ͳ͍ʂ ϓϩάϥϚʔʹͳΔඞཁ͸ͳ͍ ʮϧʔϧʯΛ֮͑Δ͚ͩ 4˓44ͷγϯλοΫεΑΓ͸Δ͔ʹ·ͱ ΋Ͱཧղ͠΍͍͢ ඞཁʹԠͯ͡ඞཁͳ΋ͷ͔Β֮͑Δ

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ϏΪφʔλΠϓ 3Λ࢖ͬͯ౷ܭΛษڧ͢Δͷ͕ۙಓ ౷ܭͷཧ۶Λ3Ͱ࣮ࡍʹࢼ͠ͳ͕Β ษڧ͢Δͷ͸Ή͠Ζޮ཰͕͍͍

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͜Μͳ;͏ʹɼ͜Ε͔Β3Λ࢖͍ ͍ͨʂͱ͍͏ਓ͸ɼ͍ΖΜͳλΠ ϓʹΘ͚ΒΕΔ ݁Ռͱͯ͠ɼೖ໳ߨशձ͕΋ͷ͢ ͘͝΍Γʹ͍͘

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͍Ζ͍Ζͳ΋ͷΛఘΊͯ ໨ඪΛೋͭʹߜΓ·ͨ͠

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3Λ࢖ͬͯ෼ੳΛ͢ΔҰ࿈ͷྲྀΕ Λମݧ͢Δ ͜Ε͔ΒͲΜͳ;͏ʹ3Λษڧ͠ ͍͔ͯ͘Λߟ͑Δ ࠓ೔ͷ໨ඪ

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஫ҙʂ ͔ͳΓେ୾ʹઆ໌Λলུ͍ͯ͠·͢ ͜ͷߨशձͰ3ΛϚελʔͰ͖ΔΘ ͚Ͱ͸ແ͘ɼࠓޙͷࣗश͕ඞਢͰ͢ ͜Ε͔Β3ΛֶΜͰ͍ͨ͘Ίͷͱͬ ͔͔Γͩͱߟ͍͑ͯͩ͘͞

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3Λ࢖͏४උ

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ඞཁͳ΋ͷ 3ຊମ 34UVEJP

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34UVEJPͱ͸ʁ ެࣜͷ3͸࢖͍ʹ͍͘ʢಛʹ8JOEPXT൛ʣ 34UVEJP͸ɼ3ΛΑΓ࢖͍΍͘͢͢ΔͨΊ ͷ։ൃ؀ڥʢ*%&ʣ ͨͩ͠ཪͰެࣜͷ3Λ࢖͍ͬͯΔͷ Ͱɼެࣜͷ3΋ೖΕ͓ͯ͘ඞཁ͕͋Δ

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8JOEPXTͰ΋.BDͰ΋ಉ͡Πϯλ ʔϑΣΠεͳͷͰڭ͑΍͍͢ ཪࣄ৘

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։ൃ؀ڥͬͯ೉ͦ͠͏ʜ ߴ౓ͳιϑτʺ೉͍͠ιϑτ ॳ৺ऀʹ༏͍͠ػೳ͕෇͍͍ͯΔ 34UVEJP৯ચػ ެࣜͷ3ʹͨΘ͠

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34UVEJPͷऑ఺ ೔ຊޠԽ͞Ε͍ͯͳ͍ ೔ຊޠೖྗ͕ۤख ࠷ۙ͗Γ͗Γ࣮༻Ϩϕϧʹͳͬͨ

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࢖ͬͯΈΑ͏ʂ

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·ͣ͸34UVEJPΛىಈ

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34DSJQUΛ৽ن࡞੒ ᶃ ᶄ

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جຊͷը໘ ίϯιʔϧ ΤσΟλ ϔϧϓɼ ϑΝΠϧɼ ϓϩοτɼ ʜ

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جຊతͳ࢖͍ํ εΫϦϓτΛίϯιʔϧ ·ͨ͸Τ σΟλʹॻ͖ࠐΜͰ࣮ߦ͢Δ͚ͩ εΫϦϓτʜ3ʹର͢Δ໋ྩ

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εΫϦϓτͷ࣮ߦํ๏ ίϯιʔϧͰ͸ɼೖྗͯ͠FOUFS ΤσΟλͰ͸ɼ DUSMFOUFSݱࡏͷߦ·ͨ͸બ ୒தͷεΫϦϓτΛ࣮ߦ .BDͰ͸DUSMͰ͸ͳ͘DPNNBOE

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࿅शɿ)FMMP8PSME ίϯιʔϧʹҎԼͷεΫϦϓτΛೖ ྗ͠ɼ࣮ߦͯ͠ΈΑ͏ ಉ͡εΫϦϓτΛΤσΟλʹೖྗ ͠ɼ࣮ߦͯ͠ΈΑ͏ print("Hello World!")

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εΫϦϓτͷϧʔϧ େจࣈͱখจࣈ͸۠ผ͞ΕΔ QSJOUͱ13*/5͸ผͷ΋ͷ શ֯ͱ൒֯΋۠ผ͞ΕΔ ه߸Λશ֯Ͱೖྗ͠ͳ͍Α͏ʹʂ

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ίϯιʔϧͱΤσΟλͷ ࢖͍෼͚͸ʁ جຊతʹ͸ΤσΟλΛ࢖͏ ࡞ۀͷه࿥Λ࢒͓ͯͨ͘͠Ί ࢒͢ҙຯͷͳ͍Ұ࣌తͳεΫϦϓ τ͸ɼίϯιʔϧͰ࣮ߦ

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εΫϦϓτ͸อଘ͓ͯ͠ ͖·͠ΐ͏ ޷͖ͳํʢͲͪΒͰ΋ಉ͡ʣ

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࿅शɿ3Ͱ࢛ଇԋࢉ 3 + 5 10 -‐ 3 2 * 3 100 / 20 (12 + 34 -‐ 56) * 78 / 90 ଍͠ࢉҾ͖ࢉ ͔͚ࢉׂΓࢉ

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ԋࢉͷ༏ઌॱҐ͸਺ֶͱಉ͡ ׅހ಺ͷԋࢉˠֻ͚ࢉɾׂΓࢉˠ ଍͠ࢉɾҾ͖ࢉ

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5JQT 34UVEJP w ΤσΟλͰׅހ΍Ҿ༻ූΛೖྗ͢Δͱɼด ׅ͡ހ΍Ҿ༻ූΛิ׬ͯ͘͠ΕΔ w ͞ΒʹɼׅހʹΧʔιϧΛ߹ΘͤΔͱɼର Ԡ͢Δׅހ͕ϋΠϥΠτ͞ΕΔ w ׅހ΍Ҿ༻ූͷରԠؔ܎͕ͣΕ͍ͯΔͱΤ ϥʔʹͳΔͷͰɼৗʹνΣοΫ͠Α͏ʂ

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5JQT ೖྗ଴ͪ w ίϯιʔϧ͕ೖྗ଴ͪঢ়ଶʹͳΔ͜ͱ͕͋Δ w ׅހ͕ͪΌΜͱด͡ΒΕ͍ͯͳ͍ɼܭࢉ͕ࣜ ్தɼͳͲͷ৔߹ w FTDΩʔΛԡ͢ͱݩͷঢ়ଶʹ໭ΕΔ

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ม਺ɾؔ਺ɾϕΫτϧ

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࿅शɿม਺ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ x <-‐ 2 y <-‐ 3 + 4 z <-‐ x + y z

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ԿΛ΍͍ͬͯΔͷ͔ʁ x <-‐ 2 y <-‐ 3 + 4 z <-‐ x + y z ม਺ ΦϒδΣΫτ ม਺ʹΦϒδΣΫτΛ୅ೖ

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ΦϒδΣΫτʹσʔλͦͷ΋ͷ ม਺ʹΦϒδΣΫτΛอ؅͢Δശ ୅ೖʹΦϒδΣΫτΛശʹอ؅͢ Δ͜ͱ ΦϒδΣΫτ ม਺ ୅ೖ

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ͳͥม਺͕ඞཁʁ ܁Γฦ͠࢖͏σʔλΛຖճೖྗ͢ Δͷ͸໘౗ˠม਺ʹ୅ೖʂ Ұ౓࡞ͬͨม਺͸܁Γฦ͠࢖͑Δ ΦϒδΣΫτͦͷ΋ͷͷΑ͏ʹѻ ͑Δʢʹͦͷ··ܭࢉͰ͖Δʣ

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୅ೖͷॻ͖ํ ม਺ΦϒδΣΫτ ม਺ม਺ ม਺ԿΒ͔ͷܭࢉ ˞ʠʡ͸୅ೖه߸ʢࢁׅހͱϋΠϑϯʣ ˞໼ҹʢˡʣΛදݱ͍ͯ͠Δ

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࿅शɿؔ਺ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ floor(1.999) x <-‐ sqrt(4) x y <-‐ sqrt(x) y

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ؔ਺ͱ͸ʁ ԿΒ͔ͷΠϯϓοτʹରͯ͠ ॲཧΛՃ͑Ξ΢τϓοτΛ ฦ͢΋ͷ Πϯϓοτ ॲཧ Ξ΢τϓοτ ؔ਺

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sqrtͷ৔߹ ฏํࠜ TRSU x <-‐ sqrt(4) Πϯϓοτ Ξ΢τϓοτ ؔ਺

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ؔ਺ʂؔ਺ʂؔ਺ʂ ؔ਺ͷ࢖͍ํ͕෼͔Ε͹ɼ3ͷ ͙Β͍͸෼͔ͬͨΑ͏ͳ΋ͷ ඞཁͳؔ਺ΛબΜͰ࢖͍ํΛ֮͑ ͍ͯ͘

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5JQT 34UVEJP w ม਺΍ؔ਺ͷೖྗ్தͰUBCΩʔΛԡ͢ ͱɼิ׬ީิΛग़ͯ͘͠ΕΔ w ϔϧϓ͖ͭͰग़ͯ͘͠ΕΔͷͰͱͯ΋ศར w εϖϧϛεͰΤϥʔΛى͜͞ͳ͍ͨΊʹ ΋ɼੵۃతʹ࢖͓͏ʂ

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࿅शɿϕΫτϧ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ x <-‐ c(2, 3, 5, 7, 11) sqrt(x) mean(x)

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ϕΫτϧ͸ෳ਺ͷ஋Λ·ͱΊͨ΋ͷ 3͸ෳ਺ͷ஋Λ·ͱΊͯॲཧͰ͖Δ ϕΫτϧ͸cؔ਺Ͱ࡞Δ combine x <-‐ c(2, 3, 5, 7, 11) sqrt(x) mean(x) ͕͜͜ϕΫτϧ ෳ਺ͷ஋Λ·ͱΊͯॲཧ

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࿅शɿؔ਺ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ x <-‐ c(2, 4, 9, 5, 3) sort(x) sort(x, decreasing = TRUE)

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ؔ਺ͷΦϓγϣϯ ؔ਺ʹΑͬͯ͸Φϓγϣϯ͕͋Δ ΦϓγϣϯʹσϑΥϧτ஋͕ઃఆ ͞Ε͍ͯΔ৔߹͸ɼলུͰ͖Δ sort(x, decreasing = TRUE) ߱ॱ͔ঢॱ͔ͷΦϓγϣϯ σϑΥϧτ͸ঢॱ '"-4&

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ਅِ஋ ਅِ஋͸ɼΦϓγϣϯͷΦϯɼΦ ϑ΍৚݅൑அʹ༻͍Δ 536&ʢਅʣͱ'"-4&ʢِʣ

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ؔ਺ͷϔϧϓ ؔ਺ʹ͸ϔϧϓ͕༻ҙ͞Ε͍ͯΔ ϔϧϓʹ͸ɼؔ਺ͷ༻్΍Φϓγ ϣϯͳͲͷৄࡉ͕ॻ͔Ε͍ͯΔ help(sort) ?sort རศੑͷͨΊͷলུه๏

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͜͜·ͰͰ͖Ε͹3͕࢖͑Δʂ ࣮ફʹೖ͍͖ͬͯ·͠ΐ͏

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ͦͷલʹɼ౷ܭʹ͓͚Δ σʔλʹ͍ͭͯ

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σʔλͷجຊ୯Ґ ౷ܭʹ༻͍Δσʔλͷجຊ୯Ґ͸ϕ Ϋτϧ ͜ͷϕΫτϧΛ౷ܭͰ͸ม਺ͱݺͿ 3ʹ͓͚Δม਺ͱ͸ඍົʹҙຯ͕ҟ ͳΔ͜ͱʹ஫ҙʢ3ͷม਺͸ശʣ

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# ࠃޠͷ੒੷ͷม਺ kokugo <-‐ c(70, 53, 64, 82, 48) # ਺ֶͷ੒੷ͷม਺ sugaku <-‐ c(51, 49, 86, 88, 71) # ֤ݸਓͷฏۉ఺ heikin <-‐ (kokugo + sugaku) / 2 # શମͷฏۉ఺ mean(heikin)

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౷ܭղੳʹ༻͍Δσʔλ ࠷΋جຊతͳܗࣜ͸දܗࣜσʔλ

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දܗࣜσʔλͷม਺ දܗࣜσʔλͰ͸ɼ ྻํ޲ʹม਺Λฒ ΂Δ

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౷ܭղੳ͸ ԿΛ͍ͯ͠Δͷ͔ʁ ଟ͘ͷ౷ܭղੳ͸ɼม਺ؒͷؔ܎Λ ݟ͍ͯΔ FYม਺9ʹEͱ౴͑ͨਓ͸ɼม਺ :ʹ͸Fͱ౴͑Δ܏޲͕͋Δ FYม਺"ͷ஋͕ߴ͍΄Ͳɼม਺# ͷ஋΋ߴ͘ͳΔ

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σʔλͷಡΈࠐΈ

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$47ͷಡΈࠐΈ ᶃ ᶄ

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$47ͷಡΈࠐΈը໘

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ಡΈࠐΈઃఆΛमਖ਼

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ಡΈࠐΜͩσʔλ͕ දࣔ͞ΕΔ

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ಡΈࠐ·Εͨσʔλͷѻ͍ σʔλϑϨʔϜʢEBUBGSBNFʣͱ ͍͏ܗࣜͰಡΈࠐ·ΕΔ දܗࣜσʔλΛѻ͏ͨΊͷܗࣜ

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σʔλϑϨʔϜ͸౷ܭͰ࢖ ͏දܗࣜσʔλͦͷ΋ͷ ม਺ ม਺໊

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࿅शɿσʔλϑϨʔϜ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ nrow(d1) ncol(d1) summary(d1) summary(d1$q2) mean(d1$q2, na.rm = TRUE)

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σʔλϑϨʔϜ಺ͷ ม਺ͷ࢖͍ํ σʔλϑϨʔϜ໊ม਺໊ d1$q2 summary(d1$q2) σʔλϑϨʔϜ໊ ม਺໊

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౷ܭղੳͷηΦϦʔ ҰͭҰͭͷม਺ʹ͍ͭͯಛ௃ΛݟΔ ೋͭͷม਺ؒͷؔ܎ΛݟΔ ෳ਺ͷม਺ؒͷؔ܎ΛݟΔʢଟมྔ ղੳʣ

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˞͓࿳ͼ αϯϓϧσʔλ͸Ҏ߱Ͱ͸࢖͍· ͤΜ ࢥͬͨҎ্ʹ࢖͍ʹ͔ͬͨ͘ 3ʹ෇ଐͷαϯϓϧσʔλΛ࢖͍ ·͢

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࿅शɿม਺ͷಛ௃ΛݟΔ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ # αϯϓϧσʔλͷಡΈࠐΈ data(iris) hist(iris$Sepal.Length) plot(iris$Species)

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hist(iris$Sepal.Length)

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plot(iris$Species)

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࿅शɿม਺ؒͷؔ܎ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ cor(iris$Sepal.Length, iris$Petal.Length) plot(iris$Sepal.Length, iris$Petal.Length)

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૬ؔ܎਺ "ͷ਺஋͕େ͖͍΄Ͳ#ͷ਺஋΋େ ͖͍ʹ"ͱ#͸૬͕ؔ͋Δɼͱ͍͏ ૬ؔͷڧ͞Λ਺஋Խͨ͠΋ͷ͕ɼ ૬ؔ܎਺ DPS͸૬ؔ܎਺Λܭࢉ͢Δؔ਺

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૬ؔ܎਺ ૬ؔ܎਺͸͔ΒͷൣғΛऔΔ ͷͱ͖ɼແ૬ؔ ·ͨ͸ʹۙͮ͘΄Ͳڧ͍૬ؔ

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plot(iris$Sepal.Length, iris$Petal.Length)

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ଟมྔղੳͳͲͷ ΑΓߴ౓ͳ෼ੳ ॏճؼ෼ੳɼҼࢠ෼ੳɼΫϥελ ʔ෼ੳɼػցֶशɼʜ ͍Ζ͍Ζͳ෼ੳ͕͋Γ·͕͢ɼ΄ ͱΜͲ͕ҰߦͷεΫϦϓτͰͰ͖ ͯ͠·͍·͢ʂ

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͍͔ͭ͘ྫΛ͓ݟ͍ͤͨ͠Ͱ͕͢ʜ ͜ͷ͋ͨΓͰ͕࣌ؒ΍͹͘ͳͬͯΔ ؾ͕͠·͢ʂ ͢͹Β͍͠αΠτ΍ॻ੶Λ঺հ͢Δ ͷͰڐ͍ͯͩ͘͠͞

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ٯҾ͖ฤʂ

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ʰ3ϓϩάϥϛϯάϚχϡΞϧʱ ϓϩάϥϛϯάݴޠͱͯ͠ͷ3ͷ ࢖͍ํ͕·ͱΊΒΕ͍ͯΔ 3ͰϓϩάϥϛϯάΛ͢ΔͳΒ࣋ ͓͖͍ͬͯͨ

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ʰ3ʹΑΔ΍͍͞͠౷ܭֶʱ 3Λ࢖ͬͯ౷ܭֶΛษڧͰ͖Δ 3΋౷ܭ΋ॳ৺ऀͱ͍͏ਓʹ͓קΊ

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ʰ3ύοέʔδΨΠυϒοΫʱ ଟछଟ༷ͳύοέʔδ͕࢖༻ྫͱ ڞʹ঺հ͞Ε͍ͯΔɼඦՊࣙయత ͳॻ੶

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ʰ3ݴޠٯҾ͖ϋϯυϒοΫʱ ҰݴͰݴ͑͹3େࣙయ ͜Εʹࡌͬͯͳ͍͜ͱ͕஌Γͨ͘ ͳͬͨΒɼ͋ͳͨ͸ཱ೿ͳ3্ڃ ऀͰ͢

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