はじめての「R」
by
Masahiro Hayashi
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͡Ίͯͷʮ3ʯ ྛਅ !QIPTQIPS@N +BQBO3!౷ܭཧݚڀॴ ʗʗ
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ࣗݾհ ྛɹਅ େࡕେֶਓؒՊֶݚڀՊ% ܭྔࣾձֶɼΠϯλʔωοτݚڀ UXJUUFSɿ!QIPTQIPS@N
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3ͱΘͨ͠ 3ྺ͙Β͍ 0TBLB3ओ࠵ʢٳࢭதʣ ʰ3ύοέʔδΨΠυϒοΫʱ GPSFJHOɼNFNJTDɼQTZDIɼTFN 3[ύοέʔδ։ൃʢPO$3"/ʣ
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3Ͱͳʹ͕Γ͍ͨͰ͔͢ʁ
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3ͰΓ͍ͨ͜ͱʹΑͬͯɼ ͜Ε͔Βֶͳ͚ΕͳΒͳ͍͜ͱ ͕มΘ͖ͬͯ·͢ʂ
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3Λ͏ͷʹඞཁͳͷ ౷ܭ ϓϩάϥϛϯάೳྗ υϝΠϯࣝ ఘΊͳ͍৺ʂ
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౷ܭ 3౷ܭղੳڥ ౷ܭΛΘͳ͍ͳΒɼ 3Λ͏ҙຯ͕ͳ͍ʂ
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ϓϩάϥϛϯάೳྗ 3ϓϩάϥϛϯάݴޠ 3Λ͏ʹϓϩάϥϛϯά
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υϝΠϯࣝ 3Λ͏ʹσʔλΛੳ͢Δ Ͳ͏ੳ͢Ε͍͍ͷ͔ʁ ͝ͱͷઐ͕ࣝͳ͚Εద ʹੳͰ͖ͳ͍ʂ
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͜ΕΒͷͷʹ Ͳͷ͘Β͍ ࣗ৴͕͋Γ·͔͢ʁ
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3ೖऀͷछྨ ϓϩάϥϚʔλΠϓ Γ͑λΠϓ ϏΪφʔλΠϓ
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3ೖऀͷछྨ ౷ܭ ϓϩάϥϛϯά υϝΠϯࣝ ϓϩάϥϚʔ ʷ ˕ ˚ Γ͑ ˓ ʷ ˓ ϏΪφʔ ʷ ʷ ʁ
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3Λ͑ΔΑ͏ʹͳΔͨΊʹʁ
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ϓϩάϥϚʔλΠϓ 3ͷ͍ํ͙͢शಘͰ͖Δ ౷ܭͷษڧ͕ඞཁ
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౷ܭͦ͠͏ʜ جૅࣝઈରʹඞཁʂ ͦͷઌɼతҙࣝΛ࣋ͬͯษڧ ౷ܭֶऀʹͳΔඞཁͳ͍ ͲΜͳੳΛ͍ͨ͠ͷ͔ʁ ͕ࣗΓ͍ͨੳʹඞཁͳͷ͔Β
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Γ͑λΠϓ 4144ɼ4"4ɼ4UBUBʜ 3ʹ༁͢Δ աڈʹߦͬͨੳΛ3Ͱ࠶ੳ ͱʹ͔͍͘ଓ͚Δ
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ϓϩάϥϛϯάͦ͠͏ʜ ϓϩάϥϜΛ࡞ΔΘ͚Ͱͳ͍ʂ ϓϩάϥϚʔʹͳΔඞཁͳ͍ ʮϧʔϧʯΛ֮͑Δ͚ͩ 4˓44ͷγϯλοΫεΑΓΔ͔ʹ·ͱ Ͱཧղ͍͢͠ ඞཁʹԠͯ͡ඞཁͳͷ͔Β֮͑Δ
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ϏΪφʔλΠϓ 3Λͬͯ౷ܭΛษڧ͢Δͷ͕ۙಓ ౷ܭͷཧ۶Λ3Ͱ࣮ࡍʹࢼ͠ͳ͕Β ษڧ͢ΔͷΉ͠Ζޮ͕͍͍
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͜Μͳ;͏ʹɼ͜Ε͔Β3Λ͍ ͍ͨʂͱ͍͏ਓɼ͍ΖΜͳλΠ ϓʹΘ͚ΒΕΔ ݁Ռͱͯ͠ɼೖߨशձ͕ͷ͢ ͘͝Γʹ͍͘
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͍Ζ͍ΖͳͷΛఘΊͯ ඪΛೋͭʹߜΓ·ͨ͠
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3ΛͬͯੳΛ͢ΔҰ࿈ͷྲྀΕ Λମݧ͢Δ ͜Ε͔ΒͲΜͳ;͏ʹ3Λษڧ͠ ͍͔ͯ͘Λߟ͑Δ ࠓͷඪ
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ҙʂ ͔ͳΓେʹઆ໌Λলུ͍ͯ͠·͢ ͜ͷߨशձͰ3ΛϚελʔͰ͖ΔΘ ͚Ͱແ͘ɼࠓޙͷࣗश͕ඞਢͰ͢ ͜Ε͔Β3ΛֶΜͰ͍ͨ͘Ίͷͱͬ ͔͔Γͩͱߟ͍͑ͯͩ͘͞
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3Λ͏४උ
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ඞཁͳͷ 3ຊମ 34UVEJP
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34UVEJPͱʁ ެࣜͷ3͍ʹ͍͘ʢಛʹ8JOEPXT൛ʣ 34UVEJPɼ3ΛΑΓ͍͘͢͢ΔͨΊ ͷ։ൃڥʢ*%&ʣ ͨͩ͠ཪͰެࣜͷ3Λ͍ͬͯΔͷ Ͱɼެࣜͷ3ೖΕ͓ͯ͘ඞཁ͕͋Δ
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8JOEPXTͰ.BDͰಉ͡Πϯλ ʔϑΣΠεͳͷͰڭ͍͑͢ ཪࣄ
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։ൃڥͬͯͦ͠͏ʜ ߴͳιϑτʺ͍͠ιϑτ ॳ৺ऀʹ༏͍͠ػೳ͕͍͍ͯΔ 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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جຊతͳ͍ํ εΫϦϓτΛίϯιʔϧ ·ͨΤ σΟλʹॻ͖ࠐΜͰ࣮ߦ͢Δ͚ͩ εΫϦϓτʜ3ʹର͢Δ໋ྩ
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εΫϦϓτͷ࣮ߦํ๏ ίϯιʔϧͰɼೖྗͯ͠FOUFS ΤσΟλͰɼ DUSMFOUFSݱࡏͷߦ·ͨબ தͷεΫϦϓτΛ࣮ߦ .BDͰDUSMͰͳ͘DPNNBOE
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࿅शɿ)FMMP8PSME ίϯιʔϧʹҎԼͷεΫϦϓτΛೖ ྗ͠ɼ࣮ߦͯ͠ΈΑ͏ ಉ͡εΫϦϓτΛΤσΟλʹೖྗ ͠ɼ࣮ߦͯ͠ΈΑ͏ print("Hello World!")
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εΫϦϓτͷϧʔϧ େจࣈͱখจࣈ۠ผ͞ΕΔ QSJOUͱ13*/5ผͷͷ શ֯ͱ֯۠ผ͞ΕΔ ه߸Λશ֯Ͱೖྗ͠ͳ͍Α͏ʹʂ
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ίϯιʔϧͱΤσΟλͷ ͍͚ʁ جຊతʹΤσΟλΛ͏ ࡞ۀͷهΛ͓ͯͨ͘͠Ί ͢ҙຯͷͳ͍Ұ࣌తͳεΫϦϓ τɼίϯιʔϧͰ࣮ߦ
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εΫϦϓτอଘ͓ͯ͠ ͖·͠ΐ͏ ͖ͳํʢͲͪΒͰಉ͡ʣ
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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༏ઌॱҐֶͱಉ͡ ׅހͷԋࢉˠֻ͚ࢉɾׂΓࢉˠ ͠ࢉɾҾ͖ࢉ
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5JQT 34UVEJP w ΤσΟλͰׅހҾ༻ූΛೖྗ͢Δͱɼด ׅ͡ހҾ༻ූΛิͯ͘͠ΕΔ w ͞ΒʹɼׅހʹΧʔιϧΛ߹ΘͤΔͱɼର Ԡ͢Δׅހ͕ϋΠϥΠτ͞ΕΔ w ׅހҾ༻ූͷରԠ͕ؔͣΕ͍ͯΔͱΤ ϥʔʹͳΔͷͰɼৗʹνΣοΫ͠Α͏ʂ
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5JQT ೖྗͪ w ίϯιʔϧ͕ೖྗͪঢ়ଶʹͳΔ͜ͱ͕͋Δ w ׅހ͕ͪΌΜͱด͡ΒΕ͍ͯͳ͍ɼܭࢉ͕ࣜ ్தɼͳͲͷ߹ w FTDΩʔΛԡ͢ͱݩͷঢ়ଶʹΕΔ
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มɾؔɾϕΫτϧ
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࿅शɿม ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ x <-‐ 2 y <-‐ 3 + 4 z <-‐ x + y z
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ԿΛ͍ͬͯΔͷ͔ʁ x <-‐ 2 y <-‐ 3 + 4 z <-‐ x + y z ม ΦϒδΣΫτ มʹΦϒδΣΫτΛೖ
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ΦϒδΣΫτʹσʔλͦͷͷ มʹΦϒδΣΫτΛอ͢Δശ ೖʹΦϒδΣΫτΛശʹอ͢ Δ͜ͱ ΦϒδΣΫτ ม ೖ
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ͳͥม͕ඞཁʁ ܁Γฦ͠͏σʔλΛຖճೖྗ͢ Δͷ໘ˠมʹೖʂ Ұ࡞ͬͨม܁Γฦ͑͠Δ ΦϒδΣΫτͦͷͷͷΑ͏ʹѻ ͑Δʢʹͦͷ··ܭࢉͰ͖Δʣ
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ೖͷॻ͖ํ มΦϒδΣΫτ มม มԿΒ͔ͷܭࢉ ˞ʠʡೖه߸ʢࢁׅހͱϋΠϑϯʣ ˞ҹʢˡʣΛදݱ͍ͯ͠Δ
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࿅शɿؔ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ floor(1.999) x <-‐ sqrt(4) x y <-‐ sqrt(x) y
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ؔͱʁ ԿΒ͔ͷΠϯϓοτʹରͯ͠ ॲཧΛՃ͑ΞτϓοτΛ ฦ͢ͷ Πϯϓοτ ॲཧ Ξτϓοτ ؔ
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sqrtͷ߹ ฏํࠜ TRSU x <-‐ sqrt(4) Πϯϓοτ Ξτϓοτ ؔ
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ؔʂؔʂؔʂ ؔͷ͍ํ͕͔Εɼ3ͷ ͙Β͍͔ͬͨΑ͏ͳͷ ඞཁͳؔΛબΜͰ͍ํΛ֮͑ ͍ͯ͘
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5JQT 34UVEJP w มؔͷೖྗ్தͰUBCΩʔΛԡ͢ ͱɼิީิΛग़ͯ͘͠ΕΔ w ϔϧϓ͖ͭͰग़ͯ͘͠ΕΔͷͰͱͯศར w εϖϧϛεͰΤϥʔΛى͜͞ͳ͍ͨΊʹ ɼੵۃతʹ͓͏ʂ
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࿅शɿϕΫτϧ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ x <-‐ c(2, 3, 5, 7, 11) sqrt(x) mean(x)
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ϕΫτϧෳͷΛ·ͱΊͨͷ 3ෳͷΛ·ͱΊͯॲཧͰ͖Δ ϕΫτϧcؔͰ࡞Δ combine x <-‐ c(2, 3, 5, 7, 11) sqrt(x) mean(x) ͕͜͜ϕΫτϧ ෳͷΛ·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 ؔʹΑͬͯΦϓγϣϯ͕͋Δ ΦϓγϣϯʹσϑΥϧτ͕ઃఆ ͞Ε͍ͯΔ߹ɼলུͰ͖Δ sort(x, decreasing = TRUE) ߱ॱ͔ঢॱ͔ͷΦϓγϣϯ σϑΥϧτঢॱ '"-4&
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ਅِ ਅِɼΦϓγϣϯͷΦϯɼΦ ϑ݅அʹ༻͍Δ 536&ʢਅʣͱ'"-4&ʢِʣ
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ؔͷϔϧϓ ؔʹϔϧϓ͕༻ҙ͞Ε͍ͯΔ ϔϧϓʹɼؔͷ༻్Φϓγ ϣϯͳͲͷৄࡉ͕ॻ͔Ε͍ͯΔ help(sort) ?sort རศੑͷͨΊͷলུه๏
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͜͜·ͰͰ͖Ε3͕͑Δʂ ࣮ફʹೖ͍͖ͬͯ·͠ΐ͏
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ͦͷલʹɼ౷ܭʹ͓͚Δ σʔλʹ͍ͭͯ
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σʔλͷجຊ୯Ґ ౷ܭʹ༻͍Δσʔλͷجຊ୯Ґϕ Ϋτϧ ͜ͷϕΫτϧΛ౷ܭͰมͱݺͿ 3ʹ͓͚Δมͱඍົʹҙຯ͕ҟ ͳΔ͜ͱʹҙʢ3ͷมശʣ
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# ࠃޠͷͷม kokugo <-‐ c(70, 53, 64, 82, 48) # ֶͷͷม sugaku <-‐ c(51, 49, 86, 88, 71) # ֤ݸਓͷฏۉ heikin <-‐ (kokugo + sugaku) / 2 # શମͷฏۉ mean(heikin)
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౷ܭղੳʹ༻͍Δσʔλ ࠷جຊతͳܗࣜදܗࣜσʔλ
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දܗࣜσʔλͷม දܗࣜσʔλͰɼ ྻํʹมΛฒ Δ
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౷ܭղੳ ԿΛ͍ͯ͠Δͷ͔ʁ ଟ͘ͷ౷ܭղੳɼมؒͷؔΛ ݟ͍ͯΔ FYม9ʹEͱ͑ͨਓɼม :ʹFͱ͑Δ͕͋Δ FYม"ͷ͕ߴ͍΄Ͳɼม# ͷߴ͘ͳΔ
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σʔλͷಡΈࠐΈ
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$47ͷಡΈࠐΈ ᶃ ᶄ
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$47ͷಡΈࠐΈը໘
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ಡΈࠐΈઃఆΛमਖ਼
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ಡΈࠐΜͩσʔλ͕ දࣔ͞ΕΔ
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ಡΈࠐ·Εͨσʔλͷѻ͍ σʔλϑϨʔϜʢEBUBGSBNFʣͱ ͍͏ܗࣜͰಡΈࠐ·ΕΔ දܗࣜσʔλΛѻ͏ͨΊͷܗࣜ
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σʔλϑϨʔϜ౷ܭͰ ͏දܗࣜσʔλͦͷͷ ม ม໊
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࿅शɿσʔλϑϨʔϜ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ nrow(d1) ncol(d1) summary(d1) summary(d1$q2) mean(d1$q2, na.rm = TRUE)
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σʔλϑϨʔϜͷ มͷ͍ํ σʔλϑϨʔϜ໊ม໊ d1$q2 summary(d1$q2) σʔλϑϨʔϜ໊ ม໊
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౷ܭղੳͷηΦϦʔ ҰͭҰͭͷมʹ͍ͭͯಛΛݟΔ ೋͭͷมؒͷؔΛݟΔ ෳͷมؒͷؔΛݟΔʢଟมྔ ղੳʣ
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˞͓ͼ αϯϓϧσʔλҎ߱Ͱ͍· ͤΜ ࢥͬͨҎ্ʹ͍ʹ͔ͬͨ͘ 3ʹଐͷαϯϓϧσʔλΛ͍ ·͢
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࿅शɿมͷಛΛݟΔ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ # αϯϓϧσʔλͷಡΈࠐΈ data(iris) hist(iris$Sepal.Length) plot(iris$Species)
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hist(iris$Sepal.Length)
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plot(iris$Species)
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࿅शɿมؒͷؔ ࣍ͷεΫϦϓτΛ࣮ߦͯ͠ΈΑ͏ cor(iris$Sepal.Length, iris$Petal.Length) plot(iris$Sepal.Length, iris$Petal.Length)
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૬ؔ "ͷ͕େ͖͍΄Ͳ#ͷେ ͖͍ʹ"ͱ#૬͕ؔ͋Δɼͱ͍͏ ૬ؔͷڧ͞ΛԽͨ͠ͷ͕ɼ ૬ؔ DPS૬ؔΛܭࢉ͢Δؔ
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૬ؔ ૬͔ؔΒͷൣғΛऔΔ ͷͱ͖ɼແ૬ؔ ·ͨʹۙͮ͘΄Ͳڧ͍૬ؔ
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plot(iris$Sepal.Length, iris$Petal.Length)
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ଟมྔղੳͳͲͷ ΑΓߴͳੳ ॏճؼੳɼҼࢠੳɼΫϥελ ʔੳɼػցֶशɼʜ ͍Ζ͍Ζͳੳ͕͋Γ·͕͢ɼ΄ ͱΜͲ͕ҰߦͷεΫϦϓτͰͰ͖ ͯ͠·͍·͢ʂ
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͍͔ͭ͘ྫΛ͓ݟ͍ͤͨ͠Ͱ͕͢ʜ ͜ͷ͋ͨΓͰ͕࣌ؒ͘ͳͬͯΔ ؾ͕͠·͢ʂ ͢Β͍͠αΠτॻ੶Λհ͢Δ ͷͰڐ͍ͯͩ͘͠͞
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ٯҾ͖ฤʂ
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3ͷجຊΛษڧ͍ͨ͠ 35JQT IUUQDTFOBSPBGGSDHPKQUBLF[BXBSUJQT SIUNM ϖʔδΛॱ൪ʹݟ͍͚࣮ͯ֬ʹ 3ͷجຊΛϚελʔͰ͖Δʂ ॻ੶Խ͞Ε͍ͯΔ
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ʰ3ϓϩάϥϛϯάϚχϡΞϧʱ ϓϩάϥϛϯάݴޠͱͯ͠ͷ3ͷ ͍ํ͕·ͱΊΒΕ͍ͯΔ 3ͰϓϩάϥϛϯάΛ͢ΔͳΒ࣋ ͓͖͍ͬͯͨ
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ʰ3ʹΑΔ͍͞͠౷ܭֶʱ 3Λͬͯ౷ܭֶΛษڧͰ͖Δ 3౷ܭॳ৺ऀͱ͍͏ਓʹ͓קΊ
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ͲΜͳੳ͕Ͱ͖Δ͔ Γ͍ͨ +*/41"(& IUUQXXXEPTIJTIBBDKQ_NKJO3 ओཁͳੳख๏Λ3Ͱ࣮ߦ͢Δํ ๏͕Θ͔Δ ϋπʔ͚ͩͰͳ͘౷ܭͷղઆ͕ ॆ࣮ʂ
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