Python機械学習ことはじめ

OSSユーザのための勉強会#19

Transcript

1. גࣜձࣾCMSίϛϡχέʔγϣϯζ
   
   044ϢʔβͷͨΊͷษڧձ
   1ZUIPOػցֶश͜ͱ͸͡Ί
   .BOBCV5&3"%"
   
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   

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2. .BOBCV5&3"%" !UFSBQZPO
   
   ג
   $.4ίϛϡχέʔγϣϯζ୅ද
   Ұൠࣾஂ๏ਓ1Z$PO+1୅දཧࣄ
   1MPOF'PVOEBUJPO"NCBTTBEPS
   Ұൠࣾஂ๏ਓ1ZUIPOΤϯδχΞҭ੒ਪਐڠձࢼݧ໰୊؂मٴͼίϛϡχςΟࢧԉ
   1ZUIPOΤϯδχΞ݉ΞʔΩςΫτ
   "CPVUNF
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   .BOBCV5&3"%"
   
   ࣉాɹֶ
   

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3. "CPVUPVSDPNQBOZ
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   1MPOFΛ༻͍ͨ8FCγεςϜ։ൃ
   େֶؔ܎
   اۀ޲͚
   8FCܥͷΤϯδχΞϦϯάձࣾ
   1ZUIPOʹಛԽͨ͠γεςϜΠϯςάϨʔλ
   $.4DPN
   
   $.4
   ಈը
   ݕࡧ
   .00$
   

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4. ηογϣϯͷ಺༰
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   σʔλϋϯυϦϯάΛத৺
   ͲͷΑ͏ʹ࣮ߦ͍ͯ͠Δͷ͔Λ஌ͬͯ΋Β͏
   +VQZUFS/PUFCPPLΛ࢖༻͠·͢
   ࣮ߦͨ͠಺༰͸(JUIVCͰެ։͍ͯ͠·͢
   IUUQTHJUIVCDPNUFSBQZPOTDTLPTTYVTFSTNFFUJOH
   
   

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5. ηογϣϯͰཧղͯ͠ཉ͍͜͠ͱ
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   σʔλͷલॲཧ
   ͲͷΑ͏ʹσʔλϋϯυϦϯάΛߦ͏͔
   ՄࢹԽͷํ๏
   ػցֶशʹܨ͍͛ͯ͘ͷ͔ͷྲྀΕ
   αϯϓϧͷσʔληοτͰ͸ͳ͍෺Λ࢖༻
   +VQZUFS/PUFCPPLͰ͓͞Β͍
   ࣗ਎ͰಠࣗͷσʔλʹऔΓ૊Ή
   ஋෼ྨͷػցֶशΛ௨͡ɺػցֶशͷ໘ന͞ɺ
   ೉͠͞Λ஌ͬͯ΄͍͠
   
   

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6. ଞͰ΋Ͱ͖Δ
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   σʔλͷલॲཧʹQBOEBT
   &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
   ՄࢹԽ
   &YDFMͰ΋Ͱ͖Δ͚ͲͶɻ
   ػցֶश
   ϞσϧΛࣗ෼Ͱϓϩάϥϛϯάͯ͠΋͍͍͚
   ͲͶɻ
   σʔλ෼ׂ΍ධՁΛϓϩάϥϛϯάͯ͠΋͍
   ͍͚ͲͶɻ
   
   

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7. ศརͳϙΠϯτ
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   +VQZUFS/PUFCPPLQBOEBTNBUQMPUMJC
   ܁Γฦ࣮͠ߦ͕༰қ
   ࠶ར༻Մೳ
   HJUIVCͰ௚઀ՄࢹԽՄೳ
   ࠶ࢼ΋༰қ
   TDJLJUMFBSO
   ػցֶश͕༰қ
   ศརͳπʔϧ͕ͦΖ͍ͬͯΔ
   
   

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8. ࢖༻͢Δπʔϧ
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   1ZUIPOIUUQTEPDTQZUIPOKQ
   /VN1ZIUUQTEPDTTDJQZPSHEPD
   
   4DJ1ZIUUQTEPDTTDJQZPSHEPD
   
   QBOEBTIUUQQBOEBTQZEBUBPSHQBOEBTEPDTTUBCMF
   
   NBUQMPUMJCIUUQTNBUQMPUMJCPSHDPOUFOUTIUNM
   TDJLJUMFBSOIUUQTDJLJUMFBSOPSHTUBCMF
   EPDVNFOUBUJPOIUNM
   KVQZUFSIUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU
   
   

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9. ࠓճऔΓѻ͏ػցֶश
   גࣜձࣾCMSίϛϡχέʔγϣϯζ
   ڭࢣ͋Γ
   ෼ྨ ஋෼ྨ
   
   σʔλΛऔಘ
   આ໌ม਺ ಛ௃ม਺
   Λऔಘ
   ໨తม਺Λऔಘ
   
   

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10. ػցֶशͷ୊ࡐ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ઍ༿ࢢͷΦʔϓϯσʔλ
    ΠϯϑϧΤϯβͷใࠂ਺
    ؾ৅ிͷαΠτ͔Βؾ৅৘ใ
    ؾ৅৘ใ͔ΒΠϯϑϧΤϯβͷྲྀߦΛ༧ଌ
    
    

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11. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ػցֶश΁ͷྲྀΕ
    

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12. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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13. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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14. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλΛ୳͢
    σʔλͷೖखɾμ΢ϯϩʔυ
    σʔλͷ֓ཁΛଊ͑Δ
    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
    

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15. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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16. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλͷॳظՃ޻
    σʔλͷ࿈݁
    ܽଛ஋ॲཧ
    Ճ޻ࡁΈσʔλͷ֬ೝ
    Ճ޻ࡁΈσʔλͷอଘ
    

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17. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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18. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ՄࢹԽ؀ڥઃఆ
    σʔλͷಡࠐΈ
    άϥϑԽ
    ਺஋Ͱ֓ཁΛݟΔ
    ૬ؔΛ֬ೝ
    ඞཁʹͳΔσʔλΛ࡞Δ
    ଟมྔม਺ΛݟΔ
    

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19. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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20. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ΞϧΰϦζϜͷީิΛ্͛Δ
    ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻
    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ
    આ໌ม਺ͱ໨తม਺ΛܾΊΔ
    

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21. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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22. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ֶशσʔλͱςετσʔλΛ෼ׂ
    ΞϧΰϦζϜͷॳظԽ
    ύϥϝʔλઃఆ
    ֶश
    

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23. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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24. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ༧ଌ
    ༧ଌ݁ՌΛධՁ
    ࠞಉߦྻͰ֬ೝ
    ద߹཰ɾ࠶ݱ཰ɾ'஋
    ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    ަࠩݕূ ΫϩεόϦσʔγϣϯʣ
    άϦοταʔν ύϥϝʔλௐ੔ʣ
    

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25. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ݸผʹϙΠϯτΛ
    ֬ೝ͠·͢
    

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26. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλΛ୳͢
    σʔλͷೖखɾμ΢ϯϩʔυ
    σʔλͷ֓ཁΛଊ͑Δ
    ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
    

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27. σʔλΛ୳͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؾ৅σʔλ
    ؾ৅ிͷաڈͷؾ৅σʔλ
    IUUQXXXEBUBKNBHPKQHNESJTLPCTEMJOEFYQIQ
    $$#:ؾ৅ி ޓ׵
    
    
    ΠϯϑϧΤϯβใࠂ݅਺
    ઍ༿ݝͷΦʔϓϯσʔλ
    IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ
    $$#:ઍ༿ࢢ
    
    
    

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28. σʔλͷೖखɾμ΢ϯϩʔυ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    αΠτ͔Β$47ϑΝΠϧΛμ΢ϯϩʔυ
    QBOEBTσʔλϑϨʔϜԽ
    
    EG@XFBUIFSQESFBE@DTW lEBUBؾ৅ிઍ༿DTW
    FODPEJOHTIJGU@KJT TLJQSPXT
    
    EG@QESFBE@DTW lEBUBJOqVFO[BDTW
    FODPEJOHTIJGU@KJT
    
    

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29. σʔλͷ֓ཁΛଊ͑Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻
    
    EG@XFBUIFSIFBE
    
    EG@XFBUIFSUBJM
    
    EG@XFBUIFSTIBQF
    EG@XFBUIFSEUZQFT
    

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30. ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏
    
    EG@XFBUIFSa
    QEUP@EBUFUJNF EG@XFBUIFS
    
    EG@XFBUIFSEG@XFBUIFSTFU@JOEFY b೥݄೔
    
    EBUF@JOEFYa
    QEEBUF@SBOHF TUBSUl
    QFSJPET GSFRl8.0/
    
    EG@JOEFYEBUF@JOEFY
    

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31. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    σʔλͷॳظՃ޻
    σʔλͷ࿈݁
    ܽଛ஋ॲཧ
    Ճ޻ࡁΈσʔλͷ֬ೝ
    Ճ޻ࡁΈσʔλͷอଘ
    

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32. σʔλͷॳظՃ޻
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖
    
    EG@XFBUIFS@UFNQa
    EG@XFBUIFSJMPD< EG@XFBUIFSJMPD< >JTOVMM
    
    JGU>>
    EG@XFBUIFSa
    EG@XFBUIFSEG@XFBUIFSJMPD<>JTOVMM
    >>
    EG@XFBUIFSEG@XFBUIFSESPQ < >
    
    EG@QE%BUB'SBNF EG@JMPD< >
    
    

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33. σʔλͷ࿈݁
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖
    
    EG@JOqVQEDPODBU
    
    EGQEDPODBU BYJT
    
    

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34. ܽଛ஋ॲཧ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖
    
    EG@JOqVEG@JOqVESPQOB
    
    EG@JOqVQE%BUB'SBNF EG@JOqVBTUZQF OQqPBU
    
    
    EGEGMPD< >
    EG<ใࠂ਺>a
    EGpMMOB NFUIPE⒏MM
    BTUZQF OQqPBU
    
    

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35. Ճ޻ࡁΈσʔλͷ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛ࢖༻
    
    EG@XFBUIFSIFBE
    
    EG@XFBUIFSUBJM
    
    EG@XFBUIFSTIBQF
    EG@XFBUIFSEUZQFT
    

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36. Ճ޻ࡁΈσʔλͷอଘ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖ͬͯɺγϦΞϥΠζԽ
    
    EG@JOqVUP@QJDLMF lEG@JOqVEC
    
    

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37. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ՄࢹԽ؀ڥઃఆ
    σʔλͷಡࠐΈ
    άϥϑԽ
    ਺஋Ͱ֓ཁΛݟΔ
    ૬ؔΛ֬ೝ
    ඞཁʹͳΔσʔλΛ࡞Δ
    ଟมྔม਺ΛݟΔ
    

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38. ՄࢹԽ؀ڥઃఆ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    NBUQMPUMJCΛΠϯϥΠϯͰදࣔ
    NBUQMPUMJCͰ೔ຊޠΛදࣔ
    
    NBUQMPUMJCJOMJOF
    GSPNNBUQMPUMJCJNQPSUSD1BSBNT
    SD1BSBNT<GPOUTBOTTFSJG>4PVSDF)BO$PEF+1
    SD1BSBNT<GPOUXFJHIU>SFHVMBS
    SD1BSBNT<BYFTUJUMFTJ[F>
    SD1BSBNT<ZUJDLMBCFMTJ[F>
    SD1BSBNT<YUJDLMBCFMTJ[F>
    

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39. σʔλͷಡࠐΈ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖ͬͯɺσʔλϑϨʔϜ෮ݩ
    
    EG@JOqVQESFBE@QJDLMF EG@JOqVEC
    
    

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40. άϥϑԽ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBT಺෦͔ΒNBUQMPUMJCΛར༻
    
    EG@JOqVIJTU CJOT
    
    EG@JOqVQMPU
    
    

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41. ਺஋Ͱ֓ཁ جຊ౷ܭྔ
    ΛݟΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻
    
    EG@JOqVEFTDSJCF
    
    EGEFTDSJCF
    
    

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42. ૬ؔΛ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻
    
    EGDPSS
    
    

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43. ඞཁʹͳΔσʔλΛ࡞Δ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTσʔλϑϨʔϜͷϝιουΛར༻
    
    EG@JOqV<ྲྀߦ>a
    EG@JOqVBQQMZ MBNCEBYJGYFMTF
    
    EG@JOqV<૿Ճ>EG@JOqVEJ⒎ QFSJPET
    
    

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44. ଟมྔม਺ΛݟΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏
    
    GSPNQBOEBTQMPUUJOHJNQPSUTDBUUFS@NBUSJY
    TDBUUFS@NBUSJY EG pHTJ[F
    
    
    

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45. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ΞϧΰϦζϜͷީิΛݕ౼
    ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻
    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ
    આ໌ม਺ͱ໨తม਺ΛܾΊΔ
    

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46. ΞϧΰϦζϜͷީิΛݕ౼
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ֬ೝ
    ϩδεςΟοΫճؼTLMFBSOMJOFBS@NPEFM-PHJTUJD3FHSFTTJPO
    αϙʔτϕΫλʔϚγϯTLMFBSOTWN47$
    Χʔωϧ47.TLMFBSOTWN47$
    ܾఆ໦TLMFBSOUSFF%FDJTJPO5SFF$MBTTJpFS
    ϥϯμϜϑΥϨετTLMFBSOFOTFNCMF3BOEPN'PSFTU$MBTTJpFS
    Lۙ๣TLMFBSOOFJHICPST,/FJHICPST$MBTTJpFS
    
    

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47. આ໌ม਺ͱ໨తม਺ΛܾΊΔ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    QBOEBTͷػೳΛ࢖͏
    
    9EGJMPD< >
    ZEG
    

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48. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ֶशσʔλͱςετσʔλΛ෼ׂ
    ΞϧΰϦζϜͷॳظԽ
    ύϥϝʔλઃఆ
    ֶश
    

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49. ֶशσʔλͱςετσʔλΛ෼ׂ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    IUUQRJJUBDPNUFSBQZPOJUFNTGEFFFFCGC
    
    GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUUSBJO@UFTU@TQMJU
    9@USBJO 9@WBM Z@USBJO Z@WBMa
    USBJO@UFTU@TQMJU 9 Z USBJO@TJ[F
    
    

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50. 
    

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51. ΞϧΰϦζϜͷॳظԽ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSOMJOFBS@NPEFMJNQPSU-PHJTUJD3FHSFTTJPO
    DMG-PHJTUJD3FHSFTTJPO
    
    

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52. ύϥϝʔλઃఆ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSOUSFFJNQPSU%FDJTJPO5SFF$MBTTJpFS
    DMG%FDJTJPO5SFF$MBTTJpFS NBY@EFQUI
    
    

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53. ֶश
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    DMGpU 9@USBJO Z@USBJO
    
    

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54. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    ༧ଌ
    ༧ଌ݁ՌΛධՁ
    ࠞಉߦྻͰ֬ೝ
    ద߹཰ɾ࠶ݱ཰ɾ'஋
    ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    ަࠩݕূ ΫϩεόϦσʔγϣϯ
    
    άϦοταʔν ύϥϝʔλௐ੔
    
    

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55. ༧ଌ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    Z@WBM@QSFEDMGQSFEJDU 9@WBM
    
    

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56. ༧ଌ݁ՌΛධՁ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSONFUSJDTJNQPSUBDDVSBDZ@TDPSF
    BDDVSBDZ@TDPSF Z@WBM Z@WBM@QSFE
    
    

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57. ࠞಉߦྻͰ֬ೝ
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY
    DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE
    
    BSSBZ << >
    < >>
    
    <<51 '/>
    <'1 5/>>
    

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58. ద߹཰ɾ࠶ݱ཰ɾ'஋
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSONFUSJDTJNQPSUDMBTTJpDBUJPO@SFQPSU
    QSJOU DMBTTJpDBUJPO@SFQPSU Z@WBM Z@WBM@QSFE
    
    
    QSFDJTJPOSFDBMMGTDPSFTVQQPSU
    
    
    BWHUPUBM
    

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59. ద߹཰ɾ࠶ݱ཰ɾ'஋
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ద߹཰
    1 ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠ͳ͍
    ʹ൑ఆ͞Εͨ
    ཰
    
    
    / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ
    ʹ൑ఆ͞Εͨ཰
    
    
    
    ࠶ݱ཰
    5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹
    
    
    'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹
    
    
    '஋
    ద߹཰࠶ݱ཰
    
    ͷ'஋
    
    ͷ'஋
    
    
    

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60. ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؔ਺Խ͓ͯ͘͠
    
    EFGpU@UP@QSFE DMG 9@USBJO 9@WBM Z@USBJO Z@WBM
    
    ֶश
    DMGpU 9@USBJO Z@USBJO
    
    ֶशσʔλͰධՁ
    Z@USBJO@QSFEDMGQSFEJDU 9@USBJO
    
    QSJOU Z@USBJO@QSFE
    
    SFQPSU Z@USBJO Z@USBJO@QSFE
    
    ςετσʔλͰධՁ
    Z@WBM@QSFEDMGQSFEJDU 9@WBM
    
    QSJOU Z@WBM@QSFE
    
    SFQPSU Z@WBM Z@WBM@QSFE
    
    ֶशࡁΈσʔλΛฦ͢
    SFUVSODMG
    

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61. ଞͷϞσϧɾύϥϝʔλΛࢼ͢
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    ؔ਺Λ࣮ߦ
    
    DMG-PHJTUJD3FHSFTTJPO
    
    pU@UP@QSFE DMG 9@USBJO 9@WBM Z@USBJO Z@WBM
    
    GSPNTLMFBSOTWNJNQPSU47$
    TWD47$ LFSOFMMJOFBS
    
    pU@UP@QSFE TWD 9@USBJO 9@WBM Z@USBJO Z@WBM
    
    GSPNTLMFBSOFOTFNCMFJNQPSU3BOEPN'PSFTU$MBTTJpFS
    SG3BOEPN'PSFTU$MBTTJpFS
    
    pU@UP@QSFE SG 9@USBJO 9@WBM Z@USBJO Z@WBM
    
    

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62. ަࠩݕূ ΫϩεόϦσʔγϣϯ
    
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUDSPTT@WBM@TDPSF
    GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU,'PME
    DW,'PME TIV⒐F5SVF
    
    DMG-PHJTUJD3FHSFTTJPO
    
    DSPTT@WBM@TDPSF DMG 9 Z DWDW
    
    

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63. άϦοταʔν ύϥϝʔλௐ੔
    
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    TDJMJUMFBSOͷػೳΛ࢖͏
    
    GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU(SJE4FBSDI$7
    QBSBN@HSJE\NBY@EFQUI< >
    O@FTUJNBUPST< >^
    SG3BOEPN'PSFTU$MBTTJpFS
    NBY@EFQUI O@FTUJNBUPST
    
    HSJE@TFBSDI(SJE4FBSDI$7 SG QBSBN@HSJE DWDW
    O@KPCT WFSCPTF
    
    HSJE@TFBSDIpU 9 Z
    
    HSJE@TFBSDICFTU@TDPSF@
    HSJE@TFBSDICFTU@QBSBNT@
    

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64. גࣜձࣾCMSίϛϡχέʔγϣϯζ
    σʔλબͼɾσʔλೖख
    σʔλՃ޻ɾσʔλ࿈݁
    ՄࢹԽ
    ػցֶशΞϧΰϦζϜબఆ
    ػցֶशϞσϧֶश
    ػցֶशϞσϧධՁ
    

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65. 5IBOLZPV
    $.4
    1MPOF
    גࣜձࣾCMSίϛϡχέʔγϣϯζ
    $POUBDUUPUFSBEB!DNTDPNKQ
    

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