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Python機械学習ことはじめ

Avatar for Manabu TERADA Manabu TERADA
June 29, 2017
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 Python機械学習ことはじめ

OSSユーザのための勉強会#19
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Manabu TERADA

June 29, 2017
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Transcript

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

  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

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

    ಈը ݕࡧ .00$

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

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

    ೉͠͞Λ஌ͬͯ΄͍͠ 

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

    ͍͚ͲͶɻ 

  7. ศརͳϙΠϯτ גࣜձࣾCMSίϛϡχέʔγϣϯζ +VQZUFS/PUFCPPL QBOEBT NBUQMPUMJC ܁Γฦ࣮͠ߦ͕༰қ ࠶ར༻Մೳ HJUIVCͰ௚઀ՄࢹԽՄೳ ࠶ࢼ΋༰қ TDJLJUMFBSO

    ػցֶश͕༰қ ศརͳπʔϧ͕ͦΖ͍ͬͯΔ 

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

    TDJLJUMFBSOIUUQTDJLJUMFBSOPSHTUBCMF EPDVNFOUBUJPOIUNM KVQZUFSIUUQKVQZUFSOPUFCPPLSFBEUIFEPDTJPFOMBUFTU 

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

    ໨తม਺Λऔಘ 

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

  11. גࣜձࣾCMSίϛϡχέʔγϣϯζ  ػցֶश΁ͷྲྀΕ

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

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

  14. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ

    σʔλͷ֓ཁΛଊ͑Δ ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

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

  16. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁

    ܽଛ஋ॲཧ Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ

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

  18. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ

    άϥϑԽ ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ

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

  20. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛ্͛Δ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻

    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ આ໌ม਺ͱ໨తม਺ΛܾΊΔ

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

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

    ύϥϝʔλઃఆ ֶश

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

  24. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ

    ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯʣ άϦοταʔν ύϥϝʔλௐ੔ʣ

  25. גࣜձࣾCMSίϛϡχέʔγϣϯζ  ݸผʹϙΠϯτΛ ֬ೝ͠·͢

  26. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλΛ୳͢ σʔλͷೖखɾμ΢ϯϩʔυ

    σʔλͷ֓ཁΛଊ͑Δ ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ

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

    IUUQXXXDJUZDIJCBKQPQFOEBUBJOEFYQIQ $$#:ઍ༿ࢢ 

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

     EG@QESFBE@DTW lEBUBJOqVFO[BDTW  FODPEJOHTIJGU@KJT

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

  30. ΠϯσοΫε໊΍ΧϥϜ໊Λ෇͚Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTͷػೳΛ࢖͏  EG@XFBUIFS<b೥݄೔>a QEUP@EBUFUJNF EG@XFBUIFS<l೥݄೔z>  EG@XFBUIFSEG@XFBUIFSTFU@JOEFY b೥݄೔

     EBUF@JOEFYa QEEBUF@SBOHF TUBSUl  QFSJPET GSFRl8.0/  EG@JOEFYEBUF@JOEFY

  31. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ σʔλͷॳظՃ޻ σʔλͷ࿈݁

    ܽଛ஋ॲཧ Ճ޻ࡁΈσʔλͷ֬ೝ Ճ޻ࡁΈσʔλͷอଘ

  32. σʔλͷॳظՃ޻ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖  EG@XFBUIFS@UFNQa EG@XFBUIFSJMPD< <JGPSJ UJOFOVNFSBUF  EG@XFBUIFSJMPD<

    >JTOVMM JGU>> EG@XFBUIFSa EG@XFBUIFS<EG@XFBUIFSDPMVNOT< EG@XFBUIFSJMPD<>JTOVMM >> EG@XFBUIFSEG@XFBUIFSESPQ < >  EG@QE%BUB'SBNF EG@JMPD< >

  33. σʔλͷ࿈݁ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖  EG@JOqVQEDPODBU <EG@ EG@ EG@>  EGQEDPODBU

    <EG@JOqV EG@XFBUIFS> BYJT

  34. ܽଛ஋ॲཧ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷػೳΛۦ࢖  EG@JOqVEG@JOqVESPQOB  EG@JOqVQE%BUB'SBNF EG@JOqVBTUZQF OQqPBU 

    EGEGMPD< > EG<ใࠂ਺>a EG<lใࠂ਺z>pMMOB NFUIPE⒏MM BTUZQF OQqPBU 

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

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

  37. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ՄࢹԽ؀ڥઃఆ σʔλͷಡࠐΈ

    άϥϑԽ ਺஋Ͱ֓ཁΛݟΔ ૬ؔΛ֬ೝ ඞཁʹͳΔσʔλΛ࡞Δ ଟมྔม਺ΛݟΔ

  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>

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

  40. άϥϑԽ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBT಺෦͔ΒNBUQMPUMJCΛར༻  EG@JOqV<bใࠂ਺>IJTU CJOT  EG@JOqVQMPU

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

  42. ૬ؔΛ֬ೝ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻  EGDPSS

  43. ඞཁʹͳΔσʔλΛ࡞Δ גࣜձࣾCMSίϛϡχέʔγϣϯζ QBOEBTσʔλϑϨʔϜͷϝιουΛར༻  EG@JOqV<ྲྀߦ>a EG@JOqV<bใࠂ਺>BQQMZ MBNCEBYJGYFMTF  EG@JOqV<૿Ճ>EG@JOqV<bใࠂ਺>EJ⒎ QFSJPET

    

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

  45. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ΞϧΰϦζϜͷީิΛݕ౼ ৔߹ʹΑͬͯ͸σʔλ࠶Ճ޻

    ৔߹ʹΑͬͯ͸ओ੒෼෼ੳ આ໌ม਺ͱ໨తม਺ΛܾΊΔ

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

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

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

    ύϥϝʔλઃఆ ֶश

  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

  50. 

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

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

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

  54. גࣜձࣾCMSίϛϡχέʔγϣϯζ  σʔλબͼɾσʔλೖख σʔλՃ޻ɾσʔλ࿈݁ ՄࢹԽ ػցֶशΞϧΰϦζϜબఆ ػցֶशϞσϧֶश ػցֶशϞσϧධՁ ༧ଌ ༧ଌ݁ՌΛධՁ

    ࠞಉߦྻͰ֬ೝ ద߹཰ɾ࠶ݱ཰ɾ'஋ ଞͷϞσϧɾύϥϝʔλΛࢼ͢ ަࠩݕূ ΫϩεόϦσʔγϣϯ άϦοταʔν ύϥϝʔλௐ੔

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

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

  57. ࠞಉߦྻͰ֬ೝ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPNTLMFBSONFUSJDTJNQPSUDPOGVTJPO@NBUSJY DNDPOGVTJPO@NBUSJY Z@WBM Z@WBM@QSFE BSSBZ <<

    >  < >> <<51 '/>  <'1 5/>>

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

      BWHUPUBM

  59. ద߹཰ɾ࠶ݱ཰ɾ'஋ גࣜձࣾCMSίϛϡχέʔγϣϯζ ద߹཰ 1 ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠ͳ͍ ʹ൑ఆ͞Εͨ ཰   

      / ࠓճͷ৔߹͸ɺྲྀߦ͍ͯ͠Δ ʹ൑ఆ͞Εͨ཰      ࠶ݱ཰ 5ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹      'ͱਖ਼͘͠༧ଌͰׂ͖ͨ߹      '஋  ద߹཰ ࠶ݱ཰  ͷ'஋     ͷ'஋     

  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

  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

  62. ަࠩݕূ ΫϩεόϦσʔγϣϯ גࣜձࣾCMSίϛϡχέʔγϣϯζ TDJMJUMFBSOͷػೳΛ࢖͏  GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSUDSPTT@WBM@TDPSF GSPNTLMFBSONPEFM@TFMFDUJPOJNQPSU,'PME DW,'PME  TIV⒐F5SVF

     DMG-PHJTUJD3FHSFTTJPO  DSPTT@WBM@TDPSF DMG 9 Z DWDW

  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@

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

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