クックパッドと機械学習/uec-aix-seminar

Transcript

1. ਓ޻஌ೳઌ୺ݚڀηϯλʔୈճ"*9ηϛφʔ
   ΫοΫύουͱػցֶश
   ΫοΫύουגࣜձࣾݪౡ७
   

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2. ࠓ೔ͷτʔΫ
   ɾࣗݾ঺հ
   ɾձࣾ঺հ
   ɾݚڀ։ൃ෦໳঺հ
   ɾΫοΫύουͱࣗવݴޠॲཧ
   ɾΫοΫύουͱը૾ॲཧ
   ɾΫοΫύουͱΦʔϓϯαΠΤϯε
   ɾ·ͱΊ
   

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3. ࠓ೔ͷτʔΫ
   ɾࣗݾ঺հ
   ɾձࣾ঺հ
   ɾݚڀ։ൃ෦໳঺հ
   ɾΫοΫύουͱࣗવݴޠॲཧ
   ɾΫοΫύουͱը૾ॲཧ
   ɾΫοΫύουͱΦʔϓϯαΠΤϯε
   ɾ·ͱΊ
   

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4. ೥݄
   ೥݄
   ژ౎େֶࠇڮɾՏݪݚڀࣨ഑ଐ
   ΫοΫύουೖࣾɺαʔϏε։ൃ෦໳഑ଐ
   ത࢜ʢ৘ใֶʣऔಘ
   ΤϯδχΞʢ3VCZPO3BJMTػցֶशʣ
   ೥݄
   Ϧαʔνϟʔʢࣗવݴޠॲཧ৘ใݕࡧʣ
   ݪౡ७
   ೥݄
   Ϛωʔδϟʔʢਓࣄ޿ใࡒ຿ʜʣ
   ݚڀ։ൃ෦໳৽ઃɺಉ෦໳഑ଐ
   

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5. ΫοΫύουͰͷ͓࢓ࣄ
   

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6. ΫοΫύουͰͷ͓࢓ࣄ
   

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7. ΫοΫύουͰͷ͓࢓ࣄ
   

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8. ࿦จ
   5XP4UFQ7BMJEBUJPOJO$IBSBDUFSCBTFE*OHSFEJFOU/PSNBMJ[BUJPO $&"
   
   -FBSOJOH'PPE"QQFBSBODFCZB4VQFSWJTJPOXJUI3FDJQF5FYU $&"
   
   $PPLQBE*NBHF%BUBTFU"O*NBHF$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI 4*(*3
   
   +BQBOFTF&OHJMJTI.BDIJOF5SBOTMBUJPOPG3FDJQF5FYUT 8"5
   
   %FTJHOJO&WFSZEBZ$PPLJOH$IBMMFOHFTGPS"TTJTUJOHXJUI.FOV1MBOOJOHBOE'PPE1SFQBSBUJPOT $$%
   
   "-BSHF4DBMF3FDJQFBOE.FBM%BUB$PMMFDUJPOBT*OGSBTUSVDUVSFGPS'PPE3FTFBSDI -3&$
   
   +BQBOFTF8PSE$PMPS"TTPDJBUJPOTXJUIBOEXJUIPVU$POUFYUT -3&$
   
   'MFYJCMF+BQBOFTF4FOUFODF$PNQSFTTJPOCZ3FMBYJOH6OJU$POTUSBJOUT $0-*/(
   
   3FMFWBODF'FFECBDLVTJOH-BUFOU*OGPSNBUJPO *+$/-1
   
   4VNNBSJ[JOH4FBSDI3FTVMUTVTJOH1-4* /-1*9
   
   4:/(3"1)"'MFYJCMF.BUDIJOH.FUIPECBTFEPO4ZOPOZNPVT&YQSFTTJPO&YUSBDUJPOGSPNBO0SEJOBSZ%JDUJPOBSZ
   BOEB8FC$PSQVT *+$/-1
   
   ˞ଠࣈ͸ࣗ෼͕ୈҰஶऀͷ΋ͷɻେֶ࣌୅ͷ΋ͷ΋ؚΉɻ
   

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9. ࠓ೔ͷτʔΫ
   ɾࣗݾ঺հ
   ɾձࣾ঺հ
   ɾݚڀ։ൃ෦໳঺հ
   ɾΫοΫύουͱࣗવݴޠॲཧ
   ɾΫοΫύουͱը૾ॲཧ
   ɾΫοΫύουͱΦʔϓϯαΠΤϯε
   ɾ·ͱΊ
   

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10. ΫοΫύου
    Πϯλʔωοτ্ͰϨγϐͷ౤ߘɾݕࡧ౳͕Ͱ͖Δ
    ೔ຊ࠷େͷྉཧϨγϐαʔϏε
    

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11. Ԋֵ
    ೥݄ ༗ݶձࣾίΠϯʢݱΫοΫύουגࣜձࣾʣઃཱ
    ೥݄
    ೥݄
    ೥݄
    ೥݄
    ೥݄
    ೥݄ Ϩγϐͷ౤ߘɾݕࡧαʔϏεLJUDIFO!DPJO։࢝
    ΫοΫύουʹαʔϏε໊มߋ
    ೥݄ ϓϨϛΞϜαʔϏε։࢝
    Ϛβʔζ্৔
    ౦ূҰ෦ʹࢢ৔มߋ
    ϓϨϛΞϜαʔϏεձһ਺ສਓಥഁ
    ೥݄ ւ֎ల։Λຊ֨Խ
    ઃཱप೥
    

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12. ɾλΠτϧ
    ɾ֓ཁ
    ɾࡐྉ
    ɾखॱ
    ɾίπɾϙΠϯτ
    ɾ͜ͷϨγϐͷੜཱ͍ͪ
    ɾͭ͘ΕΆ
    ɾʜ
    Ϩγϐ
    

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13. ݙཱ
    ɾλΠτϧ
    ɾ͜ͷݙཱͷϙΠϯτ
    ɾௐཧ࣌ؒ
    ɾஈऔΓͷίπ
    ɾओࡊ
    ɾ෭ࡊ
    ɾࢀߟʹͳͬͨʂ
    ɾ͜ͷݙཱͷओͳ৯ࡐδϟϯϧγʔϯ
    ɾʜ
    

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14. ݕࡧ݁Ռ
    ৽ணॱ ਓؾॱ
    

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15. ೔࣌ར༻ऀ਺ ݄ؒར༻ऀ਺ʢࠃ಺ʣ
    ݄ؒར༻ऀ਺ʢւ֎ʣ
    Ϩγϐ਺
    

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16. UP#޲͚αʔϏε΋
    

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17. DPPLQBETUVEJP
    

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18. LPNFSDP
    

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19. NBSU
    

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20. ച্ߏ੒
    

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21. 2ձࣾͰྉཧ͢Δͬͯຊ౰ʁ
    

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22. "ຊ౰Ͱ͢
    

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23. ࠓ೔ͷτʔΫ
    ɾࣗݾ঺հ
    ɾձࣾ঺հ
    ɾݚڀ։ൃ෦໳঺հ
    ɾΫοΫύουͱࣗવݴޠॲཧ
    ɾΫοΫύουͱը૾ॲཧ
    ɾΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ·ͱΊ
    

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24. ෦෇͖
    εϚʔτΩονϯάϧʔϓ
    ػցֶशάϧʔϓ
    ݚڀ։ൃ෦໳
    

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25. ؔ࿈αʔϏε
    ͓·͔ͤ੔ཧ
    ०ͷ໺ࡊϨγϐ΍
    ϝΠϯʹ࢖͑ΔϨγϐ͕
    ͙͢ʹݟ͔ͭΔ
    "MFYBεΩϧ
    ࢖͍͍ͨࡐྉ͚ͩͰ
    ͙͢ʹ࡞ΕΔਓؾͷϨγϐఏҊ
    ྉཧ͖Ζ͘
    ࡱΔ͚ͩͰه࿥ʹʂ
    ͋ͳͨͷ͓ྉཧࣸਅΛ
    ࣗಈͰ੔ཧ
    Ϩγϐͷͦͷઌ΁
    ͓͍͍͠εϚʔτΩονϯ
    0J$Z
    

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26. Ի੠ʹΑΔྉཧิॿ
    

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27. ΦʔϓϯαΠΤϯε
    

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28. ϝσΟΞऔࡐଟ਺
    

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29. ࿦จ΋ͪΒ΄Βͱ
    

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30. ࠓ೔ͷτʔΫ
    ɾࣗݾ঺հ
    ɾձࣾ঺հ
    ɾݚڀ։ൃ෦໳঺հ
    ɾΫοΫύουͱࣗવݴޠॲཧ
    ɾΫοΫύουͱը૾ॲཧ
    ɾΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ·ͱΊ
    

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31. ΫοΫύουͱࣗવݴޠॲཧ
    ɾϨγϐͷղੳ
    ɾϨγϐͷݕࡧ
    ɾಉٛදݱͷೝࣝ
    ɾࡐྉ໊ͷਖ਼نԽ
    ɾखॱͷ෼ྨ
    ɾϨγϐͷ෼ྨ
    ɾҙݟͷ෼ྨ
    ɾϨγϐͷ຋༁
    ػցֶश
    

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32. Ϩγϐͷղੳ
    ಲͷʹΜʹ͘ে༉ম͖
    ͷ ʹΜʹ͘ ে༉
    ໊ࢺ ໊ࢺ
    ॿࢺ ໊ࢺ
    c c c c
    ম͘
    ಲ ম͖
    ಈࢺ
    ܗଶૉղੳ
    

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33. Ϩγϐͷݕࡧ
    

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34. ಉٛදݱͷೝࣝ
    ʮΰʔϠʯ ʮ͝ʔ΍ʯ ʮۤӝʯ
    ʹ ʹ
    

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35. ࡐྉ໊ͷਖ਼نԽ
    ϨγϐதͷදهΛΫοΫύου಺Ͱͷ୅දදهʹ
    ਖ਼نԽ
    ˒ΈΓΜ
    ૈ൨͖ࠇމᑦ
    ΋΍͠ʢ͓޷ΈͰʣ
    ΈΓΜ
    ͋Βͼ͖ࠇ͜͠ΐ͏
    ΋΍͠
    ه߸ͷআڈ
    දه༳Εͷղফ
    ׅހදݱͷআڈ
    ͦͷଞɺิ଍৘ใͷআڈ΍ಉٛදݱͷೝࣝɺ௲Γؒҧ͍ͷमਖ਼ͳͲ
    

    ʢFH ͓޷ΈͰ㾐ന͝·ˠ͍Γ͝·ɺੜ͘ΓʔϜˠੜΫϦʔϜʣ
    

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36. &ODPEFS
    4QMJUUIFPSJHJOBMTUSJOH FH ˒ে༉
    JOUPDIBSBDUFST FH <˒ ে ༉>
    
    5BLFUIFDIBSBDUFSTBTBOJOQVUBOEHFOFSBUFBWFDUPSGPSJU
    %FDPEFS
    (FOFSBUFBXPSE BDBOPOJDBMGPSN FH ͠ΐ͏Ώ
    GSPNUIFWFDUPS
    "CFBNTFBSDIDBOCFVTFEUP
    fi
    OECFUUFSOPSNBMJ[BUJPOT
    ˒ ে ༉
    ΐ
    ͠ ͏ Ώ &08
    &08 ΐ
    ͠ ͏ Ώ
    ˒TPZTBVDF
    
    TPZTBVDF
    
    ࡐྉ໊ͷਖ਼نԽ
    

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37. खॱͷ෼ྨ
    ϨγϐͷಡΈ্͛౳ͷαʔϏεͷͨΊʹɺखॱͱඇखॱΛࣝผ
    Ϟσϧ
    ɾϩδεςΟοΫճؼ
    σʔλ
    ɾ ݅
    ਖ਼ղ཰
    ɾ
    

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38. खॱͷ෼ྨ
    

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39. ΧςΰϦ͸໿छྨ
    ɾछྨʢFH ೑ྉཧɺڕྉཧɺʜʣ
    ɾௐཧ๏ʢFH ࣽ෺ɺম͖෺ɺʜʣ
    ɾδϟϯϧʢFH ࿨ɺ༸ɺதɺʜʣ
    Ϟσϧ
    ɾ47.΍3'ʢλάʹґΔɻҎԼಉ༷ʣ
    ֶशσʔλ
    ɾϨγϐΧςΰϦͷσʔλ
    ɾΞϊςʔλʔ͕λά෇͚ͨ͠σʔλ
    ਫ਼౓
    ɾେମʙ
    Ϩγϐͷ෼ྨ
    

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40. Ϣʔβ͕ϒοΫϚʔΫͨ͠ϨγϐΛࣗಈͰ෼ྨ
    FH
    ʮ͓՛ࢠʯΛΫϦοΫ
    Ϩγϐͷ෼ྨ
    

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41. ҙݟͷ෼ྨ
    ʮඒຯ͘͠Ͱ͖·ͨ͠ʂʯ
    ϙδςΟϒ
    ΧςΰϦ਺͸શ෦Ͱݸ
    ʢ஋෼ྨث͕ݸʣ
    Ϣʔβʔ͔ΒͷҙݟΛࣗಈͰ෼ྨ
    

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42. ҙݟͷ෼ྨ
    

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43. #BIEBOBVFUBM
    ໿ ඼ͷϨγϐͷର༁ίʔύεʢ೔ӳʣ
    "UUFOUJPO.PEFMΛֶशɾ෼ੳ<4BUPFUBM >
    ຋༁ྫ
    ɾ֖·ͨ͸ΞϧϛϗΠϧͰམͱ֖͠Λͯ͠தՐͰৠ͠ম͖ʹ
    ɹ͠·͢ɻ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹˣ
    ɹDPWFSXJUIBMJEPSBMVNJOVNGPJM BOETUFBNUIF
    ɹDIJDLFOPONFEJVNIFBU
    ʢ˞αʔϏεԽͷ༧ఆ͸͋Γ·ͤΜʣ
    Ϩγϐͷ຋༁
    

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44. ೔ຊޠͷϨγϐΛχϡʔϥϧ.5Ͱӳޠʹ຋༁
    ػց຋༁
    ʢ˞αʔϏεԽͷ༧ఆ͸͋Γ·ͤΜʣ
    Ϩγϐͷ຋༁
    

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45. ࠓ೔ͷτʔΫ
    ɾࣗݾ঺հ
    ɾձࣾ঺հ
    ɾݚڀ։ൃ෦໳঺հ
    ɾΫοΫύουͱࣗવݴޠॲཧ
    ɾΫοΫύουͱը૾ॲཧ
    ɾΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ·ͱΊ
    

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46. ΫοΫύουͱը૾ॲཧ
    ɾྉཧࣸਅͷݕग़
    ɾඇྉཧࣸਅͷݕग़
    ɾྉཧࣸਅͷ෼ྨ
    ɾࡐྉࣸਅͷ෼ྨ
    ػցֶश
    

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47. ྉཧ
    ඇྉཧ ඇྉཧ
    ඇྉཧ
    ਫ਼౓࠶ݱ཰
    ྉཧࣸਅͷݕग़
    ϢʔβͷεϚʔτϑΥϯ͔ΒྉཧࣸਅΛਂ૚ֶशͰݕग़
    

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48. WFS
    ɾ$B
    ff
    F/FU
    ɾྉཧPSඇྉཧͷೋ஋෼ྨ
    WFS
    ɾ*ODFQUJPOW
    ɾྉཧ ২෺ ʜ PSඇྉཧͷଟ஋෼ྨ
    WFS
    ɾ*ODFQUJPOWQBUDIFEDMBTTJ
    fi
    DBUJPO
    ɾྉཧPSඇྉཧͷೋ஋෼ྨ
    ֶशσʔλ
    ɾਖ਼ྫɿΫοΫύουͷϨγϐͷը૾
    ɾෛྫɿϥΠηϯεϑϦʔͷछʑͷը૾ WFSͷೝࣝ݁Ռ
    ྉཧࣸਅͷݕग़
    

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49. https://twitter.com/ohmycorgi/status/867745923719364609
    https://twitter.com/teenybiscuit/status/707727863571582978
    㾎͕Ϟσϧ͕ྉཧͱ൑ఆͨࣸ͠ਅ
    ྉཧࣸਅͷݕग़
    

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50. ඇྉཧ
    ྉཧ ྉཧ
    ྉཧ
    ඇྉཧࣸਅͷݕग़
    Ϣʔβʔ͕౤ߘͨ͠ը૾͔ΒඇྉཧࣸਅΛݕग़
    ྉཧࣸਅͷݕग़ͱಉ͡ϞσϧΛར༻
    ϢʔβʔʹΨΠυϥΠϯΛ௨஌
    ˞ඇྉཧͷ৔߹ɺՈ଒΍ϖοτͷөΓࠐΈ͕ଟ͍
    

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51. ʜ
    ϋϯόʔά
    ΦϜϥΠε
    ྉཧࣸਅͷ෼ྨ
    εϚʔτϑΥϯ͔Βநग़ͨ͠ྉཧࣸਅΛछྨʹ෼ྨ
    

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52. ૝૾Λ௒͑ΔʁτϚτϨλεཛͷ̏৭
    εʔϓ
    ؆୯τϚτεʔϓ
    ʢϛωετϩʔωʣ
    ৽ۄͶ͗ͱτϚτͷαϥμ
    ໨ࢦͤσϦ෩ʂϨλεͱτϚτͷα
    ϥμ
    ௒γϯϓϧʂτϚτͱେࠜͰ࿨෩
    ྫྷ੩ύελ
    τϚτͱ৽ۄͶ͗ͷ
    ͬ͞ͺΓϚϦω
    τϚτ
    ࡐྉࣸਅͷ෼ྨ
    Ϣʔβʔ͕ࡱӨͨ͠ࡐྉࣸਅΛ໿छྨʹ෼ྨ
    

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53. ࠓ೔ͷτʔΫ
    ɾࣗݾ঺հ
    ɾձࣾ঺հ
    ɾݚڀ։ൃ෦໳঺հ
    ɾΫοΫύουͱࣗવݴޠॲཧ
    ɾΫοΫύουͱը૾ॲཧ
    ɾΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ·ͱΊ
    

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54. ΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾϨγϐσʔλͷެ։
    ɾୈճ"*νϟϨϯδίϯςετ
    ɾ+4"*$VQ
    ɾ8"5
    ػցֶश
    

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55. Ϩγϐσʔλͷެ։
    

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56. ɾλΠτϧ
    ɾ֓ཁ
    ɾࡐྉ
    ɾखॱ
    ɾίπɾϙΠϯτ
    ɾ͜ͷϨγϐͷੜཱ͍ͪ
    ɾͭ͘ΕΆ
    ɾʜ
    Ϩγϐ
    

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57. ݙཱ
    ɾλΠτϧ
    ɾ͜ͷݙཱͷϙΠϯτ
    ɾௐཧ࣌ؒ
    ɾஈऔΓͷίπ
    ɾओࡊ
    ɾ෭ࡊ
    ɾࢀߟʹͳͬͨʂ
    ɾ͜ͷݙཱͷओͳ৯ࡐδϟϯϧγʔϯ
    ɾʜ
    

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58. ར༻ঢ়گ
    ެ։લʢʙ೥݄ʣ
    
    େֶݚڀࣨ
    ެ։ޙʢ೥݄ʣ
    
    େֶݚڀࣨ
    

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59. ୈճ"*νϟϨϯδίϯςετ
    

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60. λεΫ
    ྉཧݕग़෦໳
    ɾࣸਅதͷྉཧྖҬΛݕग़
    ྉཧ෼ྨ෦໳
    ɾྉཧࣸਅΛΫϥεʹ෼ྨ
    ͦ͏ΊΜ
    ͏ͲΜ
    

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61. ݒ৆৆ۚ
    

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62. Ԡืਓ਺
    ྉཧݕग़෦໳ ྉཧ෼ྨ෦໳
    

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63. +4"*$VQ
    ࡐྉࣸਅͷ෼ྨ
    ɾΧςΰϦʢFH ۄೢʣ
    ɾશ෦Ͱ ຕ
    

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64. Ԡืਓ਺
    

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65. 8"5
    

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66. ࠓ೔ͷτʔΫ
    ɾࣗݾ঺հ
    ɾձࣾ঺հ
    ɾݚڀ։ൃ෦໳঺հ
    ɾΫοΫύουͱࣗવݴޠॲཧ
    ɾΫοΫύουͱը૾ॲཧ
    ɾΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ·ͱΊ
    

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67. ΫοΫύουͱػցֶश
    ΫοΫύουͱࣗવݴޠॲཧ
    ɾϨγϐͷ෼ྨɺࡐྉͷਖ਼نԽɺखॱͷ෼ྨɺҙݟͷ෼ྨɺʜ
    ΫοΫύουͱը૾ॲཧ
    ɾྉཧࣸਅͷݕग़ɺඇྉཧࣸਅͷݕग़ɺྉཧࣸਅͷ෼ྨɺʜ
    ΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ"*νϟϨϯδίϯςετɺ+4"*$VQɺ8"5ɺʜ
    

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68. ࠓޙͷల։
    ΫοΫύουͱࣗવݴޠॲཧ
    ɾܗଶૉղੳͷυϝΠϯదԠɺղੳ༻ࣙॻͷࣗಈߏஙɺʜ
    ΫοΫύουͱը૾ॲཧ
    ɾྉཧࣸਅͷϑΟϧλʔ΍௒ղ૾ɺʜ
    ΫοΫύουͱΦʔϓϯαΠΤϯε
    ɾ৽͍͠σʔληοτͷެ։ʁ
    

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69. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ
    

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