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職業紹介(データサイエンティスト)/ Job introduction of data scientist

職業紹介(データサイエンティスト)/ Job introduction of data scientist

兵庫県立飾西高等学校でお話した職業紹介のスライドです(2018.10.25)

吉田勇太 / ysdyt

October 25, 2018
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  1. 職業分野別講演会
    職業: データサイエンティスト

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  2. ࣗݾ঺հ
    ˖ し歊խ⹃㣕խ:VUB:PTIJEB
    ˖ #SBJO1BE*ODر٦ة؟؎ؒٝذ؍أز
    ˖ 귅銮넝吤㔐欰⼼噟欰ꫬآٍ٦آ䎃
    ˖ 穗娖
    귅銮̔嵟➂̔խ䃊呎㣐㷕̔䣒䥯㣐㷕㣐㷕ꤍ̔ـٖ؎ٝػحس
    ❛䳔殅㷕䎃
    䎃 䎃 䎃湡
    Ⱔ䏧 䃊呎٥،ًٔؕ 牞㣽䊛 匌❨
    ཧܥʢੜ෺ʣ
    Λબ୒
    ्ҩֶ෦Λ໨ࢦ͢ɻ
    ͦͯ͠·ͨམͪΔɻͰ΋
    ษڧͷָ͕͠͞Θ͔Δ
    ੜ໋޻ֶઐ߈ɻϛυϦϜ
    γͷݚڀɻཹֶ΍֗ͮ͘
    Γ׆ಈͳͲ͍Ζ͍Ζܦݧɻ
    ΋ͬͱൃలతͳݚڀɻ

    ϓϩάϥϛϯά࢝ΊΔɻ

    ਓੜॳͷ౎ձ
    σʔλαΠΤϯςΟετ

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  3. ࠓ೔࿩͍ͨ͜͠ͱ
    湡涸
    ➬✲ך♧⢽׾稱➜׃ծ俑椚鼅䫛٥鹌騟鼅䫛ך⿫罋ח׃ג׮׵ְ׋ְ
    ΍ 荈ⴓך➬✲חאְג
    ˖ չر٦ة؟؎ؒٝذ؍أزպהְֲ耵噟
    ˖ ➬✲ך눁⸂٥װ׶ְָ
    ˖ ז׈ֿך➬✲׾鼅׿׌ַ
    ˖ ➬✲ח䗳銲ז项呓٥腉⸂٥项颵
    Ύ➙饯ֿ׹ֲה׃גְ׷爡⠓ך㢌⻉חאְג
    ˖ "*ח״׷ׁתׂתז➬✲ך荈⹛⻉
    ˖ ⸤⫴أة؎ٕך㢌⻉
    խխխխ
    ˖ 넝吤欰ך儗חװ׏הְ׋׵葺ׁ׉ֲזֿה

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  4. σʔλαΠΤϯςΟετʁ
    ˖ ׂ׏ֻ׶ְֲהծչ窟鎘㷕պչ侧㷕պչفؚٗٓىؚٝպչؽآطأ⸂պ׾

    ⢪׏גر٦ةⴓ匿׾遤ְծ

    倜׋ז濼鋅ך涪鋅搀꼽ך䱖ꤐ傈ղך欰崞ך⸬桦⻉荈⹛⻉

    זו׾遤ֲ➬✲ך׍קו鑫׃ֻ鑧׃תׅ
    ˖ ֿך䎃ֻ׵ְדչ"*׾⡲׷պהְֲ➬✲ָׅ׀ֻ㟓ִ׋
    ˑ⚅秀ד剑׮إؙء٦ז؎؛ג׷➬✲˒

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  5. σʔλαΠΤϯςΟετ͸ͳͥηΫγʔʁ
    չ窟鎘㷕պ չ侧㷕պ չفؚٗٓىؚٝպ չؽآطأ⸂պ
    窟鎘㷕罏 侧㷕罏 فؚٗٓو٦ ؝ٝ؟ٕةٝز
    ׈׿ע׋׃׋װאזךד
    خْ؎
    ׭׆׵׃ְ

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  6. %4͸๻͕ߴߍੜͷ࣌ʹͳ͔ͬͨ࢓ࣄ
    չ窟鎘㷕պ չ侧㷕պ չفؚٗٓىؚٝպ չؽآطأ⸂պ
    窟鎘㷕罏 侧㷕罏 فؚٗٓو٦ ؝ٝ؟ٕةٝز
    ׉׸׊׸ך⹈䓼כ㣐㷕ד׮㷕ץ׷ָծⰋ鿇׾ず儗ח㷕ץ׷㣐㷕ָזַ׏׋կ

    ˟➙כ㼰׃דֹ׋
    ➙ծ%4ך➬✲׾׃גְ׷➂כ㣐㷕דו׸ַח鵚׃ְ⹈䓼灇瑔׾׃גְ׋➂麦կ
    㣐➂חז׏גַ׵׮杝㷕ד⹈䓼׃תֻ׏גתׅկ
    ֿ׿ז➬✲ח㽟ֻהכىٔ׮䟝⫷׃גְזַ׏׋넝吤欰儗➿˘

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  7. 넝吤欰ך儗ח濼׏גֶֹ׋ַ׏׋ֿה
    What I Wish I Knew When I Was a High School Student

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  8. ᶃ ະདྷΛ༧ଌ͢Δ͜ͱ͸͔ͳΓ೉͘͠ͳ͖͍ͬͯͯΔ
    ᶄ ೥ޙɺਓʹٻΊΒΕΔ͜ͱʢ࢓ࣄʣ͸େ͖͘มΘ͍ͬͯΔ͔΋
    ᶅಇ͘ελΠϧ΋มΘ͍ͬͯΔ͔΋
    ᶆษڧ͸ʮ࢖͍ॴʯ͕Θ͔Δͱ͔ͳΓָ͍͠
    ᶇʮ޷͖ʯͱʮݏ͍ʯΛ࣋ͭ

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  9. ᶃ

    ະདྷΛ༧ଌ͢Δ͜ͱ͸
    ͔ͳΓ೉͘͠ͳ͖͍ͬͯͯΔ

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  10. ೥ޙʹब৬ɻͱ͜ΖͰ೥લ͸Կ͕͋ͬͨʁ
    ˖ 䎃կاءٍ؜כת׌׉ֿתדկ
    ˖ ػؤسٓꂁ⥋ָ馄➂孡
    ˖ ٌٝأزכת׌זְ
    ˖ 涯枾׮ת׌זְ
    ˖ 5JL5PL׮׮׍׹׿זְ
    ˖ JOTUBHSBNכת׌و؎ش٦կ4UPSZ堣腉׮ת׌זְ
    ˖ ؽحز؝؎ָٝ㏳חז׶㨣׭׷

    ְת崧遤׏ג׷׮ךכ׌ְ׋ְ僓חכזַ׏׋׮ךלַ׶

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  11. ୭΋ະདྷ͕༧ଌͰ͖ͳ͍࣌୅ɻͨͬͨ೥ޙͰ΋ɻ
    ˖ ⴱ➿J1IPOFأومך涪㡰כկ
    ˖ ׋׏׋䎃ד⚅歲כؖٓحה㢌׻׏׋կ如ך䎃דת׋㢌׻׷ַ׮կ
    ˖ ֿך䎃⟃ⰻח〴걧׃׉ֲז䪮遭73"3٥(鸐⥋٥ـٗحؙثؑ٦ٝ٥

    鿇ⴓ涸ז荈⹛麊鯄٥ꆀ㶨؝ٝؾُ٦ة٦
    ٕज़τϨϯυ
    ΨʔτφʔͷϋΠϓɾαΠΫϧ

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  12. ᶄ

    ೥ޙɺਓʹٻΊΒΕΔ͜ͱʢ࢓ࣄʣ͸
    େ͖͘มΘ͍ͬͯΔ͔΋

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  13. ࣮ࡍͷͱ͜Ζɺ"*͸ࠓԿ͕Ͱ͖Δͷ͔ʁ

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  14. "*ͷϕʔεٕज़ਂ૚ֶशʢ%FFQ-FBOJOHʣ
    ˖ ➂꟦ך膷ך牞穗稢脄 صُ٦ٗٝ
    ך➬穈׫׾垷׃׋ءأذي
    ܗࣜχϡʔϩϯΛଟ૚ʹੵΈ্͛ͨ΋ͷ
    㹀纏כְ֮תְ׌ָծ

    帾㾴㷕统׾ⵃ欽׃ג⹛ְגְ׷׮ךָ"*➂䊨濼腉הㄎל׸גְ׷

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  15. ೥͘Β͍͔Βਂ૚ֶश͕ࣾձతτϐοΫʹ
    ˖ 䎃ծչ歗⫷ח⡦ָⱖ׏גְ׷ַպ׾؝ٝؾُ٦ةד陎ⴽׅ׷؝ٝلד

    帾㾴㷕统׾欽ְ׋䩛岀ָ㖇⦜涸ז䊴׾אֽג⮚⹧
    ೥લʂ
    ʲϧʔϧʳ
    w ΧςΰϦͷ෼ྨΛ౰ͯΔ
    w ݸީิΛग़ͯ͠ྑ͍
    w ͦͷ͏ͪͭͰ΋౰͍ͨͬͯΕ͹
    PL
    w UPQΤϥʔ཰Λڝ͏
    w ೥ͷਂ૚ֶशొ৔͔ΒҰؾʹ
    Τϥʔ཰͕Լ͕Δɻ
    w ೥͸͍ͭʹਓؒͷΤϥʔ཰
    ʢʣΛ௒͑Δ

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  16. ೥͘Β͍͔Βਂ૚ֶश͕ࣾձతτϐοΫʹ
    ˖ ջ(PPHMFך枾ռ
    ˖ :PVUVCFַ׵⡲׏׋♰卐ך歗⫷׾〴ך؝ٝؾُ٦ةד㷕统ׇׁ

    ׷הծ荈⹛ד枾װ➂ך겣׾陎ⴽדֹ׷״ֲחז׏׋
    ೥લʂ
    堣唒ָ荈⹛ד栻䖤׃׋չ➂ך겣׏שְ׮ךպהչ枾׏שְ׮ךպ

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  17. ࣮ࡍʹߦΘΕ͍ͯΔ
    σʔλϏδωεɾ"*ͷྫ
    ʢ˞ͨ͘͞Μ͋ΔͷͰ٢ాͷ޷͖ͳ΍ͭνϣΠεʣ

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  18. ͖Ύ͏Γ"*͖Ύ͏Γͷ౳ڃΛࣗಈ൑ผ
    ˖ ֹױֲ׶ך刼ָ׶Ⱗさװㅷ颵瘝秷׾堣唒涸חⴻ㹀
    ˖ ➂꟦ד׮䠐㢩ח鎮箺׾琎תזְהꨇ׃ְ⡲噟
    ˖ ׆׏ה㹺做ד⡦儗꟦׮ַֽג⡲噟׃גְ׋׮ך׾וֲחַ׃״ֲה

    ⯋ؒٝآص،ך➂ָ♧➂דꟚ涪
    Χϝϥ
    ౳ڃ͕Ϟχλʔʹө͞ΕΔ

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  19. ύϯ԰Ϩδύϯͷछྨͱ஋ஈΛࣗಈදࣔ
    ˖ ،ٕغ؎زָ駈׶זְ
    ˖ ػٝחכ⦼劦׾➰ֽ׵׸זְךד،ٕغ؎زכׅץגךػٝה׉ך⦼媮׾

    鋙ִזְהְֽזְկ㖑㄂ח㣐㢌זךד،ٕغ؎زָ꧊ת׵זְկ
    ˖ זךדծ堣唒ד׉ך⡲噟׾荈⹛⻉
    ˖ ءأذيꟚ涪כⰤ䏧源銮腜䋐ך⠓爡
    Χϝϥ

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  20. ৯඼޻৔"*ෆྑ඼ϙςτΛࣗಈݕ஌
    ˖ 傈♰⦐⟃♳ךهذز׾➂⸂דثؑحؙ
    ˖ ➂꟦דכثؑحؙ׃ֹ׸זְ⽃秪⸤⫴ַ׵ך➂ךꟚ佝
    ˖ 굸ך㸜Ⰻ٥㸜䗰׾"*ה➂ךتـٕثؑحؙד䬐⥂ׅ׷

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  21. ແਓϨδ"*Ϩδͦͷ΋ͷ͕ແ͘ͳΔ
    ˖ "NB[PO(P
    ˖ 搀侧ךًؕٓד➂ך遤⹛׾ׅץג

    ٌصةؚٔٝկ
    ˖ 㹏כ׉ךתת㉀ㅷ׾䭯׏ג⳿׷ה،فٔח

    锜実ָ勻׷➬穈׫
    ˖ 傈劤ד׮زٓ؎،ٕ噟⹡欽أ٦ػ٦װ

    +3匌ָずׄ״ֲז׮ך׾㹋꿀׃גְ׷

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  22. ҩྍܥ"*ΨϯͷྖҬΛࣗಈࣝผ
    ˖ չ鏺倖礵䏝պծ➂꟦ך⼔䌌׾馄ִ㨣׭׋氺椚歗⫷鏺倖䪮遭
    ˖ 氺椚歗⫷稢脄ָⱖ׏׋歗⫷׾"*ءأذيח鋅ׇ׷הծؖٝך〳腉䚍
    ָ넝ְ걄㚖׾و٦ؚؗٝ׃גֻ׸׷
    ˖ 剑穄涸חⴻ倖ׅ׷ךכ➂꟦ך⼔䌌կ"*כ؟ه٦ز䕵կ
    ˖ 礵䏝ָ넝ֻג׮穠卓ך椚歋׾铡僇דֹזְـٓحؙنحؙأ"*כ
    تًկ
    ݩը૾ "*͕Ψϯͱ൑அͨ͠ྖҬ͕੺
    ؟ఈը૾Λ"*ֶ͕श͠ɺ৺࣬ױϦ
    εΫ΍౶೘ප໢ບ঱ͳͲ΋ߴਫ਼౓
    ʹ਍அग़དྷΔΑ͏ʹͳ͖ͬͯͨ

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  23. ઢըͷࣗಈண৭ΫϦΤΠςΟϒ࡞ۀͷαϙʔτ
    ˖ 1BJOUT$IBJOFS
    ˖ 1JYJWך㣐ꆀך歗⫷׾㷕统ׇׁג⡲׏׋"*
    ˖ 荈⹛ד葺ְ䠬ׄח葿׾㝢׏גֻ׸׷
    ˖ ؙٔؒ؎ذ؍ـ⡲噟ך؟ه٦ز
    ී௨ͷࣸਅΛ๖͑ֆԽ

    ͤͨ͞Γ΋ʜ

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  24. 8BWF/FU"*͕࡞Δࣗવͳzਓؒͷ੠z
    ˖ 䖞勻ך갈㡮さ䧭䪮遭כ⽃铂׾אזֺさ׻ׇג涪갈ׇׁ׷䪮遭
    ˖ 8BWF/FUדכ➂꟦ך갈㡮׉ך׮ך׾㷕统ׇׁծ갈㡮ה׃גכ耀ִֿזְ䜁
    בְַװ⽃铂ず㡦װ俑眍ず㡦׾אזֺさ׻ׇ׷չ꟦պתדⱄ植
    ˖ ٖأزٓٝװ繟㺁ꤍךꨵ鑧✮秈זו׾"*ָ➿遤׃גֻ׸׷״ֲחז׷
    IUUQTEFFQNJOEDPNCMPHXBWFOFUHFOFSBUJWFNPEFMSBXBVEJP

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  25. ಈըܥ"*ຊ෺ͦͬ͘Γͷِ෺ಈըΛ࡞Δ
    ˖ 劤暟חꣲ׶זֻ鵚ֻז׷״ֲח"*׾㷕统ׇׁג⡲׏׋⩝暟⹛歗
    ˖ ؔغوך겣חծⴽ➂ך邌䞔װ׃ׯץ׷圫㶨׾ַז׶荈搫ח顦׶➰ֽ׷ֿה
    ָ⳿勻׷$(הכ殯ז׷
    ˖ ֮׋ַ׮ծ㕂ך➿邌ָ劤䔲ח鑧׃׋ַך״ֲח⹛歗ָ4/4זוחءؑ،ׁ
    ׸׷הծ凐⹛װ秺✯ךֹ׏ַֽח׮ז׶䖤׷ךד㖑㄂ח䛊׹׃ְ䪮遭կ
    IUUQTXXXZPVUVCFDPNXBUDI WD2(%NF-

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  26. #BCZ5FDIҭࣇ΋ςΫϊϩδʔͰΞοϓσʔτ
    ˖ 饔׍ׯ׿ךֲא⠃ׇ㻅嗚濼
    ˖ 暴婊זًؕٓ׾⢪׻׆חծ➂꟦ך㪦⹲׾䱿㹀ׅ׷䪮遭0QFOQPTF
    ˖ ⚕鋵ָ➰ֹ׏ֹ׶חז׵׆ה׮ذؙظٗآ٦׾Ⰵ׸אא㸜Ⰻַא嚂ח

    㶨肪גָדֹ׷爡⠓װ㹺䏬חկ

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  27. &E5FDI*5Λ࢖ͬͨޮ཰తͳֶशΛ໨ࢦ͢
    ˖ չ،تفذ؍ـٓ٦صؚٝպהְֲ
    ˖ 㷕统罏♧➂מה׶ך㷕统鹌遤䏝װ椚鍑䏝ח䘔ׄג㷕统ⰻ㺁װ㷕统ٖكٕ
    ׾锃侭׃ג䲿⣘ׅ׷➬穈׫
    ˖ ⢽ִלծ"הְֲ㉏겗׾꟦麩ִ׋儗ծչ"׾꟦麩ִ׋הְֲֿהכBה
    ְֲⰕ䒭ָ׻ַ׏גזְպהⴻ倖׃ծⰕ䒭Bחꟼׅ׷㉏겗׾⳿׃גֻ
    ׷ծ׫׋ְזկ
    ˖ &E5FDI&EVDBUJPO–5FDIOPMPHZח

    ״׏ג⹈䓼כ׮׏ה׻ַ׶װֻׅג嚂׃ְ׮ךח

    ז׷عؤ
    λϒϨοτ্Ͱઌੜ͕ग़ͨ͠໰୊"Λ֤ੜె͕ղ͘
    ˣ
    ֤ੜె͝ͱʹʮ͓͢͢Ίͷ໰୊ʯ͕ͭఏࣔ͞Εɺ
    ͦΕΛղ͘͜ͱͰޮ཰తʹཧղ͕ਂ·Δɻ
    ʢ͓·͚ߴߍੜʹؔ܎͋ΔσʔλαΠΤϯεͳςΫϊϩδʔʣ

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  28. ·ͱΊ
    ೥ݱࡏɺ"*͕ग़དྷΔ͜ͱɾग़དྷͳ͍͜ͱ
    ˖ ➂꟦״׶׮ֲתֻ⳿勻גְ׷ֿה
    ˖ 花㣐ז鎘皾
    ˖ 歗⫷鍑匿
    ˖ ➙ךהֿ׹➂꟦ׄׯזְה⳿勻זְֿה
    ˖ 䟝⫷⸂ָ䗳銲ז׮ך⡲鑁⡲刼٥涪僇זו
    ˖ 䠐䙼寸㹀⠓爡穗㌀זו

    ˖ 魦⡤䚍׾⠵ֲ׮ךوح؟٦آ٥醱꧟ז䩛遭٥耵➂䪮זו
    ˖ ؝ىُص؛٦ءָّٝ㣐ⴖז➬✲䱸㹏噟٥肪⯢➜隊ꟼ⤘זו
    ˖ 荈䊹ⴻ倖ד⡦ַ׾㨣׭׷莆㄂װٌثك٦ءّٝ٥湡涸ָ搀ְ
    ਓʹٻΊΒΕΔ͜ͱ

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  29. ᶅ

    ಇ͘ελΠϧ͕มΘ͍ͬͯΔ͔΋

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  30. ଟ͘ͷ࢓ࣄ͸z൒ਓྗɾ൒ػցzͰߦ͏Α͏ʹͳΔ
    ˖ ➂꟦כ暴חչⴻ倖պװչ顑⟣պ׾䬐ֲ
    ˖ 荈⹛麊鯄٥醡鸡䊨㜥זו㢳ֻך➬✲דֿ׸הずׄ״ֲזֿהָ饯ֿ׷ַ׮
    ˖ 䎃䖓חכծ➙הずׄ倯岀ד➬✲׾׃גְזְ〳腉䚍ָ넝ְ
    ੹೚
    "*͕෼ྨ͠ऴΘͬͨ΋ͷΛ
    ਓ͕ؒ࠷ऴνΣοΫ͢Δ
    ͜ͷΨϯ͸"*Ͱௐ΂Α͏
    ൑அ
    ҩࢣʢਓؒʣ΋ͦ͏ࢥ͏͔Β
    ͜ͷ൑அͰ0,ʂ
    ੹೚
    "*Ψϯ͕ݟ͔ͭΓ·ͨ͠

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  31. มΘΔ࢓ࣄɾੜ·ΕΔ࢓ࣄ
    ˖ ӛ"*ח״׏ג➬✲ָזֻז׷̔өˑ⼱➂⸂٥⼱堣唒˒חז׷
    ˖ 偆㹏堣ךػ؎ٗحزꨄꤵה滠ꤵ׾乼簚ծ䖓כؔ٦زػ؎ٗحزկ
    ˖ չ"*ָ⳿勻׷ֿה٥⳿勻׉ֲזֿהպכ濼׏גְֶג䴦כזְ
    ˖ ➙װ׶׋ְה䙼׏גְ׷➬✲כծ➙הכ麩ֲ➬✲ⰻ㺁חז׏גְ׷〳腉䚍ָ넝ְծ
    ׮׃ֻכ搀ֻז׏גְ׷ַ׮կ
    ˖ ♧倯דծسٗ٦ٝ٥갈㡮钠陎٥荈⹛麊鯄זוծ倜׃ְ➬✲걄㚖כ欰ת׸竲ֽ׷կ

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  32. lಇ͖ํz΋͔ͳΓมΘΔ͔΋
    ˖ ➬✲ך荈⹛⻉٥㼔Ꟍ⻉ח״׏ג♧א׌ֽך耵噟חאֻ儗➿ׄׯזֻז׷
    ˖ ♧➂ך➂ָ醱侧ך耵噟׾䭯א״ֲחז׷
    ˖ װ׶׋ְ➬✲כאֻ׵ְ䭯׏גְ׋倯ְְָ
    ˖ 㽟ֹ׋ְ耵噟׾➙ֹ׏׍׶ה寸׭׷䗳銲כזְַ׮
    ˖ չ։禸պהׂ׏ֻ׶׃׋倯ぢ䚍׌ֽ寸׭הֻהַ
    ˖ ⶰ噟٥Ⱟ噟ד鹈꟦ד ⦐ך➬✲׾ׅ׷״ֲחז׷〳腉䚍כ넝ְ

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  33. ษڧ͸ʮ࢖͍ॴʯ͕Θ͔Δͱ
    ͔ͳΓָ͍͠

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  34. σʔλαΠΤϯςΟετͷඞཁͳεΩϧ
    չ窟鎘㷕պ չ侧㷕պ չفؚٗٓىؚٝպ չؽآطأ⸂պ
    窟鎘㷕罏 侧㷕罏 فؚٗٓو٦ ؝ٝ؟ٕةٝز

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  35. σʔλαΠΤϯςΟετͷඞཁͳεΩϧ
    չ窟鎘㷕պ ˖ ⚅ך⚥ך㢳ֻך植韋כ然桦涸ח饯ֿ׏גְ׷
    ˖ 窟鎘涸זٌظך鋅倯ָדֹ׷ה⚅ך⚥ך植韋ָ

    ׮ֲ㼰׃㄂׻ְ帾ֻ鋅ִ׷ַ׮
    ˖ ➂꟦ך䙼ְ鴥׫錁㻊倯岀ח״׏גر٦ةך鍑ꅸ׾꟦麩ִ׷

    鑧ָ꬗涯ְ
    ʰχίϥεɾέΠδͷөը͕૿͑Δ
    ͱϓʔϧͰṆࢮ͢Δਓ΋૿͑Δʱʁ
    ٙࣅ૬ؔ
    બ୒όΠΞε
    ઓಆػͷͲͷՕॴΛڧԽ͢΂͖͔ʁ

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  36. σʔλαΠΤϯςΟετͷඞཁͳεΩϧ
    ˖ "*ָ⡦ַ׃׵ꟼ♷ׅ׷儗➿կ䪮遭罏חז׶׋ְז׵ַז׶ꅾ銲
    ˖ ׋ֻׁ׿ך㣐➂ָ넝吤侧㷕׾⹈䓼׃湫׃גְ׷
    ˖ չ㷕ע䠐㄂պ׾鋅אֽ׵׸׷ה嚂׃ְ
    ˖ չֿ׸⡦ח⢪ֲ׿պך➿邌呓չ䗍ⴓպכ⤑ⵃזװא׌׏׋
    չ侧㷕պ
    Ұ൪୩ʹͳ͍ͬͯΔͱ͜ΖΛࣗಈͰ
    ػցʹݟ͚͍ͭͤͨ͞
    ඍ෼Ͱʮ܏͖ʯΛٻΊΔ͜ͱͰ࠷΋
    ௿͍෦෼Λݟ͚ͭΔ͜ͱ͕Ͱ͖Δ
    ޯ഑߱Լ๏

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  37. σʔλαΠΤϯςΟετͷඞཁͳεΩϧ
    ˖ 걧ך⚥ך،؎ر،׾䕎חׅ׷麣Ⱗ
    ˖ չ⚅歲׾ⶼ鸡ׅ׷պה鎉׏ג׮麓鎉דכזְ
    ˖ 㢳ֻך׮ך׾荈⹛⻉ׅ׷麣Ⱗ
    ˖ ⸬桦⻉⾽׭׿וָֻׁ׶ך➂כئؼ
    չفؚٗٓىؚٝպ
    ϚΠίϯʢখ͞ͳύ
    ιίϯʣΛϓϩάϥ
    ϛϯάͰૢ࡞ͯ͠ɺ
    ిࢠ޻࡞ͳͲ΋؆୯
    ʹͰ͖ΔΑ͏ʹͳͬ
    ͖ͯͨɻ
    ࣗಈਫ΍ΓϚγϯ

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  38. σʔλαΠΤϯςΟετͷඞཁͳεΩϧ
    ˖ 铬겗涪鋅٥鍑寸
    ˖ 涪鋅٥٥٥錁㻊⸂٥濼陎ך䒷ֹ⳿׃׾׋ֻׁ׿䭯׏הֻ
    ˖ 鍑寸٥٥٥㼔Ꟍ涸ז䪮遭⸂㼔Ꟍ濼陎٥䙼罋倯岀٥ؒٝ
    آص،ؚٔٝ
    չؽآطأ⸂պ
    ೥୅΍ੑผɾڭҭͷόοΫάϥ΢ϯυʹ

    ݻࣥͤͣʹଟ༷ͳҙݟΛड͚ೖΕΔ͜ͱ͸

    Ҋ֎೉͍͠ɻ
    ϫʔΫγϣοϓΞΠσΞϒϨετ
    1%$"αΠΫϧ
    େਓ΋ͦΜͳʹͰ͖ͯͳ͍͔Β

    ৺഑͠ͳ͍Ͱ

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  39. ษڧΛ͢Δҙຯʁ
    ˖ ⚅歲׾鋅׷鍑⫷䏝׾♳־׷
    ˖ 濼陎װ䪮遭ָ搀ְהծ꬗涯ְ׮ך׾չ꬗涯ְպה䠬ׄ׷ֿה
    ָ⳿勻זְ
    ˖ 䃊呎源׾׋׌ך歊莔ה鋅׷ַ铬겗⯓鹌㕂ה鋅׷ַ
    ˖ 㹋כչ⹈䓼պכ׭׍ׯֻ׍ׯ؝أػָ葺ְ
    ˖ ⹈䓼ה⻉礅כ㜠׻װְׅ

    ׵׃ְ״

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  40. ʮ޷͖ʯͱʮݏ͍ʯΛ࣋ͭ

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  41. ߴߍੜͷ࣌ʹ΍ͬͱ͍ͨΒྑͦ͞͏ͳ͜ͱʁ
    ˖ 㣐➂ָ鎉ֲչ넝吤欰כ։ׅץֹ։׃גכְֽזְպכ搀鋔׃ג׮葺ְ
    ˖ ꆃ눴ꊚך،ؙٕٔ匢N猱ך㠖
    ˖ 搀䠐陎ךֲ׍ח䙼ְ鴥תׁ׸גְ׷׮ךכ׋ֻׁ׿֮׷
    ˖ ِص٦ؙז넝吤欰כ׋ֻׁ׿ְ׷

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  42. ߴߍੜ͕σʔλ෼ੳίϯϖͰେֶੜʹউͭ
    ෋ࢁࠃࡍେֶ෇ଐߴ౳ֶߍ
    େਓإෛ͚ͳςΫϊϩδʔ
    ׆༻ͷ਺ʑ

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  43. ޷͖ͳ͜ͱɾ೤தͰ͖Δ͜ͱΛͱ͜ͱΜ΍Δ
    ˖ ת׆כװ׏ג׫׷
    ˖ ✕չ㥨ֹ׌ַ׵尴걧ׅ׷պ̔Ӵչ尴걧ׅ׷ַ׵㥨ֹחז׷պ
    ˖ ➭ךֿה׾⡦׮ַ׮䘌׸ג尴걧ׅ׷կֿך㞮㖑׾䖤גⴱ׭גչ㥨ֹպך
    䠬䞔ָ蔟欰ִגֻ׷
    ˖ װ׶׋ְֿהָ鋅אַ׵זְ
    ˖ 铣剅׾׃ג׫׷㣐➂ח⠓׏ג׫׷Ⱔ䏧源ַ׵⳿ג偆遤׃ג׫׷
    ˖ החַֻծչ㢩ך⚅歲պ׾鋅ג׫׷ה葺ְַ׮
    ˖ أزٖأ׾䠬ׄ׆ח׆׏ה⳿勻׷ֿהכזח
    ˖ 鷞חծוֲ׃ג׮鏩ׇזְ׮ך٥؎ٓ؎ׅٓ׷׮ךכ

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  44. Կ͕ਖ਼͍͔͠ӹʑΘ͔Βͳ͍࣌୅
    ࣗ෼Ͱ൑அ͢Δ͔͠ແ͍Β͍͠
    ୭͔ͷ൑அͷ͍ͤʹ͢Δ͜ͱ͕Ͱ͖ͳ͍ɺͰ΋

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  45. "TL.F"OZUIJOH
    !ZVUBUBUBUBUB
    ➂䊨濼腉ך鑧ח莆㄂ָ弇ְ׋׵
    8&&,-:➂䊨搀膷

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