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オープンソースとしての形態素解析器Sudachi / WAP NLP Tech Talk #4

オープンソースとしての形態素解析器Sudachi / WAP NLP Tech Talk #4

Sorami Hisamoto

November 26, 2021
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  1. 8"1/-15FDI5BML

    !TPSBNJ
    Φʔϓϯιʔεͱͯ͠ͷ
    ܗଶૉղੳث4VEBDIJ
    ೥݄ಙౡʹͯࡱӨ

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  2. 4VEBDIJ͸
    Φʔϓϯιʔε
    ͔ͤͬ͘ͳΒ
    ؔΘͬͯΈΑ͏
    ਓੜ
    มΘΔ͔΋ʁ

    View Slide

  3. օ͞Μɺ͜Μ͹Μ͸ʂ

    !TPSBNJ
    4PSBNJ)JTBNPUP

    ࠓגࣜձࣾ-FHBMTDBQF

    ๏཯৘ใΛ੔ཧ͢ΔελʔτΞοϓ
    ੲϫʔΫεಙౡ/-1

    4VEBDIJͷ։ൃݩ
    ಙౡΛ཭Εͨࠓ΋ɺ
    4VEBDIJʹʮඇެࣜ%FW3FMʢʁʣʯͱͯؔ͠ΘΔ

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  4. ࣌ؒલʹొஃ͕ܾ·Γ·ͨ͠ʜʂ
    ಺ా
    ͞Μ
    Ωϟϯηϧ͕͔͋ͬͨΒ
    ୅ΘΓʹൃදͯ͘͠Εͳ͍ʁ
    ʜ΍Γ·͢ʂ
    ϫʔΫεಙౡͷॴ௕

    ʢલ৬ͷ্࢘ʣ

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  5. IUUQTDPSBMDBQDPMFHBMTDBQF
    એ఻ᶃ
    ੵۃ࠾༻தʂ
    ΧδϡΞϧ໘ஊ͚ͩͰ΋େ׻ܴ

    View Slide

  6. IUUQTKFEXPSLTIPQHJUIVCJPKFE
    એ఻ᶄ
    ൃදืूΛۙ೔ެ։

    View Slide

  7. IUUQTKFEXPSLTIPQHJUIVCJPKFE
    એ఻ᶄ
    ൃදืूΛۙ೔ެ։
    ಛผߨԋ

    ֟পଠҰઌੜʢหޢ࢜ 4503*"๏཯ࣄ຿ॴʣ
    ઐ໳෼໺͸ελʔτΞοϓ๏຿ٴͼσʔλɾ"*๏຿ɻ

    ݱࡏɺ༷ʑͳδϟϯϧʢҩྍɾ੡଄ۀɾϓϥοτϑΥʔϜܕ౳ʣͷ
    "*ελʔτΞοϓΛɺސ໰หޢ࢜ͱͯ͠ଟ਺αϙʔτ͍ͯ͠Δɻ

    ܦࡁ࢈ۀলʮ"*ɾσʔλܖ໿ΨΠυϥΠϯʯݕ౼ձݕ౼ҕһʢʙ
    ʣɻ೔ຊσΟʔϓϥʔχϯάڠձʢ+%-"ʣ༗ࣝऀҕһ
    ʢʙʣɻʮୈճ*1#"4&"8"3%ʯ஌ࡒઐ໳Ո෦໳άϥϯϓ
    ϦΛड৆ʢʣɻ


    ࢀߟ

    ࣗવݴޠܥ"*αʔϏεͱஶ࡞ݖ৵֐c4503*"๏཯ࣄ຿ॴ
    ʢ ϒϩάهࣄʣ

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  8. 4VEBDIJ͸
    Φʔϓϯιʔε

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  9. w ʮܗଶૉղੳثʯͱʮࣙॻʯ
    w ίʔυ΋ࣙॻ΋Φʔϓϯ
    w "QBDIF঎༻ར༻ɺվมɺ࠶഑෍౳0,ʂ
    4VEBDIJͱ͸

    w 4VEBDIJ☕ 4VEBDIJ%JDU📚
    w 4VEBDIJ1Z🐍 TVEBDIJST🦀
    w FMBTUJDTFBSDITVEBDIJ DIJ7F 4VEBDIJ5SB 7J4VEBDIJ ʜ
    4VEBDIJ'BNJMZ

    View Slide

  10. IUUQTHJUIVCDPNXPSLTBQQMJDBUJPOTTVEBDIJ

    View Slide

  11. ίʔυ͚ͩͰͳ͘ɺֶज़తͳൃද΋🎓

    5BLBPLBFUBM -3&$ ࡔຊΒ ݴޠࢿݯ׆༻ϫʔΫγϣοϓ
    ∁ԬΒ ୈճݴޠॲཧֶձ೥࣍େձ ٱຊΒ ୈճ5"γϯϙδ΢Ϝ
    ଞɺଟ਺

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  12. 4VEBDIJ͸ʮϫʔΫεಙౡ/-1ʯ͕ओಋ͍ͯ͠Δ

    w ࣗવݴޠॲཧʢ/-1ʣʹಛԽͨ͠ݚڀॴ
    w ʢݱࡏ͸ϑϧϦϞʔτͰ೔ຊશࠃʹϝϯόʔ͕͍Δʣ
    w ϫʔΫεΞϓϦέʔγϣϯζେاۀ޲͚ιϑτͷձࣾ

    View Slide

  13. ಙౡͷۙະདྷతͳΦϑΟε

    View Slide

  14. w 4VEBDIJ͸ϫʔΫε͕ࣾɺձࣾͱͯ͠શ໘తʹόοΫΞοϓ
    w গͳ͘ͱ΋޲͜͏೥͸ϝϯςʢಛʹࣙॻͷܧଓతͳߋ৽͸ॏཁʣ
    ӦརاۀʹΑΔ044

    ༏͍͠ऴ਎ͷಠࡋऀ ʁ
    #FOFWPMFOU%JDUBUPS'PS-JGF
    ߴԬҰഅLB[VNBU
    w ݩ஡᝗ʢ$IB4FOʣϝϯςφ
    w աڈͭͷܗଶૉղੳث։ൃʹؔΘΔʢʂʣ
    w ίʔύε։ൃɺ͔ͳ׽ࣈม׵ɺςΩετϚΠχϯάɺʜ
    HJUIVCDPNLB[VNBU
    ࣾ಺ʹ͸ଞʹ΋ɺ+VNBOͷ࡞ऀ΍ɺ"50,ࣙॻ੍࡞ऀͳͲɺ
    ༷ʑͳΤΩεύʔτ͕͍Δ
    ձࣾ಺ʹดͣ͡
    ɺ޿͘ίϛϡχςΟͱڞʹਐา͍͖͍ͯͨ͠ؾ࣋ͪ

    ˠಙౡͷਓ͡Όͳͯ͘΋ʂ
    ՀཟͰͳ͘ɺ೐Θ͏όβʔϧ͕ݟ͍ͨʢݸਓͷײ૝Ͱ͢ʣ
    ͦͯ͠ɺΦʔϓϯιʔε

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  15. 4VEBDIJʹ
    ؔΘͬͯΈΑ͏

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  16. ʮे෼ͳ਺ͷ໨ۄ͕͋Ε͹ɺͲΜͳόά΋ਂࠁͰ͸ͳ͍ʯ
    👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀👀
    ൃݟͯ͠ɺಙౡͷਓʹ௚ͯ͠΋Β͓͏
    ʢͪͳΈʹϫʔΫεࣾͱͯ͠༗ঈαϙʔταʔϏε΋࢝Ίͨ dʣ
    ཁ๬Λ఻͑ΔɺόάΛใࠂ͢Δ

    4MBDL (JU)VC*TTVFT
    (JU)VCϨϙͷ3&"%.&ʹট଴ϦϯΫ͋Γ·͢
    ʮCFHJOOFSʯͱ͍͏νϟϯωϧ΋͋Γ·͢ʂ
    ӳޠͰ΋೔ຊޠͰ΋0,
    4VEBDI%JDUϨϙͰࣙॻʹ͍ͭͯ΋

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  17. w ܗଶૉղੳث͸ίϯϐϡʔλʔαΠΤϯεͷๅݿ
    w ϝϞϦɺจࣈίʔυɺσʔλߏ଄ɺάϥϑ࠷୹ܦ࿏୳ࡧɺʜ
    w ͻͱΓͷਓ͕ؒશͯΛཧղͰ͖Δେ͖͞ʢ-JOVYΧʔωϧͱ͸ҧ͏ʣ
    ίʔυ΍ࣙॻͷத਎Λ೷͍ͯΈΔ

    src/main/.../SudachiCommandLine.java sudachipy/command_line.py
    ͱΓ͋͑ͣ͜ͷ͋ͨΓ͔Β୧ͬͯΈΔʜˣʢ+BWB΋1ZUIPO΋֓Ͷಉ͡ߏ଄ʣ
    ͓͓·͔ͳྲྀΕ%JDUJPOBSZΛͭ͘Δˠ5PLFSOJ[FSΛͭ͘ΔˠςΩετΛղੳ͢Δˠग़ྗ͢Δ
    ʢࣙॻόΠφϦͷߏ଄͸ͪ͜Βʹ΋·ͱΊ͋Γˣ

    3VTUʹΑΔࣗવݴޠॲཧπʔϧͷ࣮૷ܗଶૉղੳثʮTVEBDIJSTʯ2JJUBʣ

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  18. ܗଶૉղੳثΛಡΈղ͘ॿ͚ʹͳΔจݙ

    ޻౻୓
    ʰܗଶૉղੳͷཧ࿦ͱ࣮૷ʱ

    ʢۙ୅Պֶࣾ ʣ
    ಙӬ୓೭
    ʰ೔ຊޠೖྗΛࢧ͑Δٕज़ʱ

    ʢٕज़ධ࿦ࣾ ʣ
    ೔ຊޠܗଶૉղੳͷཪଆΛ೷͘ʂ

    .F$BC͸ͲͷΑ͏ʹܗଶૉղੳ͍ͯ͠Δ͔

    ΫοΫύου։ൃऀϒϩά
    ʢ[email protected]͞Μ ʣ

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  19. ϓϥάΠϯΛͭͬͯ͘ΈΔͱ͔ʜ
    ίʔυΛॻ͍ͯΈΔɺϓ
    ϧϦΫΛ౤͛ͯΈΔ

    github.com/WorksApplications/Sudachi/blob/develop/docs/tutorial_plugin.md
    ϓϥάΠϯͷछྨ
    w ೖྗςΩετमਖ਼ʢ*OQVU5FYUʣ
    w จࣈਖ਼نԽʢSFXSJUFEFGͷఆٛʹैͬͯʣ
    w ௕Իූͷਖ਼نԽʢzΰʔʙʙϧzˠlΰʔϧzʣ
    w ະ஌ޠॲཧʢ007ʣ
    w ୯ޠ઀ଓॲཧʢ$POOFDU$PTUʣ
    w ඼ࢺͷ઀ଓې੍
    w ग़ྗղमਖ਼ʢ1BUI3FXSJUFʣ
    w ΧλΧφະ஌ޠͷ·ͱΊ্͛
    w ਺ࢺ·ͱΊ্͛ʢzԁમzˠԁમʣ
    ྫ͑͹ʮܟশ΍લޙؔ܎͔Βਓ໊෦෼Λਪఆ͢ΔϓϥάΠϯʯͱ͔ʢཉ͍͠ʣ

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  20. IUUQTHJUIVCDPN8PSLT"QQMJDBUJPOT4VEBDIJ5SBQVMM
    fi
    MFT
    ޡࣈΛ௚͚ͨͩ͠
    ͜ΜͳΧϯλϯͳ΋ͷͰ΋
    ΈΜͳ͕خ͍͠ʂ

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  21. ϫʔΫεಙౡ΁δϣΠϯͯ͠தͷਓʹͳΔ

    View Slide

  22. ϫʔΫεಙౡ΁δϣΠϯͯ͠தͷਓʹͳΔ
    ʜͦΜͳ͜ͱ͋Δʁ

    View Slide

  23. IUUQTHJUIVCDPN8PSLT"QQMJDBUJPOTFMBTUJDTFBSDITVEBDIJQVMM
    ࢲ͸ɺ
    ͜ͷϓϧϦΫͰ
    ͜ͷਓΛ஌ͬͯ

    View Slide

  24. ͦͷਓͷձࣾʹ
    స৬͠·ͨ͠
    IUUQTTIJSPLBOFLPVHZPVGNFQJTPEF

    View Slide

  25. IUUQTOPUFDPNMFHBMTDBQFOOGGDGF
    ΦʔϓϯιʔεͰ
    ਓੜ͕มΘͬͨʜ

    View Slide

  26. ͳΜͰ
    Φʔϓϯιʔεʁ

    View Slide

  27. w ͦΜͳʹ௝͍͜͠ͱͰ͸ͳ͍਺ଟ͋Δ
    w 5FOTPS'MPX (PPHMF
    3FBDU .FUB
    5ZQF4DSJQU .JDSPTPGU
    ʜ
    w ͍ΖΜͳཧ༝
    w ࣗ෼͕ͨͪཉ͍͠΋ͷΛͭͬͯ͘ɺ͔ͤͬ͘ͳΒެ։͢Δ
    w ٕज़ελοΫΛଞࣾʹҕͶͣࣗࣾͰϦʔυ͢Δ
    w ޿ใ΍࠾༻ͷͨΊʹଅਐ͢Δ
    w ֎ͷਓʹख఻ͬͯ΋Β͏ ʜ
    w ͻͱͭͷཧ༝ίϛϡχςΟ΁ͷߩݙ
    w ΈΜͳ044ͷԸܙΛड͚͍ͯΔ
    w 4VEBDIJ΋ڊਓͷݞͷ্ʹཱͭ$IB4FO .F$BC ,VSPNPKJ 6OJ%JD /&PMPHE ʜ
    Ӧརاۀͱ༷ͯ͠ʑͳࢥ࿭͕͋ΔͩΖ͏

    View Slide

  28. IUUQTXXXXPSLTBQDPKQBCPVUDTS
    $PSQPSBUF
    4PDJBM
    3FTQPOTJCJMJUZ
    ʢاۀͷࣾձత੹೚ʣ

    View Slide

  29. -FHBMTDBQF͸ʮ๏཯ʯΛεϙϯαʔ͍ͯ͠Δ

    ϢχίʔυɾίϯιʔγΞϜʹΑΔ

    "EPQUB$IBSBDUFSϓϩάϥϜΛ௨͡ɺ

    ʮ๏ 6$%
    ʯͱʮ཯ 6'#
    ʯͷೋࣈΛεϙϯαʔ
    -FHBMTDBQF͸ʮ๏཯ʯΛεϙϯαʔ͍ͯ͠·͢
    ʛ-FHBMTDBQFʛOPUF
    z͜ͷ6OJDPEFͷීٴʹΑΓੈͷதͷଟ
    ͘ͷςΩετσʔλ͕65'΍
    65'ͳͲͷ6OJDPEF༝དྷͷจࣈΤϯ
    ίʔσ
    ΟϯάͰදݱ͞ΕΔ͜ͱʹͳΓɺ
    จࣈԽ͚ʹ೰·͞ΕΔ͜ͱ΋ςΩετσ
    ʔλͷػցతͳॲཧͰ೰·͞ΕΔ͜ͱ΋
    ݮͬͨͱ࣮ײ͍ͯ͠·͢ɻͦΜͳ
    6OJDPEF͸ࠓ΍8FCͷٕज़Λࢧ͑Δɺ
    ͍Θ͹ʮΠϯϑϥετϥΫνϟʔʯͷҰ
    ཁૉͱݺΜͰ΋աݴͰ͸ͳ͍Ͱ͠ΐ͏ɻz
    [email protected]

    View Slide

  30. w ஍ਤαʔϏεͷձࣾ
    w 044Ͱଟେͳߩݙ
    w .BQCPY(-+4
    w ˠWͰඇ044Խ
    044ͱϏδωεͷཱ྆.BQCPYͷྫ

    lΦʔϓϯιʔεϓϩδΣΫτʹ͓͍ͯ͸ɺ࠷େͷߩݙऀ͕࠷େͷ
    डӹऀʹͳΔͱ͍͏ʮϑΣΞʯͳؔ܎ੑ͕ߏஙͰ͖ͳ͚Ε͹ɺ͍
    ͣΕ͸ϓϩδΣΫτ͕נղ͢Δ͔ɺ͋Δ͍͸ίϛϡχςΟ཭୤
    ʢඇ044ԽͳͲʣʹͳΔ͔ʹߦ͖ண͔͟ΔΛಘͳ͍͜ͱ͸ɺྺ࢙
    ͕෺ޠ͍ͬͯΔɻz
    lܦӦਞʹͱͬͯ͸ɺ౤ࢿՈ͔ΒͷϓϨογϟʔํ͕ɺίϛϡχς
    ΟσΠ཭୤ͷϦΞΫγϣϯΑΓ΋ѹ౗తʹେ͖͍ͩΖ͏͠ɺΤϯ
    λʔϓϥΠζྖҬΛސ٬λʔήοτͱͯ͠ߦ͘ʹ͋ͨͬͯ͸ɺ஌
    తࡒ࢈ݖΛ׬શʹίϯτϩʔϧ͢΂͖ͱ͍͏ݟղ΋͋ΔͩΖ͏ɻ
    ͦͷதͰɺ044ϥΠηϯεͱͯ͠ఏڙ͠ଓ͚Δ͜ͱͷརӹΛɺ঎
    ۀతͳϩδοΫͰઆ໌͢Δͷ͸ͳ͔ͳ͔೉͍͠ɻz
    zࠓճͷඇ044Խ͸େม࢒೦͕ͩɺ͜Ε·Ͱͷ.BQCPYͷ஍ཧ৘ใ
    ίϛϡχςΟσΠ΁ͷͱͯͭ΋ͳ͍ߩݙʹ৺͔Βײँ͢Δͱͱ΋
    ʹɺΧϥϑϧͳϩϯάςʔϧΛߏ੒͢ΔҰһͱͯ͠ɺࠓޙͷ׆༂
    ʹΤʔϧΛૹΓ͍ͨɻz
    .BQCPY(-+4ͷඇ044Խʹ͍ͭͯԣ඿εϩʔϥΠϑ.Z
    TMPXMJGFJO:PLPIBNB

    ʢڧௐҾ༻ऀʣ

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  31. ଞํͰ(JU-BCͷΑ͏ͳྫ΋͋Δ

    l·ͱΊΔͱɺ͜͏Ͱ͢ɻ΢ΫϥΠφͷ։ൃऀ͕Φʔϓϯιʔ
    εͰ࢝ΊͨϓϩδΣΫτʹɺ͙͢ʹੈքத͔Βڠྗऀ͕ݱ
    ΕɺπΠʔτΛ͖͔͚ͬʹΦϥϯμਓͱڞಉ૑ۀɻγϦίϯ
    όϨʔͷ໊໳ΞΫηϥϨʔλʔʹࢀՃͯ͠େ͖ͳΠάδοτ
    ͱͳΔ੒௕Λ਱͛ͨͱ͍͏͜ͱͰ͢ɻ(JU-BC͸࠷ޙͷࢿۚௐ
    ୡϥ΢ϯυͰͷόϦϡΤʔγϣϯ͸Cʢ ԯԁʣͰɺ
    *10ޙʹ͸ஹԁͷେ୆ɺ͍ΘΏΔσΧίʔϯʹಧ͖ͦ͏ͳ
    ͱ͜Ζ·Ͱ੒௕͍ͯ͠·͢ɻz
    zʮΦʔϓϯιʔεͱגࣜձࣾʯͱ͍͏ͷ͸ɺΦʔϓϯιʔ
    εϜʔϒϝϯτ͕ࢿຊओٛ΁ͷΞϯνςʔθͱͯ࢝͠·ͬͨ
    ͜ͱߟ͑Δͱɺਫͱ༉ͷΑ͏ʹ΋ࢥ͑·͢ɻ͔͠͠ɺҩྍɾ
    ෱ࢱɾڭҭɾ೶ۀͳͲͰ΋גࣜձ͕ࣾ੒ՌΛڍ͍͛ͯ·͢ɻ
    Φʔϓϯιʔε͚ͩ͸ҧ͏ɺͱࢲʹ͸ࢥ͑·ͤΜɻ։ൃ׆ಈ
    Λ૊৫Խ͠ɺ࣋ଓՄೳͳ੒௕ΛՌͨͯ͠ΠϯύΫτ࠷େԽΛ
    ૂ͏ͱ͖ɺגࣜձࣾͱ͍͏ث͸ڧྗͳπʔϧɻ(JU-BC্৔
    ͸ɺͦͷ͜ͱΛ͍ࣔͯ͠ΔͷͰ͸ͳ͍Ͱ͠ΐ͏͔ɻz
    ΢ΫϥΠφൃݸਓϓϩδΣΫτ(JU-BC͕ஹԁن໛ͷ*10
    ΁ɺͦͷͭͷڭ܇c$PSBM$BQJUBM

    w ΢ΫϥΠφͰ͸͡·ͬͨ

    044ϓϩδΣΫτ
    w ձࣾʹͳΓɺ೥ܦͬͯ*10΁
    w ͍·΍࣌Ձ૯ֹஹԁ΁

    ಧ͖ͦ͏ͳ੎͍
    w גࣜձࣾΛखஈͱͯ͠׆༻
    ʢڧௐҾ༻ऀʣ

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  32. ༡ͼͷΑ͏ͳ࿑ಇͷதʹ͋ΔϢʔτϐΞ

    ʮֶੜ࣌୅ʹϚϧΫʔθΛಡΜͰɺ࠷ۙͦΕΛٱ͠ͿΓʹ
    ಡΈ௚ͯ͠ΈͨΜͰ͢ɻੲ͸೉ͯͬ͘͠͞ͺΓΘ͔Βͳ͔ͬ
    ͨͱ͜Ζ͕ɺ࣮ʹΑ͘Θ͔ͬͯ໘ന͍ͷͰࢥΘͣ໷;͔͠
    ͨ͠ΜͰ͕͢ͶɺϚϧΫʔθ͸ʰ࿑ಇͷ֎ʹϢʔτϐΞΛ
    ٻΊΔͳɻ࿑ಇͷதʹϢʔτϐΞΛٻΊΑʱͱ͍͏ΜͰ
    ͢ɻզຫͯ͠΍Δ࿑ಇ͸ૄ֎͞Εͨ࿑ಇͰɺ΋ͪΖΜͦͷத
    ʹ͸ϢʔτϐΞ͸ͳ͍ɻ͔͠͠ɺͦ͏Ͱ͸ͳͯ͘ɺ༡ͼͷ
    Α͏ͳ࿑ಇ͕͋Δɻ୭͔ʹڧ͍ΒΕͯ͢ΔͷͰ͸ͳͯ͘ɺ
    ࣗ༝ʹࣗ෼ͷൃҙͰ͢Δ࿑ಇɺԿΒ͔ͷཉٻΛ཈ѹ͠ͳ͕
    Β͢Δ࿑ಇͰ͸ͳ͘ɺཉٻΛຬ଍ͤ͞ΔͨΊͷ࿑ಇɺࣗ෼
    ͷೳྗΛൃݟͰ͖Δ͜ͱʹتͼΛײ͡ΒΕΔ࿑ಇɺͦ͏͍
    ͏༡ͼ͔࿑ಇ͔Θ͔Βͳ͍Α͏ͳࣗ༝ͳ࿑ಇͷதʹϢʔτ
    ϐΞ͕͋Δͱ͍͏ΜͰ͢ɻ
    ɹͦΕΛಡΜͰεοΩϦ͠·ͨ͠Αɻ͜Ε·ͰੈͷதҰൠ
    ͷਓͷΑ͏ʹɺ͍΍ͳ࢓ࣄͰ΋ਅ໘໨ʹҰੜݒ໋΍Δͱ͍
    ͏͜ͱ͕Ͱ͖ͳ͍ࣗ෼͸ɺຊ࣭తʹଵଦͳਓؒͳͷͰ͸ͳ
    ͍͔ͱࢥͬͯɺີ͔ʹίϯϓϨοΫεΛ͍࣋ͬͯͨΜͰ͢
    ͚Ͳɺ͜ΕΛಡΜͰɺࣗ෼͕ਖ਼͍͠ͱ͍͏͜ͱʹ֬৴Λ࣋
    ͯ·ͨ͠ʯ
    ɹͳΕͨख͖ͭͰ࣫ΛృΓͳ͕ΒɺҴຊ༟͸ͦ͏͍ͬͯ۶
    ୗͳ͘সͬͨɻ
    ΦʔΫɾϰΟϨοδృࢣ

    Ҵຊ༟ ࡀ


    ඈभɾߴࢁͷ૲ਂ͍ธଜͰ

    ܑ΍༑ਓͱޠΒ͍ɺ

    ໦޻Ո۩࡞ΓͷϰΟϨοδΛ

    ͭ͘Δஉͨͪͷ྘ͷੜ׆ɻ
    ཱՖོʰ੨य़ඬྲྀʱऩ࿥
    ʢߨஊࣾจݿ ʣ
    ༷ʑͳ৬ۀͷएऀΛऔࡐͨ͠υΩϡϝϯτ
    ʢڧௐҾ༻ऀʣ

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  33. +VTUGPS'VO
    ָ͍͜͠ͱ͠Α͏
    ʰͦΕ͕΅͘ʹ͸ָ͔͔ͬͨ͠Βʱ খֶؗϓϩμΫγϣϯ

    l+VTUGPS'VO5IF4UPSZPGBO"DDJEFOUBM3FWPMVUJPOBSZz
    Ϧʔφετʔόϧζ ஶ
    σϏουμΠϠϞϯυ ஶ
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    தౡ༸ ؂म

    ݁Ռతʹɺ

    ਓੜมΘΔ͔΋ʁ

    ΈΜͳͷͨΊʹͳΔ͔΋ʁ
    Φʔϓϯιʔε͸ָ͍͠Α

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  34. View Slide