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Bokeh & Dash Cytoscape 〜 Pythonによるインタラクティブなネットワーク可視化ライブラリの比較 / PyConJP2021

komo_fr
October 15, 2021

Bokeh & Dash Cytoscape 〜 Pythonによるインタラクティブなネットワーク可視化ライブラリの比較 / PyConJP2021

komo_fr

October 15, 2021
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  1. #PLFI%BTI$ZUPTDBQF
    1ZUIPOʹΑΔΠϯλϥΫςΟϒͳ
    ωοτϫʔΫՄࢹԽϥΠϒϥϦͷൺֱ
    5PNPLP'VSVLJ
    !LPNP@GS

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  2. !LPNP@GS
    ࣗݾ঺հ
    2
    ‣ ݹ໦༑ࢠ
    ‣ ࢓ࣄ
    ‣ 1ZUIPOʹΑΔσʔλղੳɾιϑτ΢ΤΞ։ൃ
    ‣ גࣜձࣾϏʔϓϥ΢υ
    ‣ ౦ژେֶઌ୺Պֶٕज़ݚڀηϯλʔ
    ‣ ࣥච
    ‣ ே૔ॻళ1ZUIPOΠϯλϥΫςΟϒɾσʔλϏδϡΞϥΠθʔγϣϯೖ໳ʢڞஶʣ
    ‣ %BTI$ZUPTDBQFؔ࿈ষʢ ষʣΛ୲౰
    ‣ 1ZUIPOίϛϡχςΟʹ͓͚Δొஃཤྺ
    ‣ 1Z$PO+1 UBML

    ‣ &VSP1ZUIPO -5

    &VSP1ZUIPO!εΠε
    ిࢠॻ੶൛
    Ͱ·ͨ͠ 🎉

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  3. !LPNP@GS
    ຊ೔ͷ಺༰
    ‣ ಺༰
    ‣ 1ZUIPOͰΠϯλϥΫςΟϒͳωοτϫʔΫՄࢹԽ͕ߦ͑ΔϥΠϒϥϦͱͯ͠ɺ
    #PLFI͓Αͼ%BTI$ZUPTDBQFͷಛ௃Λൺֱͯ͠঺հ͠·͢ɻ
    ‣ ࿩͢͜ͱ
    ‣ ωοτϫʔΫߏ଄ͷσʔλΛՄࢹԽ͢Δ্ͰͷϙΠϯτ
    ‣ 1ZUIPOͰΠϯλϥΫςΟϒͳωοτϫʔΫՄࢹԽΛߦ͏্ͰͷϥΠϒϥϦͷબ୒ࢶ
    ‣ #PLFI͓Αͼ%BTI$ZUPTDBQFͷಛ௃ͱɺ྆ϥΠϒϥϦͷجຊతͳ࢖͍ํ
    ‣ ࿩͞ͳ͍͜ͱ
    ‣ #PLFI΍%BTI$ZUPTDBQFͷݸʑͷࡉ͔͍ΧελϚΠζͷํ๏
    ‣ ωοτϫʔΫ෼ੳͷख๏
    3

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  4. !LPNP@GS
    "HFOEB
    ‣ωοτϫʔΫՄࢹԽͱ͸
    ‣ωοτϫʔΫՄࢹԽͷجຊ
    ‣1ZUIPOʹΑΔωοτϫʔΫՄࢹԽͷબ୒ࢶ
    ‣γϯϓϧͳαϯϓϧίʔυͷൺֱ
    ‣/FUSXPSL9ͱͷ࿈ܞͷൺֱ
    ‣ΠϯλϥΫςΟϒੑͷൺֱ
    ‣·ͱΊ
    ࠓ೔ͷαϯϓϧίʔυͷϦϙδτϦ
    ‣IUUQTHJUIVCDPNLPNPGS1Z$PO+1@UBML
    4

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  5. !LPNP@GS
    ωοτϫʔΫՄࢹԽͱ͸
    ‣ ʮԿ͔ʯͱʮԿ͔ʯͷؔ܎ΛՄࢹԽ͢Δख๏ͷͻͱͭ
    ‣ σʔλͱσʔλͷؔ܎ʹண໨͢Δ͜ͱͰɺ
    σʔλ୯ମͷଐੑͰ͸Θ͔Βͳ͍ੑ࣭Λ୳Δ
    ‣ ྫ
    ‣ ࿦จͱ࿦จͷҾ༻ؔ܎
    ‣ ༑ਓؔ܎
    5
    ϊʔυ ϊʔυ
    Τοδ
    ۭखΫϥϒͷ
    ༑ਓؔ܎ωοτϫʔΫ
    ϊʔυ෦һ
    Τοδަ༑ؔ܎
    ৭ॴଐ೿ൊʢ෦௕೿ࢣൣ೿ʣ

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  6. !LPNP@GS
    $07*%ؔ࿈ͷ࿦จωοτϫʔΫ
    ‣ $03%ʢ$07*%0QFO3FTFBSDI%BUBTFU$IBMMFOHFʣ
    ‣ $07*%ؔ࿈࿦จΛͷτϐοΫʹ෼ྨ͠Ҿ༻ؔ܎Λදࣔ

    6
    ৭࿦จͷτϐοΫ
    ϊʔυαΠζඃҾ༻਺
    දࣔର৅ͱͳΔ
    ඃҾ༻਺ͷ࠷খ஋
    ެ։ઌͷδϟʔφϧ
    Τοδͷදࣔɾඇදࣔ
    ੾ସ
    ࣍ݩ࡟ݮΞϧΰϦζϜ
    ࣍ݩ࡟ݮΞϧΰϦζϜ
    Ͱ࢖͏ύϥϝʔλ
    IUUQTEBTIHBMMFSZQMPUMZIPTUEBTIDZUPTDBQFMEB

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  7. !LPNP@GS
    ωοτϫʔΫՄࢹԽͷجຊ
    ‣ ߏ੒ཁૉʢϊʔυͱΤοδʣ
    ‣ ʮԿͱԿ͕ؔ܎͋Δ͔ʯΛࣔ͢ߏ଄
    ‣ Կͷϊʔυ͕͋Δ͔ɺͲͷϊʔυಉ࢜ʹΤοδ͕ுΒΕ͍ͯΔ͔
    ‣ ελΠϧʢେ͖͞ɺ৭ɺܗঢ়ͳͲʣ
    ‣ ͨ͘͞Μͷ࿦จ͔ΒҾ༻͞Ε͍ͯͨΒ
    ϊʔυΛେ͖͘͢Δ
    ‣ ࿦จͷΧςΰϦ͝ͱʹ৭Λม͑Δ
    ‣ ϊʔυͷ഑ஔ
    ‣ ෺ཧతͳҐஔͱϊʔυͷ഑ஔΛҰகͤ͞Δ
    ‣ Ӻ΍ۭߓͷަ௨ωοτϫʔΫͳͲ
    ‣ ͹ͶྗֶΛ༻͍ͯɺࢹೝੑ͕ߴ͍Α͏ʹ഑ஔ͢Δ
    7

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  8. !LPNP@GS
    1ZUIPOʹΑΔωοτϫʔΫՄࢹԽͷબ୒ࢶ
    ‣ /FUXPSL9
    ‣ෳࡶωοτϫʔΫͷͨΊͷύοέʔδ
    ‣ωοτϫʔΫߏ଄ͷߏங΍ม׵ɺ෼ੳɺϊʔυͷ഑ஔΞϧΰϦζϜͳͲ
    ‣ՄࢹԽ෦෼͸NBUQMPUMJCʹґଘʢ੩ࢭը૾ͷΈʣ
    ‣ %BTI$ZUPTDBQF
    ‣ %BTIͷ௥Ճίϯϙʔωϯτ
    ‣ ΠϯλϥΫςΟϒͳάϥϑΛ૊ΈࠐΜͩ8FCΞϓϦΛߏஙͰ͖ΔϑϨʔϜϫʔΫ
    ‣ $ZUPTDBQFKTͷ1ZUIPOϥούʔ
    ‣ (BMMFSZIUUQTEBTIHBMMFSZQMPUMZIPTU1PSUBM
    ‣ CPLFI
    ‣ 1ZUIPOͷΠϯλϥΫςΟϒͳάϥϑඳըϥΠϒϥϦ
    ‣ /FUXPSL9ͱͷ࿈ܞ͕εϜʔζʹߦ͑Δ
    ‣ 6TFS(VJEFIUUQTEPDTCPLFIPSHFOMBUFTUEPDTVTFS@HVJEFHSBQIIUNM
    8
    ✅ΠϯλϥΫςΟϒ
    ✅ΠϯλϥΫςΟϒ

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  9. !LPNP@GS
    ࣮ࡍʹ
    γϯϓϧͳωοτϫʔΫਤͷ
    ίʔυΛൺֱͯ͠Έ·͠ΐ͏
    9
    %BTI$ZUPTDBQF #PLFI

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  10. !LPNP@GS
    %BTI$ZUPTDBQFʹΑΔγϯϓϧͳαϯϓϧͱίʔυ
    ‣ $ZUPTDBQFΫϥεΛ࢖ͬͯߏங͢Δ
    ‣ ωοτϫʔΫͷߏ੒ཁૉɺϊʔυͷ഑ஔɺελΠϧΛͦΕͧΕҾ਺Ͱࢦఆ
    10
    ⁞ߏ੒ཁૉ
     ϊʔυͷ഑ஔ
    ⁠ελΠϧ
    Τοδͷఆٛ
    📄IFMMP@EBTI@DZUPQZ
    ϊʔυͷఆٛ
    ࢝఺ ऴ఺

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  11. !LPNP@GS
    %BTIΞϓϦͷ࣮ߦํ๏
    w ࣮ߦ͢Δͱɺαʔό͕ىಈͯ࣍͠ͷΑ͏ʹग़ྗ͞ΕΔ
    11
    w IUUQʹΞΫηε͢Δͱɺը໘͕දࣔ͞ΕΔ
    w ಺෦Ͱ͸'MBTL͕࢖ΘΕ͍ͯΔ
    w QZUIPOϑΝΠϧ໊Ͱ࣮ߦ

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  12. !LPNP@GS
    12
    ‣ (SBQISFOEFSFSΫϥεΛ࢖ͬͯߏங͢Δ
    ‣ ϊʔυͷߏ଄ɾελΠϧ͸OPEF@SFOEFSFS Τοδͷߏ଄ɾελΠϧ͸FEHF@SFOEFSFS
    CPLFIʹΑΔγϯϓϧͳαϯϓϧͱίʔυྫ
    ⁞ߏ੒ཁૉ
     ϊʔυͷ഑ஔ
    ⁠ελΠϧ
    ϥϕϧͷදࣔ
    ʢωοτϫʔΫਤͱ͸ผʹ
    ςΩετΛ഑ஔ͢Δඞཁ͕͋Δʣ

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  13. !LPNP@GS
    CPLFIͷ࣮ߦํ๏
    13
    ‣ ํ๏PVUQVU@OPUFCPPL
    Λ࢖ͬͯ+VQZUFS্Ͱදࣔ
    ‣ खૣ͘ΠϯλϥΫςΟϒʹݟ͍ͨ࣌ʹศར
    ‣ OCWFXFSͳͲͰڞ༗Ͱ͖Δ
    ‣ ํ๏PVUQVU@pMF
    Λ࢖ͬͯάϥϑΛIUNMϑΝΠϧͱͯ͠อଘ
    ‣ ؀ڥͳͲؾʹͤͣڞ༗͍ͨ࣌͠ʹศར
    ‣ (JU)VC1BHFTͳͲʹIUNMϑΝΠϧ͚ͩஔ͘ͳͲɺ
    αʔόΛཱͯͳͯ͘΋ڞ༗Ͱ͖Δ
    ‣ ํ๏#PLFI4FSWFS
    ‣ IUUQTEPDTCPLFIPSHFOMBUFTUEPDTVTFS@HVJEFTFSWFSIUNM
    ‣ ࢲ͸࢖༻ͨ͜͠ͱ͕ͳ͍ͨΊׂѪ

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  14. !LPNP@GS
    /FUXPSL9
    ͱͷ࿈ܞ
    14
    %BTI$ZUPTDBQF #PLFI

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  15. !LPNP@GS
    15
    ‣ ͜Ε·ͰͷαϯϓϧίʔυͰ͸
    ϊʔυΤοδͷఆٛΛ௚઀ίʔυʹॻ͍͍ͯͨ
    ‣ ࣮ࡍʹ͸ɺ࣍ͷΑ͏ͳσʔλ΋࢖ΘΕΔ
    ‣ ֎෦ϑΝΠϧʹఆٛ͞Ε࣮ͨσʔλʢDTW HNM OFUʣ
    ‣ γϛϡϨʔγϣϯͳͲʹΑͬͯਓ޻తʹੜ੒ͨ͠σʔλ
    ‣ /FUXPSL9Λܦ༝͢Δͱɺ΄͔ͷσʔλܗ͔ࣜΒ%BTI
    $ZUPTDBQF΍CPLFIͷσʔλߏ଄ʹม׵͠΍͘͢ͳΔ
    ‣ /FUXPSL9ͷσʔλม׵ػೳ
    ‣ IUUQTOFUXPSLYPSHEPDVNFOUBUJPOTUBCMFSFGFSFODF
    DPOWFSUIUNM
    /FUXPSL9ͱͷ࿈ܞ

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  16. !LPNP@GS
    16
    ‣ %BTI$ZUPTDBQFͷ৔߹
    ‣ /FUXPSL9$ZUPTDBQFʹม׵
    ‣ /FUXPSL9ͷOYSFBEXSJUFKTPO@HSBQIDZUPTDBQF@EBUB
    ؔ਺
    ‣ $ZUPTDBQF%BTI$ZUPTDBQFʹม׵
    ‣ ࣗ෼ͰίʔυΛॻ͍ͯม׵
    ‣ Wͷ৔߹ɺϊʔυɾΤοδͷσʔλࣙॻʹ਺ࣈ͕͋ΔͱΤϥʔʹͳΔͨΊɺ
    จࣈྻʹม׵͢Δ
    ‣ #PLFIͷ৔߹
    ‣ /FUXPSL9CPLFIʹม׵
    ‣ CPLFIͷGSPN@OFUXPSLY
    ؔ਺
    ‣ /FUXPSL9ͷϨΠΞ΢τؔ਺Λࢦఆ͢Δ͜ͱͰϊʔυͷҐஔΛࣗಈܭࢉͰ͖Δ
    /FUXPSL9ͱͷ࿈ܞ

    📄TDSJQUTOFUXPSLY@XJUI@EBTIQZ
    📄OPUFCPPLTCPLFI@TBNQMFJQZOC

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  17. !LPNP@GS
    %BTI$ZPUTDBQF#PLFIൺֱ
    17
    %BTI$ZUPTDBQF #PLFI
    ߏ੒ཁૉ
    ʢϊʔυɾ
    Τοδͷఆٛʣ
    w /FUXPSL9ͷάϥϑߏ଄͔Βͷม׵͸গͩ͠
    ͚खؒʢࣗ෼ͰίʔυΛॻ͘ඞཁ͕͋Δʣ
    w /FUXPSL9ͷάϥϑߏ଄͔Βͷม׵͸ָ
    ʢม׵༻ͷؔ਺GSPN@OFUXPSL
    ͕͋Δʣ
    ϊʔυͷ
    ഑ஔํ๏
    w DZUPTDBQFKTͰ࢖͑Δࣗಈ഑ஔΞϧΰϦζϜ
    Λར༻Ͱ͖Δʢ໌ࣔతͳ࠲ඪࢦఆ΋Մʣ
    w ࣗಈ഑ஔΞϧΰϦζϜ͸ͳ͍ʢ໌ࣔతͳ࠲
    ඪࢦఆͷΈʣ
    w GSPN@OFUXPSLY
    Ͱ͸ɺ/FUXPSL9ͷϨΠ
    Ξ΢τؔ਺Λར༻Ͱ͖Δ
    ελΠϧ
    w ͢΂ͯͷϊʔυɾΤοδΛҰׅͰࢦఆ
    w ݸʑͷϊʔυΤοδ͝ͱ
    w ಛఆͷΫϥεͷάϧʔϓ͝ͱ
    w ৚݅ࢦఆͳͲ
    w ͢΂ͯͷϊʔυΤοδΛҰׅͰࢦఆ
    w ݸʑͷϊʔυΤοδຖʹࢦఆ
    ͦͷଞ
    w ༗޲άϥϑՄʢελΠϧͰࢦఆʣ
    w +VQZUFS্Ͱ͸දࣔෆՄ
    w ൃදޙ௥هKVQZUFSEBTIΛ࢖͑͹Մ
    ʢOPUFCPPLTKVQZUFS@EBTI@DZUPJQZOCʣ
    w )5.-ϑΝΠϧอଘෆՄ
    w ༗޲άϥϑ͸ෆՄʢ಺෦తʹ͸࢝఺ɾऴ఺
    ͷ۠ผ͸͋Δ͕ɺද্ࣔʹҧ͍͕ग़ͳ͍ʣ
    w +VQZUFS্ͰදࣔՄ
    w )5.-ϑΝΠϧอଘՄ
    📄OPUFCPPLTCPLFI@TBNQMFJQZOC

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  18. !LPNP@GS
    ΠϯλϥΫςΟϒੑ
    ͷൺֱ
    18

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  19. !LPNP@GS
    19
    ‣ ڞ௨ͰͰ͖Δ͜ͱ
    ‣ ֦େॖখɺਤશମͷҠಈɺϊʔυ΍Τοδͷબ୒ͳͲ
    ‣ %BTI$ZUPTDBQFͷ৔߹
    ‣ υϥοάͰϊʔυͷҐஔΛมߋ
    ‣ ϊʔυɾΤοδຖͷબ୒ෆՄɾυϥοάෆՄͳͲͷࢦఆ
    ‣ #PLFIͷ৔߹
    ‣ ϊʔυɾΤοδ্ʹπʔϧνοϓΛϗόʔͤ͞Δ
    ‣ ϊʔυબ୒࣌ͷศརͳελΠϧϙϦγʔͷద༻
    ‣ ϊʔυΛબ୒ͨ͠Βɺྡ઀͢ΔΤοδͷελΠϧΛม͑ΔͳͲ
    ‣ %BTI$ZUPTDBQFͰ΋Մೳ͕ͩɺίʔϧόοΫؔ਺Λࣗ෼Ͱॻ͘ඞཁ͕͋Δ
    γϯϓϧͳΠϯλϥΫςΟϒੑ
    📄OPUFCPPLTCPLFI@TBNQMFJQZOC

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  20. !LPNP@GS
    ίʔϧόοΫ
    20
    ‣ ίʔυΛ௥Ճ͢Δ͜ͱʹΑͬͯ࢖͑ΔΠϯλϥΫςΟϒͳૢ࡞
    ‣ ίϯϙʔωϯτಉ࢜Λ࿈ܞͤͨ͞ಈ࡞
    ‣ υϩοϓμ΢ϯͰબ୒ͨ͠஋ʹΑͬͯɺϊʔυͷ഑ஔํ๏Λมߋ͢Δ
    ‣ ΫϦοΫͨ͠ϊʔυͷ৘ใΛɺଞͷίϯϙʔωϯτʢςΩετͳͲʣͰදࣔ͢Δ
    ‣ ίʔϧόοΫͱݺ͹ΕΔ࢓૊ΈΛ࢖࣮ͬͯ૷͢Δ
    ‣ ίʔϧόοΫಛఆͷΠϕϯτΛ͖͔͚ͬʹผͷؔ਺Λݺͼग़͢ॲཧ
    ‣ ಛఆͷΠϕϯτυϩοϓμ΢ϯͰ஋Λબ୒ͨ͠ͱ͖ɺϊʔυΛΫϦοΫͨ͠ͱ͖౳
    ೖྗݩͷ
    ίϯϙʔωϯτ
    ଐੑ໊஋
    ग़ྗઌͷ
    ίϯϙʔωϯτ
    ଐੑ໊஋
    ίʔϧόοΫ
    ؔ਺

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  21. !LPNP@GS
    γϯϓϧͳίʔϧόοΫͷྫ

    21
    ‣ ωοτϫʔΫਤҎ֎ͷ6*ʹΑͬͯɺωοτϫʔΫਤΛมߋ͢Δྫ
    ‣ FY
    υϩοϓμ΢ϯʹΑͬͯϊʔυͷ৭Λม͑Δ
    %BTI$ZUPTDBQF #PLFI

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  22. !LPNP@GS
    22
    %BTI$ZUPTDBQFͷίʔϧόοΫ
    📄TDSJQUTDBMMCBDL@DIBOHF@DPMPSQZ
    DBMMCBDLσίϨʔλΛ࢖ͬͯɺίʔϧόοΫؔ਺Λఆٛ͢Δ
    *OQVUΫϥεΛ࢖ͬͯɺೖྗ߲໨ʢͲͷίϯϙʔωϯτͷͲͷ஋Λड͚औΔ͔ʣΛఆٛ͢Δ
    ‣ ͜ͷೖྗ߲໨ͷ஋͕ɺίʔϧόοΫؔ਺ͷҾ਺ͱͯ͠౉͞ΕΔ
    0VUQVUΫϥεΛ࢖ͬͯɺग़ྗ߲໨ʢͲͷίϯϙʔωϯτͷͲͷ஋ΛมԽͤ͞Δ͔ʣΛఆٛ͢Δ
    ‣ ͜ͷग़ྗ߲໨ʹର͠ɺίʔϧόοΫؔ਺ͷฦΓ஋͕౉͞ΕΔ

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  23. !LPNP@GS
    23
    CPLFIͷίʔϧόοΫؔ਺
    📄OPUFCPPLTCPLFI@TBNQMFJQZOC
    $VTUPN+4ΫϥεΛ࢖ͬͯɺ+BWB4DSJQUͰίʔϧόοΫؔ਺Λॻ͘
    ೖྗ߲໨ʢͲͷίϯϙʔωϯτͷͲͷ஋Λड͚औΔ͔ʣͱग़ྗ߲໨ʢͲͷίϯϙʔωϯτ
    ͷͲͷ஋ΛมԽͤ͞Δ͔ʣ͸$VTUPN+4ʹҾ਺Ͱ౉͢
    ΠϕϯτͷτϦΨʹͳΔίϯϙʔωϯτʹίʔϧόοΫΛొ࿥

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  24. !LPNP@GS
    γϯϓϧͳίʔϧόοΫͷྫ

    24
    %BTI$ZUPTDBQF #PLFI
    ‣ ωοτϫʔΫਤ಺ͷૢ࡞ʹΑͬͯɺଞͷ6*Λมߋ͢Δྫ
    ‣ FY
    λοϓͨ͠ϊʔυͷ৘ใΛɺEJWλάʹදࣔ͢Δ

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  25. !LPNP@GS
    25
    %BTI$ZUPTDBQFͷίʔϧόοΫ
    📄TDSJQUTDBMMCBDL@TFMFDU@OPEFQZ
    ‣ ೖྗݩ$ZUPTDBQFίϯϙʔωϯτ
    ‣ ଐੑ໊ʹཁૉͷछྨʗτϦΨʔʹ͍ͨ͠ಈ࡞ʗड͚औΔσʔλͷछྨΛ૊Έ߹ΘͤͨจࣈྻΛࢦఆ͢Δ
    ‣ϊʔυΛΫϦοΫͨ͠ͱ͖ʹσʔλࣙॻΛऔಘ͍ͨ͠‎UBQ/PEF%BUB
    ‣ϊʔυΛΫϦοΫͨ͠ͱ͖ʹཁૉࣙॻશମΛऔಘ͍ͨ͠‎UBQ/PEF
    ‣ΤοδΛϚ΢εΦʔόʔͨ͠ͱ͖ʹσʔλࣙॻΛऔಘ͍ͨ͠‎NPVTFPWFS&EHF%BUB
    ‣ ग़ྗઌ$ZUPTDBQFҎ֎ίϯϙʔωϯτ$ZUPTDBQF

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  26. !LPNP@GS
    26
    CPLFIͷίʔϧόοΫ
    📄OPUFCPPLTCPLFI@TBNQMFJQZOC
    5BQ5PPM

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  27. !LPNP@GS
    %BTI$ZPUTDBQF#PLFIൺֱ
    27
    %BTI$ZUPTDBQF #PLFI
    γϯϓϧͳ
    ΠϯλϥΫςΟϒ

    w ֦େॖখɺਤશମͷҠಈɺϊʔυ΍Το
    δͷબ୒͸Մ
    w ϊʔυɾΤοδͷҠಈ͸Մ
    w ϗόʔπʔϧͷ࣮૷͸೉͍͠
    w ֦େॖখɺਤશମͷҠಈɺϊʔυ΍Τοδͷબ
    ୒͸Մ
    w ϊʔυɾΤοδͷҠಈ͸ෆՄ
    w ϗόʔπʔϧ͸؆୯ʹ࣮૷Մ
    w ઃఆʹΑͬͯɺϊʔυΤοδબ୒࣌ͷྡ઀ཁ
    ૉͷελΠϧมߋ͕͠΍͍͢
    ίʔϧόοΫ
    ؔ਺
    w σίϨʔλΛ࢖ͬͯ1ZUIPOͰίʔϧό
    οΫؔ਺Λఆٛ͢Δ
    w $VTUPN+4ΫϥεΛ࢖ͬͯ+BWB4DSJQUͰίʔ
    ϧόοΫؔ਺Λఆٛ͢Δ
    ͦͷଞ
    ίʔϧόοΫؔ਺ͷσόοάͷͨΊͷػೳ
    ͕༻ҙ͞Ε͍ͯΔ

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  28. !LPNP@GS
    ݁ہͲͬͪΛ࢖͑͹͍͍ͷʁ
    28
    ‣ ࢖͍΍͢͞ʹؔͯ͠
    ‣ ॻ͖ํʹؔͯ͠͸ɺ%BTIQMPUMZͷΤίγεςϜʹ׳Ε͍ͯΔ͔ɺ#PLFIͷΤίγεςϜʹ׳Ε͍ͯΔ
    ͔ͰมΘΔʢωοτϫʔΫਤҎ֎ͷཁૉʣ
    ‣ ͋͘·ͰݸਓతͳॴײͰ͸
    ‣ /FUXPSL9Ͱલॲཧɾ෼ੳͨ݁͠ՌΛ+VQZUFS্ͰͪΐͬͱΠϯλϥΫςΟϒʹݟ͍ͨͱ͖
    ‣ #PLFI
    ‣ +VQZUFS্Ͱ֬ೝͰ͖Δɺϗόʔπʔϧ΍/FUXPSL9ͱͷ࿈ܞ͕ศར
    ‣ ൃදޙ௥هKVQZUFSEBTIΛೖΕΕ͹%BTI$ZUPTDBQFͰ΋+VQZUFS্ͰදࣔՄ
    ‣ ෳ਺ͷ6*͕བྷΜͰগ͠ࠐΈೖͬͨμογϡϘʔυΛ࡞Γ͍ͨͱ͖
    ‣ %BTI$ZUPTDBQF
    ‣ #PLFIͰෳࡶͳ͜ͱΛ΍Ζ͏ͱ͢Δͱɺ+BWB4DSJQUͰίʔϧόοΫؔ਺Λॻ͘ͷ͕ͪΐͬͱਏ͍

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  29. !LPNP@GS
    ‣ 1ZUIPOʹΑΔΠϯλϥΫςΟϒͳωοτϫʔΫՄࢹԽϥΠϒϥϦ
    ͱͯ͠ɺ%BTI$ZUPTDBQFͱCPLFIΛൺֱ͠·ͨ͠
    ‣ ຊ೔ͷࢿྉɾίʔυ͸5XJUUFS !LPNP@GS
    %JTDPSEͰڞ༗͠·͢
    ‣ ϦϙδτϦIUUQTHJUIVCDPNLPNPGS1Z$PO+1@UBML
    ·ͱΊ
    29
    %BTI$ZUPTDBQF
    ֶ΂ΔΑ

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  30. !LPNP@GS
    30
    ຊ೔༧ఆ͍ͯ͠Δ಺༰͸Ҏ্Ͱ͢
    ͓ർΕ༷Ͱͨ͠ʂ

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  31. !LPNP@GS
    31
    🍵
    ࣭໰λΠϜ

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