Upgrade to Pro — share decks privately, control downloads, hide ads and more …

190928_TokyoR81_Shiny

Sponsored · SiteGround - Reliable hosting with speed, security, and support you can count on. →
Avatar for okiyuki okiyuki
September 18, 2019
Technology
2.3k
3

 190928_TokyoR81_Shiny

Tokyo.R #81 応用セッション Shiny Appを支えるエンジニアリング (+おまけ)

Avatar for okiyuki

okiyuki

September 18, 2019

More Decks by okiyuki

See All by okiyuki
AIでデータ活用を加速させる取り組み / Leveraging AI to accelerate data utilization
Avatar for okiyuki okiyuki99
6
2.4k
dbtとLightdash を社内へ浸透させるまでの取り組み / Integrate dbt and Lightdash into Ubie
Avatar for okiyuki okiyuki99
6
1.5k
Ubieのデータ品質の検査・維持・向上への取り組み
Avatar for okiyuki okiyuki99
3
2.7k
191016_KDD2019_Reading
Avatar for okiyuki okiyuki99
3
2.2k

Other Decks in Technology

See All in Technology
AIが盛んな時代に 技術記事を書き始めて起きた私の中での小さな変化
Avatar for 松尾淳平 peintangos
0
370
OWASP APTSを眺めてみた
Avatar for su3158 su3158
0
130
AI飲み会幹事エージェントを作っただけなのに
Avatar for Yuta Kimi ykimi
0
130
エージェント時代の UIとAPI、CLI戦略
Avatar for coincheck coincheck_recruit
0
170
セキュリティ対策、何からはじめる？ CloudNative環境の脅威モデリングと リスク評価実践入門 #cloudnativekaigi
Avatar for varu3 varu3
4
690
Oracle Exadata Database Service on Cloud@Customer X11M (ExaDB-C@C) サービス概要
Avatar for oracle4engineer oracle4engineer
PRO
2
8k
Vision Banana: Image Generators are Generalist Vision Learners
Avatar for Kazuyuki Miyazawa kzykmyzw
0
340
オライリーイベント登壇資料「鉄リサイクル・産廃業界におけるAI技術実応用のカタチ」
Avatar for Takumi Karasawa takarasawa_
0
380
要件定義の精度を高めるための型と生成AIの活用 / Using Types and Generative AI to Improve the Accuracy of Requirements Definition
Avatar for haru860 haru860
0
320
拝啓、あの夏の僕へ〜あなたも知っているApp Runnerの世界〜
Avatar for 荒木 ARK news_it_enj
0
230
freeeで運用しているAIQAについて
Avatar for tonchan qatonchan
0
490
ボトムアップ限界を越える - 20チームを束る "Drive Map" / Beyond Bottom-Up: A 'Drive Map' for 20 Teams
Avatar for 株式会社カオナビ kaonavi
0
180

Featured

See All Featured
The Curse of the Amulet
Avatar for Matthew Lei leimatthew05
1
12k
Designing for humans not robots
Avatar for Tammie Lister tammielis
254
26k
The Web Performance Landscape in 2024 [PerfNow 2024]
Avatar for Tammy Everts tammyeverts
12
1.1k
svc-hook: hooking system calls on ARM64 by binary rewriting
Avatar for Akira Moroo retrage
2
240
Building Applications with DynamoDB
Avatar for Matt Wood mza
96
7k
Optimizing for Happiness
Avatar for Tom Preston-Werner mojombo
378
71k
[SF Ruby Conf 2025] Rails X
Avatar for Vladimir Dementyev palkan
2
1k
So, you think you're a good person
Avatar for Per Axbom axbom
PRO
2
2k
New Earth Scene 8
Avatar for Sydney Stone popppiees
3
2.2k
The World Runs on Bad Software
Avatar for Brandon Keepers bkeepers
PRO
72
12k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
Avatar for Eileen M. Uchitelle eileencodes
38
2.8k
Groundhog Day: Seeking Process in Gaming for Health
Avatar for Sebastian Deterding codingconduct
0
170

Transcript

  1. 4IJOZ"QQΛࢧ͑ΔΤϯδχΞϦϯά 5PLZP3 .PUPZVLJ0,* !PLJZVLJ

  2. ͩΕΑʁ • .PUPZVLJ0,* !PLJZVLJ • %BUB4DJFOUJTU!-*/& • ϐΫςϧ (BNF%FTJHOFS 

  3. 4IJOZͱࢲ IUUQTHJUIVCDPNPLJZVLJ4IJOZ"# 

  4. IUUQHJOHJIBUFOBCMPHDPNFOUSZ 4IJOZͱࢲ 

  5. εϥΠυͷͶΒ͍ • 4IJOZΛσʔλ෼ੳͷμογϡϘʔυʹ࢖༻! • 4IJOZ"QQΛࢧ͑ΔΤϯδχΞϦϯάΛ঺հ • " ۩ମతʹ͸ʁʢࢀߟਤॻ͸͜Εʣ ◦ ෳ਺ਓར༻ˍೝূ

    ◦ ଎౓େࣄ ◦ յΕʹ͍͘ • ʢ͓·͚ʣΤϯδχΞϥΠΫʹ։ൃ͍ͨ͠ 

  6. ຊ೔঺հ͢Δίϯςϯπʢ෼Ͱ࿩ͤΔͱ͜·Ͱʣ • NFNPJTF σʔλಡΈࠐΈߴ଎Խ • QPPM 4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ %PDLFSʹΑΔ"QQִ཭ͱೝূ

    • 4IJOZMPBEUFTU ෳ਺ਓΞΫηε࣌ͷੑೳܭଌ • 4IJOZUFTU 4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  7. ४උ • ओʹ͜ͷεϥΠυ͸ϙΠϯλʹͳͬͯ·͢ ◦ 2JJUB΁ͷϦϯΫʹৄࡉ͕͋Γ·͢ • ͜ͷεϥΠυͷ4IJOZ4FSWFS͸0QFO 4PVSDF൛ͷ4IJOZ4FSWFSΛࢦ͠·͢ • ͪͳΈʹ

    ◦ 34UVEJP4FSWFS1SP࢖ͬͯΔਓ!ʁ ◦ 4IJOZ4FSWFS1SP࢖ͬͯΔਓ!ʁ 

  8. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTF σʔλಡΈࠐΈߴ଎Խ • QPPM4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ%PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTUෳ਺ਓΞΫηε࣌ͷੑೳܭଌ

    • 4IJOZUFTU4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  9. Ͳ͜Ͱ΋Α͘ΈΔμογϡϘʔυͷ࢖͍ํ • ຖ೔όονͰ࠷৽σʔλ͕ੜ੒͞ΕΔ • ࠷৽೔෇ͷσʔλΛ9ਓ͕:ඵ͔͚ͯಡΈࠐΉ • σʔλͷՄࢹԽ ! 9 :

       ͳΒຖ೔ඵ΋σʔλͷಡ ΈࠐΈ͚ͩͰ͕࣌ؒ࢖ΘΕ͍ͯΔ 

  10. NFNPJTFΛͨ·ͨ·ݟ͚ͭΔ  3FG$BTFTUVEZDPOWFSUJOHB4IJOZBQQUPBTZOD IUUQTSTUVEJPHJUIVCJPQSPNJTFTBSUJDMFTDBTFTUVEZIUNM

  11. SMJCNFNPJTFͱ͸ʁ ͸͡Ίͯ͋Δఆٛͨؔ͠਺Λݺͼग़ͨ͠ͱ͖ɺฦ ͞ΕΔσʔλΛΩϟογϡͤ͞Δ ౓໨Ҏ߱ͷݺͼग़͠͸ͦͷΩϟογϡԽ͞Εͨ σʔλΛฦ͢ ! μογϡϘʔυͷσʔλಡΈࠐΈؔ਺Λ NFNPJTFͰΩϟογϡͤ͞Ε͹଎͘ͳΓͦ͏  IUUQTHJUIVCDPNSMJCNFNPJTF

  12. ΍Δ͜ͱ͸͜Ε͚ͩ  ݩͷؔ਺ ϥοϐϯά ճ໨Ҏ߱ͷ ΞΫηε

  13. ৄ͍͠࢖͍ํ͸ҎԼΛͲ͏ͧ!  IUUQTRJJUBDPNPLJZVLJJUFNTCDFECFBFFDG

  14. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTFσʔλಡΈࠐΈߴ଎Խ • QPPM 4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ%PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTUෳ਺ਓΞΫηε࣌ͷੑೳܭଌ

    • 4IJOZUFTU4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  15. 4IJOZͱ%#ͷ࿈ܞ !%#ͱͷ઀ଓ؅ཧΛ4IJOZͰ΍ΔͷπϥΠ !%#͔ΒͷಡΈࠐΈ్தͰ4IJOZ"QQ͕ดͯ͡ɺ %#ͱͷίωΫγϣϯ࢒ͬͯ͠·͏ͱ͔ " STUVEJPQPPMΛ࢖ͬͯίωΫγϣϯ؅ཧͷ൥Θ ͠͞ΛճආͰ͖Δ  STUVEJPQPPM0CKFDU1PPMJOHJO3 IUUQTHJUIVCDPNSTUVEJPQPPM

  16.  STUVEJPQPPMΛ࢖͏ͱ͜Μͳײ͡ ˡ QPPMʹ઀ଓ৘ใΛೖΕΔ ˡ 4IJOZ"QQࢭΊͨͱ͖ʹ উखʹQPPMDMPTF ˡ EQMZSͰ42-ॻ͔ͣʹ&5-΋

  17. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTFσʔλಡΈࠐΈߴ଎Խ • QPPM4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ %PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTUෳ਺ਓΞΫηε࣌ͷੑೳܭଌ

    • 4IJOZUFTU4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  18. ͦ΋ͦ΋4IJOZ4FSWFSͷπϥΠͱ͜Ζ ! BQQQSPDFTTͰॲཧ͢ΔͨΊɺෳ਺ਓ ͕࢖͏ͱɺઌͷॲཧ͕ऴΘΔ·Ͱ଴ͭඞཁ͕͋Δ 3FG"MUFSOBUJWFBQQSPBDIFTUPTDBMJOH4IJOZXJUI34UVEJP4IJOZ4FSWFS 4IJOZ1SPYZPSDVTUPN BSDIJUFDUVSF IUUQTBQQTJMPODPNBMUFSOBUJWFTUPTDBMJOHTIJOZ 

  19. ͦ΋ͦ΋4IJOZ4FSWFSͷπϥΠͱ͜Ζ ! ೝূػೳ͕ͳ͍ͷͰɺඞཁͳΒ1SPYZʢ/HJOY ͱ͔ʣαʔόͷߏங͕ඞཁ 3FG"EE"VUIFOUJDBUJPOUP4IJOZ4FSWFSXJUI/HJOY IUUQTXXXSCMPHHFSTDPNBEEBVUIFOUJDBUJPOUPTIJOZTFSWFSXJUIOHJOY 

  20. 4IJOZ1SPYZ ! VTFS EPDLFSTIJOZDPOUBJOFSΛىಈͤ͞Δ ! -%"1౳ͷೝূ΋ʢ؀ڥม਺ͰϢʔβ໊΋౉ͤΔʣ 3FG"MUFSOBUJWFBQQSPBDIFTUPTDBMJOH4IJOZXJUI34UVEJP4IJOZ4FSWFS 4IJOZ1SPYZPSDVTUPN BSDIJUFDUVSF IUUQTBQQTJMPODPNBMUFSOBUJWFTUPTDBMJOHTIJOZ

     IUUQTHJUIVCDPNPQFOBOBMZUJDTTIJOZQSPYZ

  21. 4IJOZ1SPYZͷը໘  ˡ ೝূ৘ใΛೖΕΔʢ#BTJDೝূ -%"1FUD ˢ Ϣʔβ͕ΞΫηεͰ͖Δ 4IJOZ"QQ͕ϦετԽ͞Ε ͯݟΕΔ ˢ

    Ϣʔβ໊

  22. 4IJOZ1SPYZ • "QBDIFϥΠηϯε +BWBͷ4QSJOHCPPU • ৄ͍͠ಋೖํ๏͸ҎԼΛͲ͏ͧ! IUUQTRJJUBDPNPLJZVLJJUFNTBBEEF 

  23. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTFσʔλಡΈࠐΈߴ଎Խ • QPPM4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ%PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTU ෳ਺ਓΞΫηε࣌ͷੑೳܭଌ

    • 4IJOZUFTU4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  24. 4IJOZ"QQ։ൃதʹ;ͱࢥ͏ ͜ͷ"QQΛ9ਓ͕ಉ࣌ʹݟͨͱ͖ʹɺ࠷ѱͲΕ͘ Β͍ॲཧʹ͔͔࣌ؒΔͩΖ͏͔ʜ! 

  25. STUVEJPDPOG4IJOZJO1SPEVDUJPOΑΓ 3FG4IJOZJO1SPEVDUJPOQ IUUQTTQFBLFSEFDLDPNKDIFOHTIJOZJOQSPEVDUJPO TMJEF ͳΜͩΖ͜Εʁ 

  26. TIJOZMPBEUFTUͱ͸ʁ • 9ਓͷಉ࣌ΞΫηεʹରͯ͠ɺҰ࿈ͷॲཧʹͲͷ ఔ౓͕͔͔࣌ؒΔ͔ΛγϛϡϨʔγϣϯͰ͖Δ • खॱ ◦ 3FDPSE4IJOZ"QQͷૢ࡞Λه࿥͢Δ ◦ 3FQMBZ9XPSLFSىಈͯ͠ɺૢ࡞Λܭଌ

    ◦ "OBMZ[F༷ʑͳՄࢹԽΛఏڙ 

  27. TFTTJPOEVSBUJPO෼ੳ XPLFSUISFBE  ˡ ੺͍ઢ͸3FDPSE࣌ͷૢ࡞׬ྃ ·Ͱͷ࣌ؒ ԣ࣠ ࣌ؒʢӈʹ͍͘΄Ͳ͔͔࣌ؒΔʣ ॎ࣠ 

    ֤γϛϡϨ ʔγϣϯ ͔͔ͬͨ࣌ؒ ॱͰιʔτ͞ ΕͯΔ ͜ͷྫͰ͸ɺ ճͷγϛϡ ϨʔγϣϯΛ ߦ͍ͬͯΔ ֤৭͸ͦΕͧΕͷॲཧʹ ͔͔ͬͯΔ࣌ؒ

  28. TFTTJPOEVSBUJPO෼ੳ XPLFSUISFBE  ճͷγϛϡϨ ʔγϣϯΛߦͬ ͍ͯΔ ! ਓಉ࣌ΞΫηεͩͱɺ ࠷ѱഒ͘Β͍஗͘ͳΔ Մೳੑ͕͋ΔͱಡΉ

    ʢͨͿΜʣ

  29. TIJOZMPBEUFTUͷײ૝ ! γϛϡϨʔγϣϯ݁Ռ͔Βࠞࡶ͢Δͱ9ඵ͘Β͍ ଴ͭՄೳੑ͋Γ·͕͢ɺྃ͝ঝ͍ͩ͘͞ͱݴ͑Δ " ผ్TIJOZDBOOPOΛJOTUBMMͯ͠$-*͔Β࣮ߦ͢ Δඞཁ͕͋Γɺগ͠खؒΛײ͡Δɻ$*Խ͕๬·͍͠ ৄ͍͠࢖͍ํ͸2JJUBΛͲ͏ͧ# IUUQTRJJUBDPNPLJZVLJJUFNTFEFBCB 

  30. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTFσʔλಡΈࠐΈߴ଎Խ • QPPM4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ%PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTUෳ਺ਓΞΫηε࣌ͷੑೳܭଌ •

    4IJOZUFTU 4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  31. 4IJOZͰ΋ςετΛճ͍ͯ͜͠͏ ! 4IJOZ4FSWFSʹ"QQΛ%FQMPZ͚ͨ͠ͲΤϥʔ • ͖ͬ͞·Ͱಈ͍͍ͯͨͷʹʜʂ • ։ൃҰൠʹى͜Δ࿩ 

  32. 4IJOZUFTUͱUFTUUIBUΛ࢖͏  4IJOZUFTU • 3QBDLBHF • 1IBOUPN+4ʹΑΔ4IJOZ%SJWFS͕"QQΛىಈ UFTUUIBU • 3ͷίʔυͷ୯ମςετΛߦ͏ͨΊͷ3QBDLBHF

    ! ΤϥʔͰىಈ͠ͳ͍͔΋ʁͱ͍͏৺഑͕ݮΔ

  33. Α͋͘ΔσΟϨΫτϦߏ੒  UFTUεΫϦϓτΛ࣮ߦ͢Δ UFTUεΫϦϓτͱͦͷ݁Ռ

  34. ʢྫʣSVO@UFTUT3 

  35. ʢྫʣUFTU3 

  36. UFTUʹͲΜͳͷΛ༻ҙ͢Δ͔ • ىಈ͔ΒɺϢʔβ͕සൟʹߦ͏΋ͷʢΫϦοΫ͠ ͯσʔλ%-ͱ͔ʣΛUFTU3ʹ·ͣॻ͍͓ͯ͘ • ৄ͍͠࢖͍ํ͸ҎԼΛͲ͏ͧ!  IUUQTRJJUBDPNPLJZVLJJUFNTBCBDBFGG

  37. ຊ೔঺հ͢Δίϯςϯπ • NFNPJTFσʔλಡΈࠐΈߴ଎Խ • QPPM4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ%PDLFSʹΑΔ"QQִ཭ͱೝূ • 4IJOZMPBEUFTUෳ਺ਓΞΫηε࣌ͷੑೳܭଌ •

    4IJOZUFTU4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  38. ʢࢲతʣ4IJOZ4FSWFSͰΑ͋͘Δ&SSPSͷݪҼ ! ϩʔΧϧͷม਺ɾϥΠϒϥϦΛࢀরͯͨ͠  EFUBDIBMMQBDLBHFTXIJMFXPSLJOHJO3 4UBDL0WFSGMPX IUUQTTUBDLPWFSGMPXDPNRVFTUJPOTEFUBDIBMMQBDLBHFTXIJMFXPSLJOHJOS σλονͷॲ ཧΛೖΕΔ" HMPCBM3

  39. ʢࢲతʣ4IJOZ4FSWFSͰΑ͋͘Δ&SSPSͷݪҼ ! ͋ΔϥΠϒϥϦΛ࢖ͬͯͳ͍ͱࢥͬͯ࡟আͯͨ͠ Β࣮͸࢖͍ͬͯͯؾ͔ͮͳ͔ͬͨ " ໊લۭؒΛࢦఆͨ͠΄͏͕ແ೉  HMPCBM3

  40. ʢࢲతʣ4IJOZ4FSWFSͰΑ͋͘Δ&SSPSͷݪҼ ! 4IJOZ"QQͰ࢖ͬͯΔؔ਺Λมߋ͚ͨ͠Ͳɺ 4IJOZ4FSWFSͰݟͯ΋มΘͬͯͳ͍ʜʁ " SFTUBSUUYU΋ಉ࣌ʹUPVDIίϚϯυͰߋ৽ͯ͠഑ ஔ͢Δͷ͕ແ೉  4IJOZ4FSWFSW$POGJHVSBUJPO3FGFSFODF IUUQTEPDTSTUVEJPDPNTIJOZTFSWFSSFTUBSUJOHBOBQQMJDBUJPO

    ˎSFTUBSUUYUͱ͸ 4IJOZ"QQΛڧ੍తʹSFTUBSUͤ͞ΔͨΊͷۭϑΝΠϧ

  41. ຊ೔ͷ͓͞Β͍ • NFNPJTF σʔλಡΈࠐΈߴ଎Խ • QPPM 4IJOZͱ%#ͷίωΫγϣϯ؅ཧ • 4IJOZ1SPYZ %PDLFSʹΑΔ"QQִ཭ͱೝূ

    • 4IJOZMPBEUFTU ෳ਺ਓΞΫηε࣌ͷੑೳܭଌ • 4IJOZUFTU 4IJOZͰͷ୯ମςετ • ʢࢲతʣΑ͘ى͜Δτϥϒϧ • ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠ 

  42. ·ͱΊ • ΤϯδχΞϦϯάࢹ఺Ͱɺ4IJOZ"QQΛࢧ͑Δศ རػೳΛ঺հͨ͠ • ੈͷதͷ4IJOZ6TFSͷॿ͚ʹͳΕ͹޾͍Ͱ͢ ◦ ͱ͘ʹɺاۀͰ4IJOZΛར༻͍ͯ͠Δ ͍ͨ͠ Ϣʔβʹ޲͚ͯ

    

  43. ʢ͓·͚ʣ͓͠ΌΕ6*Λ໨ࢦͯ͠

  44. ϩʔσΟϯάදࣔ΋͋Δํ͕๬·͍͠ • ! ར༻ऀͷؾ࣋ͪʣͪΌΜͱಈ͍ͯΔʁΤϥʔ Ͱࢭ·ͬͯΔʁΘ͔ΒΜ • ࠷ॳ BOESFXTBMJQMPUMZ#BSTͱ͍͏ͷ͕͋ͬͨ • ࠓ͸͜Ε͕৽͍͠

    BOESFXTBMJTIJOZDTTMPBEFST 

  45. BOESFXTBMJTIJOZDTTMPBEFST • छྨ͔Βબ΂Δ • ͜Ε͚ͩ  3FGʲ3ʳ<TIJOZ>ਤɾςʔϒϧͷग़ྗʹ$444OJQQFUTͰΞχϝʔγϣϯΛ͚ͭΔ  2JJUB IUUQTRJJUBDPNTBTBLJ@,@TBTBLJJUFNTGECFBFFGGD

  46. USFTUMFUFDITIJOZ"DF • "DFΤσΟλΛ 4IJOZ6*Ͱ࢖͏͜ͱ͕Ͱ͖Δ • !ݟͨ໨͕͓͠ΌΕ  3FGUSFTUMFUFDITIJOZ"DF*OUFHSBUJOHUIF"DFFEJUPSXJUI4IJOZ IUUQTHJUIVCDPNUSFTUMFUFDITIJOZ"DF

  47. ESFBN3TTIJOZ8JEHFUT !͓͠ΌΕ6*΢ΟδΣοτ  ESFBN3TTIJOZ8JEHFUTTIJOZ8JEHFUT&YUFOEXJEHFUTBWBJMBCMFJOTIJOZ IUUQTHJUIVCDPNESFBN3TTIJOZ8JEHFUT

  48. ࢀߟ ESFBN3TϑϥϯεͰ3QBDLBHFͷ։ൃ  ESFBN3TcFYQFSU3cFYQFSUTIJOZcEBUBTDJFODFc'SBODF IUUQTXXXESFBNSTGS

  49. ͓͠ΌΕͳ4IJOZ5FNQMBUF͸ଞʹ΋͋Γ·͢ • 3JOUF3GBDFCTEBTI #PPUTUSBQ • FSJDSBZBOEFSTPOTIJOZNBUFSJBM NBUFSJBMEFTJHO • 3JOUF3GBDFGVMM1BHF GVMMQBHFKTͰGVMMQBHFΞϓϦ

    • "QQTJMPOTIJOZTFNBOUJD +BWB4DSJQUৄ͍͠ਓʹظ଴ 

  50. ςϯϓϨʔτσβΠϯΛద༻͓ͯ͠͠ΌΕʹ • STUVEJPTIJOZUIFNFT • OJLEBTICPBSEUIFNFT ྫ͸ҎԼ 

  51. 3FGFSFODF • ֆจࣈ͸5XFNPKJΛ࢖༻͠·ͨ͠ ◦ IUUQTUXFNPKJUXJUUFSDPN