Tangible Code

RubyWorld Conference 2025発表資料 「Tangible Code：Rubyで「見て・触れて・変えてわかる」コードのしくみ」

資料内URL
4P
https://x.com/SmartBankTech/status/1986379593893486623
https://rubybiz.jp/cases.html?year=2025
6P
https://ksbmyk.github.io/sketch/events/rubyworld_conference.html
8P
https://regional.rubykaigi.org/tokyo12/schedule/
https://mrubygirls.github.io/events/2025-11-08-matsue_1st
https://speakerdeck.com/chobishiba/creative-coding-creating-your-own-world
https://speakerdeck.com/chobishiba/creative-coding-and-learning-ruby
17P
https://x.com/RubyWorldConf/status/1864540941077631464
40P
https://github.com/xord/processing
42P
https://speakerdeck.com/chobishiba/ruby-driven-development
46P
https://github.com/ksbmyk/sketch/blob/main/tmp/rwc2025/pico.rb
47P
https://github.com/ksbmyk/sketch/blob/main/tmp/rwc2025/tc.rb
51P
https://ksbmyk.github.io/sketch/events/tangible_code.html

Transcript

1. 5BOHJCMF
   $PEFɿ
   3VCZͰʮݟͯɾ৮Εͯɾม͑ͯΘ͔Δʯίʔυͷ͘͠Έ
   
   3VCZ8PSME
   $POGFSFODF
   
   .JZVLJ
   ,PTIJCB 
2. !DIPCJTIJCB  4NBSU#BOL
   *OD
   
   αʔόʔαΠυΤϯδχΞ
   
   ΤϯδχΞϦϯάϚωʔδϟʔ LPTIJCB
   !
   DIPCJTIJCB
   !LTCNZL
3. X
4.  3VCZ
   #J[
   άϥϯϓϦ
    IUUQTSVCZCJ[KQDBTFTIUNM ZFBS IUUQTYDPN4NBSU#BOL5FDITUBUVT
5.  ࣾձਓେֶੜ w ෢ଂ໺ඒज़େֶ௨৴ڭҭ՝ఔ
   w σβΠϯ৘ใֶՊ
   σβΠϯγεςϜίʔε
   ଔۀ
   w ΫϦΤΠςΟϒίʔσΟϯά׆ಈ
   w ࡞඼੍࡞ɺϫʔΫγϣοϓɺొஃ
6.  ΫϦΤΠςΟϒίʔσΟϯά IUUQTLTCNZLHJUIVCJPTLFUDIFWFOUTSVCZXPSME@DPOGFSFODFIUNM ίʔυΛʮ໰୊ղܾʯ͚ͩͰͳ͘ʮදݱʯʹ΋࢖͏
   ׳Ε਌͠Μͩ3VCZͰ੍࡞
7.  ެڞۭؒͰͷలࣔ ,*55&
   େࡕ ۄ઒ߴౡ԰4$ ދϊ໳ώϧζ
   εςʔγϣϯλϫʔ ݸਓͰ΋ެืɾԠืΛ௨ͯ͡లࣔՄೳ
   ௨Γ͕͢Γͷਓʑ͕࡞඼ʹۮવ৮ΕΔػձ
8.  ϫʔΫγϣοϓɾొஃ :"1$)BLPEBUF
    3VCZ8PSME
   $POGFSFODF
    
   ౦ژ3VCZձٞ
   લ໷ࡇ
   ϒϥ΢βͰϏδϡΞϧ࡞඼੍࡞ IUUQTTQFBLFSEFDLDPNDIPCJTIJCBDSFBUJWFDPEJOHBOEMFBSOJOHSVCZ IUUQTTQFBLFSEFDLDPNDIPCJTIJCBDSFBUJWFDPEJOHDSFBUJOHZPVSPXOXPSME ϫʔΫγϣοϓ ొஃ IUUQTSFHJPOBMSVCZLBJHJPSHUPLZPTDIFEVMF IUUQTNSVCZHJSMTHJUIVCJPFWFOUTNBUTVF@TU 
   NSVCZ
   (JSMT
   .BUTVF
   TU
   ʢϚΠίϯͰϓϩάϥϛϯάମݧʣ
9.  5BOHJCMF
   $PEF
10. ίʔυʢม͑ͯʣ ϏδϡΞϧΞʔτʢݟͯʣ ηϯαʔʢ৮Εͯʣ
12.  5BOHJCMF
    $PEF w 5BOHJCMF
    $PEF
    
    w ηϯαʔͰίʔυʹ৮ΕΔ
    w ϦΞϧλΠϜʹࢹ֮తϑΟʔυόοΫ
13.  ݪ఺ͷ໰͍ ΞϧΰϦζϜΞʔτʹ͓͚Δ໰͍
    ʮίʔυࣗମ΋ؑ৆ର৅ʹͳΓ͑ͳ͍͔ʯ
    w ίʔυͰ࡞͍ͬͯΔҙຯΛग़͍ͨ͠
    w ίʔυ΋ݟ͍ͤͨɺ໘ന͍ͱࢥͬͯ΋Β͍͍ͨ
14.  ίʔυ͸໘ന͍ w ඒ͍͠ͱײ͡Δίʔυ
    ΍
    ಡΈͮΒ͍ͱײ͡Δίʔυ
    w 53*$,
    lحົͳίʔυzΛָ͠ΉจԽ
    w ϥΠϒίʔσΟϯά͢ΔδΣωܥ7+
    ίʔυͰͰ͖ͯΔͳΒίʔυΛݟ͍ͨͱࢥ͍·ͤΜ͔ʁ
15.  ࢼߦࡨޡ
    
    ίʔυΛͲ͏ݟͤΔ͔ w 8FCެ։ɿ׬੒࡞඼ͷίʔυ͸ߏ଄͕఻ΘΓʹ͍͘
    w ੩తలࣔɿίʔυͱϏδϡΞϧΛฒ΂ͯ΋஫໨͞Εʹ͍͘
    w ొஃൃදɿίʔυˠ࣮ߦ݁Ռͷॱͩͱ൓Ԡ͕ྑ͍
    ಈతͳϓϩηε͕ॏཁͰ͸ʁ
16.  ࢼߦࡨޡ
    
    ίʔυΛͲ͏ݟͤΔ͔ 8FC൛ϓϩτλΠϓ
    ✅
    ஋Λ੍ޚͰ͖Δɹ
    ❌
    ෺ཧతͳ৮ײ͕ͳ͍
    ✅
    ϦΞϧλΠϜมԽ
    
    ❌ίʔυʹ৮Ε͍ͯΔ࣮ײ͕ബ͍
17.  సػ
    
    3VCZ8PSME
    $POGFSFODF
    Ͱͷମݧ /B$M͞Μͷεϙϯαʔϒʔε
    w ϩʔλϦʔΤϯίʔμʔΛ࢖ͬͨΩʔ Ϙʔυ
    w ෺ཧతʹ৮ΕΔ
    ˠ
    ޫɾӷথ͕ଈ࠲ʹ൓Ԡ
    w ʮ͜Εͩʯͱ֬৴ IUUQTYDPN3VCZ8PSME$POGTUBUVT
18.  ίϯηϓτ w ηϯαʔͰίʔυʹʮ৮ΕΔʯ
    
    w ϦΞϧλΠϜʹࢹ֮తϑΟʔυόοΫ
    w ίʔυ࣮ߦͰ࡞඼͕ੜ·ΕΔ͜ͱΛײ͡Δ
    w खΛՃ͑Δ͜ͱͰࣗ෼ͷ΋ͷʹͰ͖Δ
    
    ʰίʔυʹ৮ΕΔମݧʱΛײ֮తͰɺָ͍͠΋ͷʹ
19.  "SEVJOP൛੍࡞ͱݕূ
20. "SEVJOP൛͔Β࢝ΊΔ൑அ w ໨ඪ
    w ͢΂ͯ3VCZͰ࣮૷
    w ݱ࣮తͳ՝୊
    w ిࢠ޻࡞ॳ৺ऀ
    w ଔۀ੍࡞ͷ੍࣌ؒ໿
    w 1JDP3VCZͷ৘ใ͕·ͩগͳ͍ 
21. w ·ͣ"SEVJOP
    
    1SPDFTTJOHͰ੍࡞
    w ৘ใ͕๛෋ˠ࣌ؒ಺ʹ׬੒ͤ͞ΒΕΔ
    w "SEVJOP൛Ͱ׬੒ͱखԠ͑Λ֬ೝ
    ˠ
    3VCZ൛ʹ௅ઓ  "SEVJOP൛͔Β࢝ΊΔ൑அ
22.  ࡞඼ͷߏ੒ w جຊܗ
    w छྨͷԁ͕தԝΛத৺ʹճస
    w ηϯαʔͰ༷ʑͳύϥϝʔλΛมԽ
    w ৭ɺ໌Δ͞ɺେ͖͞
    w ճస଎౓ɺத৺͔Βͷڑ཭ɺԁͷݸ਺
23.  లࣔͷͨΊͷઃܭ w ਓʹؑ৆ͯ͠΋Β͏ͨΊͷͭͷઃܭ
    w ઃܭύωϧʹίʔυΛҹ࡮͠ɺηϯαʔΛຒΊࠐΉ
    w ઃܭίʔυ͸γϯϓϧʹɺมԽ͸େ͖͘
    w ઃܭৗʹಈ͍͍ͯΔঢ়ଶ
24.  ઃܭύωϧʹίʔυΛҹ࡮ w ίʔυͱม਺Λ෺ཧతʹҰମԽ
    w ίʔυΛҹ࡮ͨ͠ύωϧʹηϯαʔΛຒΊࠐΉ
    w ม਺Λૢ࡞͍ͯ͠Δ࣮ײ
    w ෺ཧηϯαʔͷՁ஋
    w खԠ͑ɺॏ͞ɺΧνοͱ͍͏ײ৮
    w ௚ײతͳૢ࡞ੑ
    w ظ଴͢ΔޮՌ
    w ίʔυʹ৮ΕΔɺม਺Λૢ࡞͢Δײ֮
25.  ઃܭɿίʔυ͸γϯϓϧʹɺมԽ͸େ͖͘ w ίʔυ͸γϯϓϧʹ
    w ಡΉؾͷى͖Δྔ
    w ෳࡶ͗͢ΔͱಡΉલʹఘΊΔ
    w มԽ͸େ͖͘
    w ύϥϝʔλมߋͰࢹ֮తͳେ͖ͳมԽ
    w ෳ਺ύϥϝʔλͰଟ༷ͳදݱ
    w ظ଴͢ΔޮՌ
    w ʮͪΐͬͱ৮ͬͯΈΑ͏ʯ͔Βʮ΋ͬͱࢼͯ͠Έ͍ͨʯ΁
26.  ઃܭɿৗʹಈ͍͍ͯΔঢ়ଶ w లࣔͰ͸ʮ࠷ॳͷҰาʯ͕࠷େͷϋʔυϧ
    w ମݧ։࢝Λࣗવʹ༠ಋ͍ͨ͠
    w ଴ػத΋ճస͠ଓ͚Δ
    w ಈ͍͍ͯΔ
    ˠ
    ஫ҙΛҾ͘
    w ࢭ·͍ͬͯͳ͍
    ˠ
    ͍͖ͳΓಈ͖ग़͞ͳ͍
    w Ϧηοτෆཁ
    ˠ
    ͙͢ʹ࢝ΊΒΕΔ
    w ظ଴͢ΔޮՌ
    w ʮ৮ͬͯΈΑ͏ʯ΁ͷࣗવͳ༠ಋ
27.  లࣔ֓ཁ ೥݄
    ෢ଂ໺ඒज़େֶ
    ଔۀ੍࡞ల
    w དྷ৔ऀɿະबֶࣇʙ୅
    w ؍࡯ํ๏
    w ଺ࡏ࣌ؒͷه࿥
    w ߦಈύλʔϯͷ؍࡯
    w ؑ৆ऀͱͷձ࿩
    ͭͷઃܭͦΕͧΕΛݕূ
28. ֶͼɿΞʔτମݧʹ͸ޮՌతɺֶशମݧʹ͸ࢹઢͷ౷߹͕ඞཁ ❌
    ՝୊
    w ࢹઢ͕खݩʢύωϧʣͱલํʢը ໘ʣʹ෼ࢄ
    w ࢓૊Έ͕ݟ͑ͣɺίʔυ͕ಈ͍͍ͯ Δ࣮ײ͕࣋ͪʹ͍͘  ݕূɿύωϧʹίʔυΛҹ࡮ ✅
    ੒ޭͨ͠఺
    w ʮ͑ͬͲ͏ͳͬͯΔͷʁʯͱ͍͏ڻ ͖ͷ൓Ԡ
    w Ξʔτ࡞඼ͱͯ͠ͷଘࡏײ
    w खԠ͑ɺॏ͞ɺײ৮΁ͷ޷൓Ԡ
    
29. ֶͼɿγϯϓϧͳίʔυͰ΋े෼ͳ୳ࡧ࣌ؒΛੜΉ
    ύϥϝʔλͷछྨͱૢ࡞ํ๏ͷରԠ͕ॏཁ ✅
    ੒ޭͨ͠఺
    w ΄ͱΜͲͷਓ͕෼Ҏ্଺ࡏ
    w ୹࣌ؒͷࢼߦ͔Βɺਂ͍୳ࡧ·Ͱଟ ༷ͳؔΘΓํ
    w ʮ૊Έ߹ΘͤͨΒͲ͏ͳΔʁʯͱ͍ ͏୳ࡧߦಈ ❌
    ՝୊ʢߨධΑΓʣ
    w ηϯαʔͷछྨ͕গͳ͍
    w ม਺ͱηϯαʔͷରԠ͕௚ײతͰͳ ͍
    w ηϯαʔ஋ͷมԽ͕෼͔Γʹ͍͘  ݕূɿίʔυ͸γϯϓϧʹɺมԽ͸େ͖͘
30. ֶͼɿ଴ػঢ়ଶͷઃܭ͕ମݧ։࢝ͷϋʔυϧΛԼ͛Δ
    ༧૝Ҏ্ʹ܁Γฦ͠ମݧ͞ΕΔ࡞඼ʹͳͬͨ ✅
    ੒ޭͨ͠఺
    w ଟ͘ͷਓཱ͕ͪࢭ·Δ
    w ʮ৮ͬͯΈΑ͏ʯ΁ͷࣗવͳ༠ಋ
    w Ϧϐʔτମݧ
    ❌
    ՝୊
    w ௕࣌ؒՔಇͰͷ҆ఆੑ
    w ࠶ىಈͷ࢓૊Έ͕ඞཁ  ݕূɿৗʹಈ͍͍ͯΔঢ়ଶ
31.  ؍࡯͔ΒಘΒΕͨ௥Ճͷൃݟ w ൃݟɿίʔυΑΓʮ࢓૊Έʯ΁ͷؔ৺͕༧૝Ҏ্ʹߴ͍
    w ηϯαʔˠϏδϡΞϧͷྲྀΕΛཧղ͍ͨ͠
    w ʮͲ͏͍͏࢓૊Έʁʯͱ͍͏࣭໰
    w ൃݟɿࣗ෼޷Έͷঢ়ଶΛ࡞ΕΔָ͠͞
    w ৺஍Α͍૊Έ߹ΘͤͰࢭΊΒΕΔʮͣͬͱݟ͍ͯΒΕΔʯ
    w ֶͼ
    w లࣔͯ͠ॳΊͯଟ༷ͳָ͠Έํ͕ݟ͑ͨ
32.  "SEVJOP൛ͷల͔ࣔΒಘֶͨͼ ✅੒ޭͨ͠఺
    w ৗʹಈ͘
    ˠ
    ମݧ։࢝ͷϋʔυϧ௿ݮ
    w γϯϓϧͳίʔυ
    ˠ
    ಡΉؾΛى͜͢
    w ෺ཧηϯαʔ
    ˠ
    ਎ମੑͷ͋Δମݧ ❌վળ͕ඞཁͳ఺
    w ࢹઢͷ෼ࢄ
    ˠ
    ֶशʹ͸౷߹͕ඞཁ
    w ηϯαʔͱม਺ͷରԠ
    ˠ
    ΑΓ௚ײ తͳબ୒
    w ํ޲ੑͷ໌֬Խ
    ˠ
    Ξʔτ͔ڭҭ͔ ߨධͰͷࢦఠɿʮ୭ʹɺͲ͏͍͏ମݧΛͯ͠΄͍͠ͷ͔ʯ
    ࣍΁ͷํ਑ɿֶशମݧʹॏ఺Λஔ͖ɺ3VCZ൛Ͱͷઃܭ΁
33.  3VCZ൛ͷ࣮૷
34.  ͳͥ͢΂ͯ3VCZͳͷ͔ w 3VCZ͕޷͖͔ͩΒ
    w ຊ౰ʹ3VCZ͚ͩͰͰ͖Δ͔͔֬Ί͔ͨͬͨ
    w ҰͭͷݴޠͰ׬݁͢Δ͜ͱͷՁ஋
    w ηϯαʔ੍ޚʙϏδϡΞϧੜ੒·Ͱ
    w ݴޠΛ੾Γସ͑ͣʹ։ൃɾֶशͰ͖Δ
35. 
    3VCZ൛Ͱͷઃܭ൑அ w "SEVJOP൛Ͱͷֶͼ
    w ࢹઢͷ౷߹͕ඞཁ
    w ηϯαʔͱม਺ͷରԠʢΑΓ௚ײ తͳબ୒ʣ
    w ํ޲ੑɿֶशମݧʹॏ఺ w 3VCZ൛ͷํ਑స׵
    w ίʔυදࣔʹදࣔ
    w ϩʔλϦʔΤϯίʔμ࠾༻ʢ৭૬ ؀ʹԊͬͯมԽʣ
    w ηϯαʔ஋Λը໘ʹදࣔʢ਺஋ͷ มԽΛՄࢹԽʣ ෺ཧηϯαʔ͸ҡ࣋ɻखԠ͑ɺײ৮ͷॏཁੑ
36.  3VCZ൛ͷը໘ ίʔυɾม਺ͷ஋ɾϏδϡΞϧΛಉ࣌ʹදࣔ ηϯαʔΛૢ࡞͢Δͱ஋͕มԽ͢Δ
37. ͢΂ͯ3VCZͰߏ੒
    ʲ෺ཧ૚ʳηϯαʔʢεΠονɾՄม఍߅ʣ
    
    
    
    
    ˣ
    (1*0
    ʲ੍ޚ૚ʳ1JDP3VCZʢ3BTQCFSSZ
    1J
    1JDPʣ
    
    
    
    
    ˣ
    γϦΞϧ௨৴
    ʲදݱ૚ʳQSPDFTTJOH
    HFNʢ1$ʣ
    
    
    
    
    ˣ
    ϦΞϧλΠϜϏδϡΞϧ  3VCZ൛ͷશମߏ੒
38. ͢΂ͯ3VCZͰߏ੒
    ʲ෺ཧ૚ʳηϯαʔʢεΠονɾՄม఍߅ʣ
    
    
    
    
    ˣ
    (1*0
    ʲ੍ޚ૚ʳ1JDP3VCZʢ3BTQCFSSZ
    1J
    1JDPʣ
    
    
    
    
    ˣ
    γϦΞϧ௨৴
    ʲදݱ૚ʳQSPDFTTJOH
    HFNʢ1$ʣ
    
    
    
    
    ˣ
    ϦΞϧλΠϜϏδϡΞϧ  3VCZ൛ͷશମߏ੒ w εΠονɿϘλϯΛԡ͢ˠ0/0''
    w Մม఍߅ɿͭ·ΈΛճ͢ˠ
    ʙ
    ͷ஋
    w ϩʔλϦʔΤϯίʔμʔɿճ͠ଓ͚ΒΕΔ ˠ஋͕૿ݮ εΠον Մม఍߅ ϩʔλϦʔ
    Τϯίʔμʔ
39. ͢΂ͯ3VCZͰߏ੒
    ʲ෺ཧ૚ʳηϯαʔʢՄม఍߅ɾεΠονʣ
    
    
    
    
    ˣ
    (1*0
    ʲ੍ޚ૚ʳ1JDP3VCZʢ3BTQCFSSZ
    1J
    1JDPʣ
    
    
    
    
    ˣ
    γϦΞϧ௨৴
    ʲදݱ૚ʳQSPDFTTJOH
    HFNʢ1$ʣ
    
    
    
    
    ˣ
    ϦΞϧλΠϜϏδϡΞϧ  3VCZ൛ͷશମߏ੒ wϚΠίϯͰηϯαʔ஋ΛಡΈऔΓ
    wγϦΞϧ௨৴ʢ64#ܦ༝ʣ
40. ͢΂ͯ3VCZͰߏ੒
    ʲ෺ཧ૚ʳηϯαʔʢՄม఍߅ɾεΠονʣ
    
    
    
    
    ˣ
    (1*0
    ʲ੍ޚ૚ʳ1JDP3VCZʢ3BTQCFSSZ
    1J
    1JDPʣ
    
    
    
    
    ˣ
    γϦΞϧ௨৴
    ʲදݱ૚ʳQSPDFTTJOH
    HFNʢ1$ʣ
    
    
    
    
    ˣ
    ϦΞϧλΠϜϏδϡΞϧ  3VCZ൛ͷશମߏ੒ wηϯαʔ஋ˠϏδϡΞϧͷύϥϝʔλ QSPDFTTJOH
    HFN
    IUUQTHJUIVCDPNYPSEQSPDFTTJOH
41.  ʮ͢΂ͯ3VCZʯ΁ͷ௅ઓ w ࣮૷ͷաఔͰͭͷେ͖ͳน
    w 
    ৘ใෆ଍
    w 1JDP3VCZͰͲ͏࣮૷͢Δ
    
    w 
    ༧ظ͠ͳ͍ಈ࡞
    w "SEVJOP൛Ͱ͸ى͖ͳ͔ͬͨ໰୊
42.  นɿ৘ใෆ଍ ՝୊
    w 1JDP3VCZͰͲ͏࣮૷͢Δ͔
    w αϯϓϧίʔυ͕গͳ͍
    w 1$΁ͷσʔλసૹํ๏͕ෆ໌
    ղܾΞϓϩʔν
    w ެࣜυΩϡϝϯτɺٕज़ಉਓࢽɺ(JU)VCΛௐࠪ
    w 6"35ʢγϦΞϧ௨৴ʣͰͷ࣮૷ํ๏Λݟ͚ͭͨ
    w ࢼߦࡨޡ͠ͳ͕Β࣮૷ IUUQTTQFBLFSEFDLDPNDIPCJTIJCBSVCZESJWFOEFWFMPQNFOU
43.  นɿηϯαʔ஋͕ෆ҆ఆ ໰୊
    w ϏδϡΞϧ͕ΧΫͭ͘
    ݪҼ
    w ηϯαʔ஋͕҆ఆ͠ͳ͍
    ˠ
    ϊΠζ͕ࠞೖ͍ͯ͠Δ
44.  นɿղܾࡦͱ࣮૷ύλʔϯ มߋલɿ஋Λͦͷ··࢖༻ มߋޙɿෳ਺ճಡΈऔͬͯฏۉԽ w ݁ՌɿΧΫ͖͕ͭվળɺ҆ఆͨ͠ಈ࡞
    
    w ֶͼɿηϯαʔ஋ͷϊΠζରࡦͷॏཁੑ
45.  นΛ৐Γӽ͑ͯݟ࣮͑ͨ૷ύλʔϯ جຊతͳ࣮૷ͷྲྀΕ
    
    ϊΠζରࡦɿҠಈฏۉϑΟϧλ
    w ճಡΈऔͬͯ഑ྻʹ֨ೲɺฏۉ஋Λܭࢉ
    
    มԽݕ஌ʴޮ཰తͳૹ৴
    
    w ᮢ஋Λ௒͑ͨมԽ͕͚͋ͬͨ࣌ͩૹ৴
    
    
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    w ࣝผࢠ ஋aO
    ܗࣜΛ࠾༻
    
    w ෳ਺ηϯαʔͷࣝผ͕༰қ ηϯαʔಡΈऔΓ ҠಈฏۉʢϊΠζআڈʣ มԽݕ஌ʢޮ཰Խʣ 6"35 lࣝผࢠ ஋
46. 
    ॳظԽ
    QPU
    
    "%$OFX 
    VBSU
    
    6"35OFX VOJU
    31@6"35
    
    QPU@SFBEJOHT
    
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    ϊΠζରࡦɿҠಈฏۉ
    
    
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    JG
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    QPU@SFBEJOHTMFOHUI
    
    
    
    มԽݕ஌ͯ͠ૹ৴
    
    
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    VBSUXSJUF 1 \pMUFSFE^aO
    
    
    FOE
    FOE  ੍ޚ૚
    
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    w ഑ྻૢ࡞ʢɺTIJGUɺFBDIʣ
    w ΦϒδΣΫτੜ੒
    
    w γϦΞϧ௨৴
    ૊ΈࠐΈ։ൃ΋ɺ͍ͭ΋ͷ3VCZ ׬શ൛
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47.  දݱ૚
    
    QSPDFTTJOH
    HFN EFG
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    TJ[F 
    
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    IBOEMF@TFSJBM@EBUB
    
    
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    NBQ WBMVFT<>UP@J
    
    
    
    
    
    
    FOE
    ݟ׳Εͨ3VCZͷॻ͖ํ
    w ϝιουఆٛ
    w Πϯελϯεม਺
    w จࣈྻૢ࡞ʢDIPNQɺTQMJUʣ
    ϏδϡΞϧੜ੒΋ɺ͍ͭ΋ͷ3VCZ ׬શ൛
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48.  ੍ޚ૚ͱදݱ૚ͷൺֱ "SEVJOP
    
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    $ 1JDP3VCZ
    3VCZ දݱ૚ 1SPDFTTJOH
    +BWB QSPDFTTJOH
    HFN
    3VCZ ࢥߟͷ੾ସ ඞཁ ෆཁ
49.  ల։ͱՁ஋
50.  8FC൛ͷల։ʢSVCZXBTNʣ ෺ཧ൛ͷ੒ޭͱ՝୊
    ✅
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    ❌
    ձ৔ʹདྷͨਓʹ͔͠ಧ͔ͳ͍
    ✅
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    ❌
    ಛผͳϋʔυ΢ΣΞ͕ඞཁ
    ֶͼΛ׆͔ͨ͠8FC൛
    w SVCZXBTNͰ࣮૷
    w खݩͷσόΠεͰମݧՄೳ
51.  8FC൛σϞ IUUQTLTCNZLHJUIVCJPTLFUDIFWFOUTUBOHJCMF@DPEFIUNM
52.  8FC൛Ͱͷൃݟ w 8FCϓϩτλΠϓʢ๯಄ʣ
    w ஋Λ੍ޚͰ͖ϦΞϧλΠϜมԽ͕͋Δ͕ɺ৮Ε͍ͯΔ࣮ײ͕ബ͍
    w ෺ཧ൛Ͱͷֶͼ
    w ηϯαʔͷ਎ମੑɺ௚઀৮ΕΔ͜ͱͷॏཁੑ
    w ࠓճͷ8FC൛
    w ίʔυͷݟͤํ΍ϏδϡΞϧΛվળ͕ͨ͠ɺϚ΢εͷݶք͸࢒Δ
    w ৽͍͠Ծઆ
    w λονύωϧͳΒղܾͰ͖Δʁ
53.  ͓ئ͍ w ݕূ΁ͷڠྗґཔ
    w εϚϗɾλϒϨοτͰ
    w ը໘Λ௚઀λον
    w ֬ೝ͍ͨ͜͠ͱ
    w ίʔυΛม͍͑ͯΔײ֮ɺίʔυཧղͷॿ͚ʹͳΔ͔
    w ମݧͦͷ΋ͷͷײ૝
    
    ͍ͭͰ΋׻ܴɻࠓ͙͢Ͱ΋ɺޙ೔Ͱ΋
54.  ͜ͷΞϓϩʔν͕ੜΈग़͢΋ͷ w ਎ମੑ
    w ந৅తͳίʔυΛ਎ۙʹײ͡ΒΕΔ
    w ҼՌؔ܎ͷཧղ
    w ม͑ΔͱԿ͕ى͖Δ͔͕෼͔Δ
    w ࣗൃతͳڵຯ
    w ίʔυͷ࢓૊ΈΛ஌Γͨ͘ͳΔ
    w ୳ࡧͷָ͠͞
    w ͙͢ʹ݁Ռ͕ݟ͑ɺԿ౓Ͱ΋ࢼͨ͘͠ͳΔ ηϯαʔΛಈ͔͢ ஋͕มΘΔ ը໘͕มΘΔ
55.  ʮม͑ͯࢼ͢ʯମݧ w ίʔυΛཧղ͢Δ࣌
    w ม͑Δʢύϥϝʔλɾ৚݅ɾߏ଄ʣ
    w ࣮ߦ͢Δ
    w ֬ೝ͢Δ
    w 5BOHJCMF
    $PEF
    w ม͑Δ
    ˠ
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    w ࣮ߦ͢Δ
    ˠ
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    w ֬ೝ͢Δ
    ˠ
    ϏδϡΞϧͰଈ࠲ʹ֬ೝ
    ؀ڥߏங΍Τϥʔͳ͠ʹɺ͜ͷମݧ͕Ͱ͖Δ
56.  ݟͯɾ৮Εͯɾม͑ͯΘ͔Δ ͜Ε͸ɺҰͭͷํ๏ ͋ͳͨͳΒίʔυΛͲ͏ݟͤ·͔͢ʁ