クラスメソッド(株)のIoT事例とバックエンド技術の変遷

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Ϋϥεϝιου ג ͷ*P5ࣄྫ ͱόοΫΤϯυٕज़ͷมભ (JU)VC!RVJWFS $MBTTNFUIPE*OD

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ຊ೔ͷςʔϚ w ʮ*P5ʯͷΩʔϫʔυͰ͸ςʔϚ͕େ͖͗͢Δ w ԕִ஍ͷଌఆσʔλΛதԝγεςϜʹू໿͢Δαʔ Ϗε ςϨϝτϦʔ ʹείʔϓΛݶఆ w ཁ݅΍੍໿ԼͰɺͲ͏͍͏ٕज़Λબ୒ͨ͠ͷ͔όο ΫΤϯυ "84 ιϦϡʔγϣϯΛத৺ʹ঺հ

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ΞδΣϯμ ג ͖͋ΜͲεγϩʔ  ετϦʔϜσʔλΛ,JOFTJTͰऩू ג ಺ా༸ߦ  ඦ༿ശ͔Β"84΁௨৴

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ג ͖͋ΜͲεγϩʔ͞·  ʙετϦʔϜσʔλΛ,JOFTJTͰऩूʙ ࣄྫIUUQDMBTTNFUIPEKQDBTFTTVTIJSPTVTIJSPBMMEBUB

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l,JOFTVTIJzͱ͸ 3F*OWFOUl #%5 /FX4USFBNJOH%BUB'MPXTXJUI"NB[PO,JOFTJT'JSFIPTFz͔Β w l,JOFTJT4VTIJzΛ߹ମͤͨ͞଄ޠ w ճసण࢘ͷण࢘ࡼηϯαʔσʔλͷऩूج൫ɻ w "NB[PO,JOFTJTετϦʔϜͷେن໛׆༻ࣄྫɻ

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ॳ୅,JOFTVTIJ

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ॳ୅,JOFTVTIJ

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,JOFTJTετϦʔϜͱ͸ w ϋΠϘϦϡʔϜͳ࿈ଓͨ͠σʔλΛϦΞϧλΠϜͰ ूܭɾม׵ͳͲͷॲཧΛՄೳʹ͢ΔϑϧϚωʔδυ αʔϏε w ,JOFTJTετϦʔϜ͸ɺϋΠϘϦϡʔϜͳσʔλΛ ॲཧ͢Δ͜ͱ͕Ͱ͖ɺ͔ͭɺ֨ೲ͞Εͨσʔλ͸ɺ ෳ਺ͷ";ʹ֨ೲ͢Δ৴པੑͱ଱ٱੑΛ΋ͭαʔϏ ε IUUQXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFT+BQBOBXTCMBDLCFMUUFDIBNB[POLJOFTJT

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,JOFTJTετϦʔϜશମਤ w ༻్୯ҐͰ4USFBNΛ࡞੒͠ɺ4USFBN͸ɺͭҎ্ͷ4IBSEͰߏ੒͞ΕΔ w 4IBSE͋ͨΓͷΩϟύγςΟ͸ݻఆ w 4IBSEͷ૿ՃݮʹΑͬͯεέʔϧͷ੍ޚ͕Մೳ w ೖྗ͞Εͨσʔλ࠷େ೔͔ͭෳ਺ͷ";ʹอ؅͞ΕΔ IUUQXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFT+BQBOBXTCMBDLCFMUUFDIBNB[POLJOFTJT

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,JOFTJTετϦʔϜͷσʔλऔಘ w (FU4IBSE*UFSBUPS"1*Ͱ4IBSE಺ͷϙδγϣϯ Λऔಘ͠ɺ(FU3FDPSET"1*Ͱσʔλऔಘ BXTLJOFTJTHFUTIBSEJUFSBUPSTUSFBNOBNFετϦʔϜ໊a TIBSEJEγϟʔυ൪߸TIBSEJUFSBUPSUZQF"5@4&26&/$&@/6.#&3a TUBSUJOHTFRVFODFOVNCFSγʔέϯε൪߸ \4IBSE*UFSBUPSl"#$ʜ%&'z^ϙδγϣϯ BXTLJOFTJTHFUSFDPSETTIBSEJUFSBUPSl"#$ʜ%&'z \3FDPSET<\ 1BSUJUJPO,FZ %BUBlE(7[E(3IE(& ࣮σʔλ 4FRVFODF/VNCFS ^ >^

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ॳ୅,JOFTVTIJͷ࣮૷ w ॳ୅͸γΣϧεΫϦϓτ "84$-*"8, Ͱ࣮૷  ɾ֤4IBSEͷϙδγϣϯ؅ཧ  ɾσʔλऔಘ  ɾόϦσʔγϣϯ G@HFUOFYUTIBSEJUFSBUPS \ BXTLJOFTJTHFUSFDPSETa TIBSEJUFSBUPSa cKRS/FYU4IBSE*UFSBUPS ^ ʜ [DBU5.1a cBXLW0'4 W'4 \JG ʜ

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୅໨,JOFTVTIJ

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୅໨,JOFTVTIJ ,JOFTJTετϦʔϜͷ-BNCEBॲཧ

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"84-BNCEBԽ΁ͷಓ w ,JOFTJTετϦʔϜ͸ϓϧܕ-BNCEBͰॲཧͰ͖Δ w ετϦʔϜΛϙʔϦϯά͠ɺ৽͍͠σʔλΛݕग़͢Δͱ -BNCEBؔ਺ΛൃՐ w γϟʔυ΍ϨίʔυҐஔΛૢ࡞͢Δίʔυ͸ෆཁʹ w γϟʔυͷ૿ݮ͕͋ͬͯ΋Өڹͳ͠ w ϏδωεϩδοΫ͚ͩΛ࣮૷ w ,JOFTJTετϦʔϜΛ΄΅ϦΞϧλΠϜॲཧ

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"84-BNCEBͷӡ༻ w ,JOFTJTετϦʔϜ-BNCEBͷϝτϦΫεΛϞχλʔ w ,JOFTJTετϦʔϜͷ(FUܥϝτϦΫε w -BNCEBͷΤϥʔൃੜɺॲཧ࣌ؒ w ϝϞϦʔ࢖༻ྔ͸$MPVEXBUDI-PHTΛ֬ೝ w ϝτϦΫεΛݟͯ-BNCEBͷόοναΠζΛௐ੔  "1*6QEBUF&WFOU4PVSDF.BQQJOH

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୅໨,JOFTVTIJ

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୅໨,JOFTVTIJ w ,JOFTJT'JSFIPTFͰΒ͘Β͘4อଘɻ  l*U`TUIBUTJNQMFz

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,JOFTJT'JSFIPTF w 3F*OWFOUͰൃද w ؅ཧը໘Ͱઃఆ͢Δ͚ͩͰ4อଘ w γϟʔυ؅ཧ͕ෆཁɻσʔλͷྲྀೖྔʹ߹Θͤͯ FMBTUJDʹγϟʔυ͕εέʔϧ w ,JOFTJTετϦʔϜͷγϟʔυ΍γϟʔυ಺ϙδ γϣϯ͸Ұ੾ҙࣝ͠ͳ͍ɻ

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୅໨,JOFTVTIJͷల๬ w Ϟνϕʔγϣϯ w ,JOFTJTετϦʔϜͷσʔλอ࣋ظؒΛؾʹͤͣ ָʹ4อଘ͍ͨ͠ w ,JOFTJT'JSFIPTFΛಋೖ w 4ͷߋ৽ΠϕϯτͰσʔλॲཧ༻-BNCEBΛൃՐ w ஫ҙɿ౦ژϦʔδϣϯͰ͸·ͩར༻Ͱ͖ͳ͍

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,JOFTVTIJͷมભ ॳ୅ ୅໨ ୅໨ γΣϧͰετϦʔϜσʔλʹཱͪ޲͔͏ -BNCEBͰָʑγϟʔυૢ࡞ 'JSFIPTFͰָʑ4อଘ

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*P5σʔλͷ׆༻ ".-࿈ܞ w ػցֶशΛ༻͍ͨళฮࠞࡶ࣌ͷ଴ͪ࣌ؒ༧ଌͷਫ਼౓ ޲্ʹηϯαʔσʔλΛ׆༻ IUUQEFWDMBTTNFUIPEKQNBDIJOFMFBSOJOHBNB[PONBDIJOFMFBSOJOHBLJOEPTVTIJSP

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ג ಺ా༸ߦ͞· ʙඦ༿ശ͔Β"84΁ͷ௨৴ʙ ࣄྫIUUQDMBTTNFUIPEKQOFXTSFMFBTFJPUUFNQMBUF

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w σʔλͷऔಘͱՄࢹԽΛγεςϜԽ ඦ༿ശγεςϜ֓ཁ ؾԹɿˆ ؾѹɿI1B

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ॳ୅ඦ༿ശ

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ॳ୅ඦ༿ശγεςϜ֓ཁ

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ॳ୅ඦ༿ശγεςϜ֓ཁ ΀ΒͬͱϗʔϜגࣜձࣾ 0QFO#MPDLT*P5#9 גࣜձࣾιϥίϜ 403"$0.

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ॳ୅ඦ༿ശγεςϜ֓ཁ Ͳ͏΍ͬͯ"84ͱೝূ Ͳ͏΍ͬͯ"84·Ͱ௨৴

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"84ͱͷೝূ ʙॳ୅ʙ

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"84$PHOJUPͰήετΞΫηε w ௨শʮ6OBVUIFOUJDBUFE"DDFTTʯ w ೝূγεςϜ΁ͷϩάΠϯͳ͠ʹ༗ޮظݶ͖ͭͷҰ ࣌ΩʔΛ෷͍ग़͢ w ݖݶ͸*".3PMFͰ؅ཧ w ϞόΠϧ4%,ʹରԠͨ͠αʔϏε͔͠ૢ࡞Ͱ͖ͳ͍

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ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผ͍ͨ͠ w "84ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍ w "84ͷૢ࡞ݖݶ͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠ w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠ w εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍

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ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผ͍ͨ͠ w "84ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍ w "84ͷૢ࡞ݖݶ͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠ w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠ w εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍ ˠ$PHOJUP*%ൃߦ ˠ༗ޮظݶ෇͖ΫϨσϯγϟϧΛ౎౓ൃߦ ˠ*".3PMFͰରԠ ˠ*%୯ҐͰ࡟আ ˠೝূෆཁͰ*%औಘ

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ήετΫϨσϯγϟϧͷऔಘ $SFBUF*EFOUJUZ1PPM"1*Ͱ$PHOJUPͷ*%ϓʔϧΛ ࡞੒͠ɺ(FU*E"1*Ͱ*%Λऔಘ͠ɺ (FU$SFEFOUJBMT'PS*EFOUJUZ"1*ͰҰ࣌ΫϨσϯ γϟϧΛऔಘ BXTDPHOJUPJEFOUJUZDSFBUFJEFOUJUZQPPMa JEFOUJUZQPPMOBNFϓʔϧ໊BMMPXVOBVUIFOUJDBUFEJEFOUJUJFT BXTDPHOJUPJEFOUJUZHFUJEJEFOUJUZQPPMJEFVXFTUEGʜF BXTDPHOJUPJEFOUJUZHFUDSFEFOUJBMTGPSJEFOUJUZJEFOUJUZJElFVXFTUGʜ \$SFEFOUJBMT\ 4FDSFU,FZl[%#ʜz 4FTTJPO5PLFOl"2Pʜz &YQJSBUJPO "DDFTT,FZ*E"4*9*999999999999999 ^ *EFOUJUZ*ElFVXFTUGʜz^

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ήετΫϨσϯγϟϧΛ࢖͏ "TTVNF3PMFͱಉ͡ཁྖͰɺ෷͍ग़͞Εͨ "DDFTT,FZ*E4FDSFU,FZ4FTTJPO5PLFOΛೝ ূ৘ใʹ౉͢ 4%,ʹΑͬͯ͸ɺFYQJSF͢Δ·ͰΫϨσϯγϟϧΛ Ωϟογϡ͢Δ FYQPSU"84@"$$&44@,&:@*%"4*9*99ʜ FYQPSU"84@4&$3&5@"$$&44@,&:[%#ʜ FYQPSU"84@4&$63*5:@50,&/"2Pʜ

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"84·Ͱͷ௨৴ ʙॳ୅ʙ

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403"$0.ͱ͸ w *P5޲͚௨৴ϓϥοτϑΥʔϜ w 403"$0."JS w *P5σόΠε޲͚4*.αʔϏε w σʔλ௨৴ྔͷ؂ࢹɾίϯτϩʔϧՄೳ w 403"$0.#FBN w *P5σόΠεʹ҉߸ॲཧ΍઀ଓઌͷઃఆΛΦϑϩʔυ

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ήʔτ΢ΣΠͷ௨৴ཁ݅ w αʔϏεΤϦΞ͕޿͍ w ηΩϡΞʹ"84·Ͱ௨৴ w ௨৴අ͕͍҆ w *P5ήʔτ΢ΣΠʹෛՙ͕͔͔Βͳ͍ w ௨৴ྔ͕গͳ͍ 

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ήʔτ΢ΣΠͷ௨৴ཁ݅ w αʔϏεΤϦΞ͕޿͍ w ηΩϡΞʹ"84·Ͱ௨৴ w ௨৴අ͕͍҆ w *P5ήʔτ΢ΣΠʹෛՙ͕͔͔Βͳ͍ w ௨৴ྔ͕গͳ͍  ˠ<"JS>υίϞ-5&(ΤϦΞͰར༻Մೳ ˠ<"JS>ΩϟϦΞͷดҬ໢Λར༻ ˠ<"JS>ଟֹͷॳظඅ༻͕ෆཁͰॏྔ՝੍ۚ ˠ<#FBN>5-4ॲཧΛΦϑϩʔυ ˠ<#FBN>403"$0.#FBN·Ͱ͸)551

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ॳ୅ඦ༿ശͷ"84௨৴ 5-4Ͱ҉߸Խ "JSͷดҬ໢Ͱ#FBN·Ͱ௨৴ )551 )5514

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"84ͱͷೝূͰࣦഊ )551 )5514

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"84ͱͷೝূͰࣦഊ LJOFTJT3&(*0/BNB[POBXTDPN CFBNTPSBDPNJP )551 )5514 w "84͔Βϗετ໊ෆҰகͷΤϥʔ͕͔͑ͬͯ͘Δ  403"$0.#FBNͷϗετ໊Ͱ"1*ϦΫΤετॺ໊͍ͯ͠ΔͨΊ w "84ͷϗετ໊Λ࢖͏Α͏ڧҾʹ4%,Λॻ͖׵͑Δ IUUQEPDTBXTBNB[PODPNHFOFSBMMBUFTUHSTJHOJOH@BXT@BQJ@SFRVFTUTIUNM

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403"$0.#FBNͷࢀর࣮૷ Ҿ༻IUUQTEFWTPSBDPNJPKQEPDTBXT@HVJEF #FBNͰ"1*,FZϔομʔΛ ෇༩ͯ͠"84"1*(BUFXBZͱೝূ

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୅໨ඦ༿ശ

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୅໨ඦ༿ശγεςϜ֓ཁ w 3F*OWFOUͰ"84*P5͕ൃද w "84ͷ͓࡞๏ʹै͏΂͘"84*P5ԽΛࢼΈΔ w ,JOFTJT͔Βઌ͸ઌ୅ͱಉ͡

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%FWJDF(BUFXBZ w "844/4ͷΑ͏ͳ1VC4VCܕϝοηʔδϯά αʔϏε w )551·ͨ͸.255Λ͠Ό΂Δ

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3VMFT w %FWJDF(BUFXBZʹύϒϦογϡ͞Εͨϝοηʔδͷ நग़৚݅Λ42-Ͱهड़͢Δந৅ϨΠϠʔ w நग़ͨ͠ϝοηʔδͷ഑৴ઌͱͯ͠,JOFTJT4/4 %ZOBNP%#-BNCEBͳͲͱ࿈ܞ

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ೝূɾ௨৴ͷൺֱ w EE ॳ୅ ୅໨ ϓϩτίϧ )551 .255 ೝূ $PHOJUP ূ໌ॻ ݖݶ *".3PMF *".3PMF ػີ 5-4 5-4

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"84ͱͷೝূ ʙ୅໨ʙ

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ΫϥΠΞϯτূ໌ॻ w "84%FWJDF(BUFXBZ͸)551ͱ.255ͷϚϧν ϓϩτίϧରԠ w .255Ͱ͸ैདྷͷ3&45"1*ೝূΛ࢖͑ͳ͍ͨΊɺ ূ໌ॻΛ࢖͏ɻ w ݖݶ͸*".3PMFͰ؅ཧ

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ূ໌ॻͷ࡞Γํ w ূ໌ॻͷ࡞੒ํ๏͸௨Γ w $SFBUF,FZ"OE$FSUJpDBUF"1*Ͱ伴ϖΞͱূ໌ॻΛ࡞੒ w $SFBUF$FSUJpDBUF'SPN$43"1*Ͱূ໌ॻॺ໊ཁٻ $43 ͔Βূ໌ॻΛ࡞੒ BXTJPUDSFBUFLFZTBOEDFSUJpDBUFTFUBTBDUJWF \DFSUJpDBUF"SOBSOBXTJPUVTXFTUDFSU4/*1 DFSUJpDBUF1FN#&(*/$&35*'*$"5&4/*1aO LFZ1BJS\ 1VCMJD,FZ#&(*/16#-*$,&:4/*1&/%16#-*$,&:aO 1SJWBUF,FZ#&(*/34"13*7"5&,&:4/*1aO ^ DFSUJpDBUF*E"4%'^

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ূ໌ॻ΁ͷݖݶઃఆ w $SFBUF1PMJDZ"1*ͰݖݶϙϦγʔΛ࡞੒͠ɺ "UUBDI1SJODJQBM1PMJDZ"1*Ͱূ໌ॻʹϙϦγʔ Λઃఆɻ BXTJPUDSFBUFQPMJDZQPMJDZOBNF1VC4VC5P"OZ5PQJDa QPMJDZEPDVNFOUpMFJPUQPMJDZKTPO \QPMJDZ/BNF1VC4VC5P"OZ5PQJD QPMJDZ"SOlBSOBXTʜ^ BXTJPUBUUBDIQSJODJQBMQPMJDZQPMJDZOBNFl1VC4VC5P"OZ5PQJDa QSJODJQBMBSOBXTJPUVTXFTUDFSU4/*1

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ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผΛ͍ͨ͠ w "84ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍ w "84ͷૢ࡞͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠ w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠ w εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍

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ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผΛ͍ͨ͠ w "84ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍ w "84ͷૢ࡞͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠ w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ w εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍ ˠূ໌ॻ ˠূ໌ॻΛ͹Β·͍ͯ͠·͏ ˠ*".3PMFͰରԠ ˠূ໌ॻ୯ҐͰແޮԽɾ࡟আ ˠূ໌ॻΛࣄલʹ࡞੒ͯ͠Πϯετʔϧ

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"84·Ͱͷ௨৴ ʙ୅໨ʙ

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ॳ୅ඦ༿ശͷ"84௨৴ )551 )5514

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୅໨ඦ༿ശͷ"84௨৴ w .255͸5$1ϕʔεͷͨΊɺ5-4Ͱ҉߸ԽՄೳ .255 .2554 5-4Ͱ҉߸Խ

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௚઀%FWJDF(BUFXBZͱ௨৴ NPTRVJUUP@QVCDBpMF$"QFNDFSUDFSUQFNLFZQSJWBUFLFZQFNa I%6..:JPUVTXFTUBNB[POBXTDPNQUUPQJDUFTUJDMJFOUJEa N)FMMP 8PSME ೝূہূ໌ॻ DBpMF ɺΫϥΠΞϯτূ໌ॻ DFSU ɺ ϓϥΠϕʔτ伴 LFZ Λσʔλૹ৴࣌ʹࢦఆ

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