Spark + S3 + R3 을 이용한 데이터 분석 시스템 만들기

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4QBSL43ਸ੉ਊೠ ؘ੉ఠ࠙ࢳदझమٜ݅ӝ 7$/$ѐߊ౱ӣݺࠁ "84ೠҴਬ੷Ӓܛ BXTLSVH

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ߊ಴੗ࣗѐ ↟ ӣݺࠁ ↟ 7$/$ীࢲ࠺౟ਦਸѐߊೞҊ੓חѐߊ੗ ↟ ࢲߡ౱җؘ੉ఠ౱ীࢲ੟׮ೠѪٜਸҊ஖ח઺ ↟ ഥࢎীࢲ"84ীتਸॳחѪਸ׸׼

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࠺౟ਦ ↟ ழ೒ٜਸਤೠݽ߄ੌࢲ࠺झ ↟ ই੉ಪ উ٘۽੉٘য೒ܻா੉࣌ઁҕ ↟ ଻౴ ӝ֛ੌ ࢎ૓ ݫݽ ஫ܽ؊ӝמઁҕ ↟ ੹ࣁ҅ীࢲ݅׮਍۽٘ BTPG ↟ IUUQCFUXFFOVT ↟ IUUQFOHJOFFSJOHWDODDPLS

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֙ୡ 7$/$ؘ੉ఠ࠙ࢳ౱j

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Ӓٜ਷טযաחؘ੉ఠী Ҋా߉Ҋ੓঻חؘj

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ӝઓؘ੉ఠ࠙ࢳदझమ 4 4FSWFS )%'4)#BTF .BQ3FEVDF .Z42-

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ӝઓؘ੉ఠ࠙ࢳदझమ 4 4FSWFS )%'4)#BTF .BQ3FEVDF .Z42- 6QMPBEMPH

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ӝઓؘ੉ఠ࠙ࢳदझమ 4 4FSWFS )%'4)#BTF .BQ3FEVDF .Z42- %PXOMPBEMPH #VMLJOTFSU

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ӝઓؘ੉ఠ࠙ࢳदझమ 4 4FSWFS )%'4)#BTF .BQ3FEVDF .Z42- "OBMZTJT

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ӝઓؘ੉ఠ࠙ࢳदझమ 4 4FSWFS )%'4)#BTF .BQ3FEVDF .Z42- 3FQPSU

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ӝઓؘ੉ఠ࠙ࢳदझమ ↟ ݒੌجܻח઱ӝ੸ੋ࠙ࢳ੘সҗ0OEFNBOE࠙ࢳ੉ਃҳؽ ↟ ࢲߡо+TPOਵ۽۽Ӓܳթӣ ↟ \XIP\BEESFTTYYYYYY VTFS*E VTFS"HFOU#FUXFFO 4)7&,"OESPJELP@,3 ^ XIBU \PCKFDU*E@YYYY QBSFOU*E PCKFDU5ZQF64&3@5)3&"%@.&44"( & NFTTBHF\MFOHUI^^ IPX\BDUJPO"%%^ XIFO\UJNF.JMMJT ^ WFSTJPO^ ↟ ࢲߡীࢲೞܖীೠߣঀ4۽স۽٘ ↟ ഥࢎղীؘ੉ఠ࠙ࢳਊ)%'4)#BTF.BQ3FEVDF௿۞झఠઓ੤ ↟ ইஜী4۽ࠗఠ۽Ӓܳ߉ই৬ࢲ)#BTFী॔ইࠗ਺ ↟ ࠙ࢳਸج۰Ѿҗܳ.Z42-ਸ੷੢ೣ

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ӝઓؘ੉ఠ࠙ࢳदझమ ↟ ୊਺ূदр߆ীউѦܻҊજওભj ↟ ҳࢿറ֙੉૑աפदрبֈѱѦܿ ↟ ૑Әࠗఠਬ੷ࣻоߓоغݶ ↟ ৈ۞؀੄ࢲߡ৬য়೑ࣗझझఖਸ૒੽ҙܻ೧ঠೣ ↟ ыо૑դҙҗ੢গ੄োࣘ

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ыо૑੢গೞ٘ਝয ↟ ೞ٘٣झ௼ ↟ ݫݽܻ ↟ ೞنତীDPSSVQUJPO੉ಌ૑חߡӒઓ੤ ↟ ݫݽܻח࢖ࢿ ↟ ֎౟ਕ௼ ↟ (ח߽ݾ (ח࠺श

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ݔզೞ٘ਝযҊ஖۞ ׮֝णפ׮

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ղоѐߊ੗ੋ૑ਊ౹ੋ૑

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ыо૑੢গࣗ೐౟ਝয ↟ ($UJNFPVU ↟ )%'4)#BTF.BQ3FEVDF ↟ ബҗ੸ੋݫݽܻೡ׼੄য۰਑ ↟ .Z42-੉ցޖוܿ

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ыо૑դҙ߄׮ ↟ ইஜী4۽ࠗఠ۽Ӓࠂࢎоցޖয়ېѦܿ ↟ ࢎ੢שয়ט࠙ࢳѾҗ঱ઁա৬ਃ ↟ ؘ੉ఠ౱۽Ӓ౵ੌٜই૒߄׮ѤցҊ੓חؘਃj ↟ ࢎ੢שj

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؀উݽ࢝ ↟ &MBTUJD4FBSDI ↟ ؘ੉ఠо݆ਵݶוܻ׮חফӝоj ↟ )%'4.BQ3FEVDF )#BTFઁѢ ↟ ৈ੹൤JOEFYJOH੉೙ਃೠؘj ↟ 4QBSL ↟ ߄׮ѤցীࢲIPUೞ׮חؘj

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↟ ୭؀ೠݫݽܻܳഝਊೞח.BQ3FEVDF ↟ ഻ঁ׮নೠ"1* ↟ EJTUJODU HSPVQ#Z,FZ TPSU KPJO j ↟ ੤ࢎਊೞחؘ੉ఠחDBDIF ↟ .BQэ਷ো࢑਷MB[Zೞѱ୊ܻ

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74 %BUB 3FTVMU .BQ3FEVDF੄ৈ۞ױ҅࠙ࢳ %BUB 3FTVMU 4QBSLীࢲ੄ৈ۞ױ҅࠙ࢳ

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Ӓېࢲઁо 4QBSLܳೠߣॄࠌणפ׮

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4QBSL੢੼ ↟ ڪযդࣘب ↟ রMJOFDPVOUীୡ੿ب ↟ উ੿ࢿ ↟ 4QBSL݅ਵ۽୽࠙೧ࢲࣗ೐౟ਝযр੄ݫݽܻೡ׼੉गоࢎ ۄ૗ ↟ 4DBMFPVU ↟ "EIPDRVFSZоמ 3&1-

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ࢎप੹.BQ3FEVDFܳ ૞ࠄ੸੉হणפ׮

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ೞ૑݅4QBSLחجܾࣻ ੓णפ׮

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ೞ૑݅4QBSLחجܾࣻ ੓णפ׮ ߓ਎ѱহ؍ؘਃ

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4QBSL৘ઁݫࣁ૑ѐࣻ ↟ WBMMPHTTDUFYU'JMF tTONZMPHTMPHT ↟ WBMNTH-PHTMPHTGJMUFS @DPOUBJOT t"%%@.4(u ↟ WBMNTH$PVOUNTH-PHTDPVOU

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4QBSL৘ઁݫࣁ૑ѐࣻ ↟ TDUFYU'JMF tTONZMPHTMPHTu GJMUFS @DPOUBJOT t"%%@.4(u DPVOU

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4QBSL৘ઁݫࣁ૑ࠁմਬ੷ࣻ ↟ WBMMPHTTDUFYU'JMF tTONZMPHTMPHTu ↟ WBMNTH-PHTMPHTGJMUFS @DPOUBJOT t"%%@.4(u ↟ WBMNTH6TFSTNTH-PHTNBQ @UP"DUJPO-PHVTFS*E EJTUJODU ↟ WBMNTH6TFS$PVOUTNTH6TFSTDPVOU

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1$ࢎਊ۝$PIPSUҳೞӝ ↟ WBMMPHTTDUFYU'JMF tTOMPHTCFUXFFOMPH ↟ WBMQD""TMPHTGJMUFS @DPOUBJOT t#FUXFFO1$u NBQ @UP"" ↟ WBMQD6TFS%BUFTQD""TNBQ MPH MPHVTFS*E GPSNBUGPSNBU MPHXIFOUJNF.JMMJT EJTUJODU ↟ WBMQD6TFS'JSTU%BUFQD6TFS%BUFTHSPVQ#Z,FZ NBQ LW LW@ LW@UP-JTUTPSUFEIFBE ↟ WBMQD6TFS'JSTU%BUF"DUJWF%BUFQD6TFS'JSTU%BUFKPJO QD6TFS%BUFT ↟ WBMSFTVMUQD6TFS'JSTU%BUF"DUJWF%BUFNBQ @@ SFEVDF#Z,FZ @@ TPSU#Z,FZ USVF

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4QBSL"84

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੗੉ઁӒۢ੉ઁ૓૞۽ "84ীࢲ਍৔غח 4QBSL࠙ࢳदझమਸٜ݅যࠇद׮

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4UPSBHFMBZFSח যڌѱೞ૑

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۽Ӓחযରೖ4ী੓ਗ਼ই 4ܳӒրॳ੗

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4QBSL4 ↟ ۽Ӓܳ੷੢೧઱ח)%'4MBZFSܳٮ۽਍৔ೞ૑ঋইبؽ ↟ TOTGJMFTZTUFNਸా೧ࢲ)BEPPQীੜJOUFHSBUJPOغয੓਺ ↟ 4&$рؘ੉ఠ੹࣠੉ޖܐ

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4QBSL4 ↟ &$ীࢲ4੄੽Ӕࣘببજ਺ ↟ SYMBSHF (#/*$ ীࢲ_.#ZUFTTFDա১

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4QBSL4 ↟ 4UPSBHFMBZFS੄GBOPVUਸѣ੿ೡ೙ਃоহ਺ ↟ ૒੽4UPSBHFMBZFSܳ਍৔ೠ׮ݶ زदী׮ࣻ੄4QBSLDMVTUFSо۽Ӓ ী੽ӔೡٸחUISPVHIQVUী߽ݾ੉ࢤӡࣻ߆ীহ਺ ↟ 4ীࢲח੉۞ೠޙઁܳযו੿ب೧Ѿ೧ષ 4QBSLDMVTUFS 4QBSLDMVTUFS -PH4

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4QBSL&$ ↟ ೙ਃೡٸDMVTUFS௼ӝܳః਋Ѣա୶о੸ੋDMVTUFSܳڸ਎ࣻ੓׮ ↟ ৈ۞ѐ੄࠙ࢳਸ೙ਃೡ҃਋زदীجܾࣻ੓׮ ↟ زदীجܾࣻ੓ਵݶ оѺ਷ਬ૑ೞݶࢲݽٚ࠙ࢳ੉՘աחदрਸ খ׼ӡࣻ੓׮ ↟ э਷੘সী݆਷&$JOTUBODFܳࢎਊೞ؊ۄبѾҴэ਷࠺ਊ

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4QBSL3JOTUBODF ↟ 3JOTUBODF ↟ ୭Ӕী୹दػ ݫݽܻPQUJNJ[FEJOTUBODF ↟ ݫݽܻ(# SYMBSHFӝળ ↟ (#44%Y ↟ 4IVGGMFѾҗ੐द੷੢ೡٸਬܻೣ ↟ 4QBSLী୭੸ചػJOTUBODFUZQF

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4QBSL1MBDFNFOU(SPVQ ↟ 1MBDFNFOU(SPVQ ↟ JOTUBODFр੄OFUXPSLMBUFODZоծই૗ ↟ XJEFEFQFOEFODZTIVGGMFPQFSBUJPOীࢲਬܻೣ

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4QBSL"84ؘ੉ఠ࠙ࢳदझమ -PHCVDLFU 0OEFNBOE 4QBSL$MVTUFS 0OEFNBOE 4QBSL$MVTUFS %BJMZ"OBMZTJT 4QBSL$MVTUFS 1MBDFNFOU(SPVQ ;FQQFMJO%BTICPBSE 6TFST

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4QBSL۽৤ӟറj ↟ ೞܖ஖࠙ࢳदрदрղ৻۽хࣗ ↟ ೠߣ$BDIF೧ࢲJUFSBUJWFೞѱجࣻ੓਺ ↟ ೞ٘ਝযҙܻ৬ৈ۞झఖ੄ࣗ೐౟ਝযҙܻ੄Ҧ۽਑ীࢲߩযթ ↟ )%'4)#BTF.BQ3FEVDF4QBSL ↟ *OIPVTFDMVTUFSী࠺೧ࢲࣽࣻ࠺ਊ਷࠺तೞѢա׮ࣗ࠺व٠ ↟ ഻ঁ׮নೠदبٜ੉оמ೧૗

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4QBSL۽৤ӟറj ↟ ֙஖ؘ੉ఠী؀೧ࢲ࠙ࢳਸ೧ࠁҊरয ↟ җѢীח׼ੌ࠙ࢳਸ઺ױदఃݶࢲয়ېѦܻח࠙ࢳਸجܻӝয۰਑ ↟ അ੤ח׼ੌ࠙ࢳҗदр੉য়ېѦܻח࠙ࢳਸزदীप೯оמ ↟ ࠺౟ਦ੄ߡӒ੉ग୶੸ী௾ب਑੉ؽ ↟ যڃਬ੷оজ੉۽Ӓইਓغ঻׮חؘ੉ਬܳݽܰѷ׮ ↟ ࢲߡ੄ߡӒਬ੷੄׳੹੄೯زী੄೧ࢲࢤӟޙઁ ↟ ׳஖੄೧׼ਬ੷੄೯ز۽Ӓ৬&YDFQUJPO۽Ӓܳ࠺Ү࠙ࢳೞৈਗੋߊѼ ↟ ૓ੑ੢߷੉ծইઉ؊݆਷ѐߊ౱ਗٜ੉ؘ੉ఠ࠙ࢳীҙबਸо૑ӝद੘ೣ

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4QBSLӒ৻੄5JQ

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4QBSL5JQT ↟ 4IVGGMFೡٸࢤӝח੐द੷੢౵ੌٜ੉ѐࣻоষ୒݆੉ࢤӡࣻ੓਺ ↟ ٣झ௼חթחؘJOPEFоݽ੗ۆࢎకߊࢤ ↟ NLGTFYUJэ਷২࣌ਵ۽ழߡ ↟ NEBENਵ۽44%فѐޘযࢲ4QBSLUFNQಫ؊ীNPVOU

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4QBSL5JQT ↟ 4ীࢲ੍য৬ࢲ୊ܻೡ҃਋౵ੌ੉࠺तೠ௼ӝ۽ଂѐઉ੓חѱਬܻ ↟ ௼ӝо ੋ۽Ӓٜ۽੷੢غয੓חѪࠁ׮ ૞ܻѐо੓חѱਬܻೣ ↟ DPSFܳݽفࢎਊೞ੗ ↟ ਗېࢲߡীࢲೞܖীೠߣ۽Ӓܳস۽٘ೞ؍Ѫਸೠदрীೠߣਵ۽ ߸҃ೣ

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4QBSL5JQT;FQQFMJO ↟ ؘ੉ఠ࠙ࢳਸਤೠਢӝ߈֢౟ؘ࠘੉ఠWJTVBMJ[BUJPOUPPM ↟ 4QBSL߂4QBSL42-җোز೧ࢲಞܻೞѱؘ੉ఠ୊ܻ Ӓې೐Ӓܻח੘ স١ਸ૓೯ೡࣻ੓਺ ↟ ٮ۽؀एࠁٜ٘ܳ݅೙ਃоহয૗ ↟ 5BKP١׮ؘܲ੉ఠ࠙ࢳోҗ੄ా೤ب૓೯઺

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4QBSL5JQT;FQQFMJO

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Ѿۿ

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↟ 4QBSL43JOTUBODFઑ೤ਵ۽ ↟ ୊ܻਊ۝ਸטܻѢա઴ੌࣻ੓ח੗ਬبо੓Ҋ ↟ ૒੽਍৔ೞ૑ঋইبغח ↟ ߓ੉࢚ࡅܲ࠙ࢳदझమਸٜ݅঻णפ׮ Ѿۿ