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ₖ☚䡫*, ῂ㧦䢮**, ₖ㦧⳾*** *㎇‶ὖ╖䞯ᾦ ㏢䝚䔎㤾㠊╖䞯 ** ㎇‶ὖ╖䞯ᾦ ㌂䣢ὒ䞯╖䞯 *** ㎇‶ὖ╖䞯ᾦ ㌂䣢ὒ䞯╖䞯 ㏢゚㧦Ṗ㫇䞯ὒ / ㏢䝚䔎㤾㠊╖䞯 [email protected], [email protected], [email protected]G
Design and Implementation of Automated Twitter Data
Collecting System : Focus on Environmental Data
Do-Hyung Kim* Jahwan Koo**, Ung-Mo Kim*** *College of Software, Sungkyunkwan University ** College of Social Sciences, Sungkyunkwan University
*** Dept. of Consumer and Family Sciences, College of Social Sciences / College of Software, Sungkyunkwan University 殚 檃檃 ㏢㎲ ⍺䔎㤢䋂 ㍲゚㓺㦮 ㌂㣿㧦Ṗ ⓮㠊⋮Ⳋ㍲, ㏢㎲ ⍺䔎㤢䋂 ㍲゚㓺㌗㠦㍲ ㌳䞮⓪ ゛◆㧊䎆 ⯒ 䢲㣿䞲 ㍲゚㓺Ṗ ⓮㠊⋮ἶ 㧞┺. ㏢㎲ ⍺䔎㤢䋂 ㍲゚㓺 ◆㧊䎆⓪ 㔺㔲Ṛ㦒⪲ ㌳㎇♮Ⳇ, ➆⧒㍲ ◆㧊䎆 㑮㰧 㔲㓺䎲 㡃㔲 㧦☯䢪䞮㡂 㭖 㔺㔲Ṛ㦒⪲ ◆㧊䎆⯒ 㑮㰧䞶 䞚㣪Ṗ 㧞┺. ⽎ ⏒ⶎ㠦㍲⓪ ╖䚲㩗㧎 ㏢㎲ ⍺䔎㤢䋂 ㍲゚㓺㧎 䔎㥚䎆㦮 ◆㧊䎆⯒ 㰖㏣㩗㦒⪲ 㑮㰧䞮₆ 㥚䞲 㧦☯ 㑮㰧 㔲㓺䎲 㦚 㩲㞞䞲┺. 㑮㰧 㔲㓺䎲㦖 Twitter API ⯒ 䢲㣿䞮⓪ Python ⧒㧊ぢ⩂Ⰲ⯒ 䐋䟊 ⌊㣿 Ⲫ䌖◆㧊䎆 ⯒ 㑮㰧䞮Ⳇ, 㑮㰧♲ ◆㧊䎆⯒ 㨂 Ỗ㯳䞲 ⛺ 㩖㧻䞲┺. ⡦䞲 ῂ䡚♲ 㔲㓺䎲㠦 䢮ἓ ◆㧊䎆⯒ 㭒㩲⪲ 䞮⓪ 䉒Ⰲ⯒ 㧛⩻䞮㡂 㔺㩲 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞮Ⳇ ῂ䡚♲ 㔲㓺䎲㦚 Ỗ㯳䟊⽊㞮┺. 1. 昢嵦 㾲⁒ 䔎㥚䎆, 䗮㧊㓺ὒ ṯ㦖 SNS(Social Network Service) ㌂㣿㧦Ṗ ⓮㠊⋮Ⳋ㍲, SNS 㠦㍲ ㌳䞮⓪ ╖ ⨟㦮 ◆㧊䎆⯒ 㩫䂮, ἓ㩲, ⶎ䢪 ❇ ┺㟧䞲 㟒㠦 䢲 㣿䞮⩺⓪ ⏎⩻㧊 Ἒ㏣♮ἶ 㧞┺. 㧊⩂䞲 SNS 㠦㍲ ㌳ ㎇♮⓪ ◆㧊䎆⓪ ゛◆㧊䎆㦮 㩫㦮㠦 㩫䢫䧞 䞿䞲┺. 㯟, 㩫䡫䢪♮㰖 㞠ἶ, ╖㣿⨟㧊Ⳇ, 㔺㔲Ṛ㦒⪲ ㌳㎇♲ ┺[1]. ➆⧒㍲ 㧊⩂䞲 SNS ゛◆㧊䎆⯒ 䔏㎇㠦 ⰴỢ 䢲㣿䞮₆ 㥚䟊㍲⓪ 㞞㩫㩗㧊ἶ 㰖㏣㩗㦒⪲ ◆㧊䎆⯒ 㑮㰧䞶 㑮 㧞⓪ 㔲㓺䎲㧊 㣪ῂ♲┺. Ⱔ㦖 㡆ῂ㧦✺㧊 ┾₆㩗㧎 ◆㧊䎆 ㍳㦚 㥚䟊 䔎 㥚䎆 ◆㧊䎆 㑮㰧 㔲㓺䎲㦚 ㍺Ἒ, ῂ䡚䟊㢪┺. 䔎㥚䎆 ⓪ 䔎㥚䎆 ◆㧊䎆㠦 㩧⁒䞮₆ 㥚䞲 API ⯒ ὋṲ䞮ἶ 㧞㦒Ⳇ, 㥏䗮㧊㰖⯒ 䐋䞲 Ỗ㌟☚ Ṗ⓻䞮┺. ⡦䞲 䔎㥚 䎆 ◆㧊䎆⯒ 㑮㰧䞮⓪ ┺㟧䞲 Third party API ⧒㧊 ぢ⩂Ⰲ☚ Ⱒ✺㠊㪎 㧞┺. 㤆Ⰲ 㡆ῂ㠦㍲⓪ 㩫䟊㰚 䉒Ⰲ㠦 ➆⧒ 䔎㥚䎆 ◆㧊 䎆⯒ 㑮㰧䞮Ⳇ, 䞚㣪䞲 ◆㧊䎆㢖 㭧⽋ ◆㧊䎆⯒ 㩲 Ệ䞲 䤚 ⋶㰲 ⼚⪲ ⋮㠊 㩖㧻䞮⓪ ὒ㩫㦚 㰖㏣㩗㦒 ⪲ 㑮䟟䞮⓪ 㔲㓺䎲㦚 㩲㞞䞲┺. 㧊⯒ 䐋䟊 㭖 㔺㔲Ṛ㦒⪲, 㰖㏣㩗㦒⪲ 䔎㥚䎆 ◆㧊 䎆⯒ 㑮㰧䞶 ➢ ㌳䞶 㑮 㧞⓪ ◆㧊䎆 㭧⽋ ṗ㫛 㡞㣎 ㌗䢿㠦 ╖䞲 ὖⰂ⯒ ㌂㣿㧦㦮 㫆㧧 㠜㧊☚ 㔲㓺 䎲 㧦㼊㩗㦒⪲ 㰖㤦䞶 㑮 㧞┺. ⽎ ⏒ⶎ㦮 ῂ㫆⓪ ┺㦢ὒ ṯ┺. 2 㧻㠦㍲⓪ 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧 㔲㓺䎲㦚 ㍺Ἒ ῂ䡚䞮㡖▮ ┺㟧䞲 ㍶䟟 㡆ῂ⯒ ㏢Ṳ䞮ἶ, 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞮⓪ ┺ 㟧䞲 ⻫㦚 ㍲㑶䞲┺. 3 㧻㠦㍲⓪ ⽎ 㡆ῂ㠦㍲ 㩲㞞 䞮⓪ 㧦☯䢪♲ 䔎㥚䎆 ◆㧊䎆 㑮㰧 㔲㓺䎲㦮 㣪ῂ㫆 Ịὒ ῂ㫆⯒ 㩲㞞䞲┺. 㧊㠊 4 㧻㠦㍲ 䢮ἓ㦚 㭒㩲⪲ 㔺㩲 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞮㡂 ἆὒ⯒ 䢫㧎䞲 䤚, 5 㧻㠦㍲ ἆ⪶ὒ 䟻䤚 Ἒ䣣㠦 ╖䟊 䧢┺. 2. 分崮 櫶割 2.1. SNS 塶決瘶 朞滗 昦窏櫶割
Byun, Kim, et al(2012)㦖 Twitter API 㢖 Java ⯒ 㧊㣿 䞮㡂 㧦☯䢪♲ 䔎㥚䎆 ◆㧊䎆 㑮㰧 㔲㓺䎲㦚 㩲㞞䞮 㡖┺. 㩲㞞♲ 㔲㓺䎲㦖 䔎㥚䎆 Ἒ㩫Ṛ 䕪⪲㤆 ὖἚ⯒
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䐋䟊 ◆㧊䎆⯒ 㑮㰧䞲 䤚, 㑮㰧♲ ◆㧊䎆 ⌊㠦㍲ 䋺 㤢✲ Ỗ㌟㦚 䐋䟊 㤦䞮⓪ ◆㧊䎆⯒ ◆㧊䎆㧊㓺㠦 㩖㧻䞲┺.[2] 㾲⹒㍳(2015)㦖 Twitter API ⯒ 㧊㣿䞮㡂 㥶㩖Ṗ 㧛⩻ 䞲 ὖ㕂 䋺㤢✲㠦 ╖䞲 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞲 䤚, ㍳ 㔲ṗ䢪䞮⓪ 㔲㓺䎲㦚 㩲㞞䞮㡖┺. 㩲㞞♲ 㔲 㓺䎲㦖 䔎㥭 ◆㧊䎆⯒ 䞮⬾ ⨟Ⱒ MySQL DB 㠦 㩖 㧻䞮Ⳇ, ⁎ 㣎㠦⓪ ㍳ 㢚⬢♲ ◆㧊䎆Ⱒ 㩖㧻䞲┺. ⡦䞲 ὖ㕂 䋺㤢✲㠦 ╖䞲 ỿ䞲 䔎㥭 㯳Ṗ⯒ Ṧ㰖䞮 㡂 㥶㩖Ṗ 㧊⯒ 䕢㞛䞶 㑮 㧞☚⪳ 䞮㡖┺.[3] 䞮㔏☚ ❇(2016)㦖 䔎㥚䎆⪲䎆 ╖䢪䡫 Ⱖ䂮 ◆ 㧊䎆⯒ 㑮㰧䞮₆ 㥚䞮㡂 㥏 䋂⪺Ⱇ 㔳㦚 㩲㞞䞮㡖 㦒Ⳇ, ₆㫊㦮 䔎㥚䎆 API ₆㦮 ◆㧊䎆 㑮㰧₆㢖 ゚ ᾦ䞮㡂 ṯ㦖 㔲Ṛ☯㞞 ▪ Ⱔἶ 㢚㩚䞲 Ⱖ䂮 ◆㧊䎆 ⯒ 㠑㦚 㑮 㧞㠞┺.[4] 2.2. 瞾瞾氊瘶 塶決瘶汞 朞滗 愯憛 䔎㥚䎆⓪ Tweet ◆㧊䎆㠦 㩧⁒䞮₆ 㥚䞲 API[5]⯒ ὋṲ䞮ἶ㧞┺. 䔎㥚䎆 Ἒ㩫㦚 䐋䟊 API key ⯒ 㰖 㞚 ㌂㣿䞶 㑮 㧞㦒Ⳇ, ⶊ⬢ ⧒㧊㎒㓺㦮 ἓ㤆 㾲⁒ 7 㧒 㧊⌊㦮 ◆㧊䎆㠦 ╖䞲 Ỗ㌟㧊 Ṗ⓻䞮┺. 䔎㥚䎆 㥏 䗮㧊㰖㦮 ἶ Ỗ㌟ ₆⓻㦚 䢲㣿䞮㡂 㥏 䋂⪺Ⱇ ⻫㦒⪲ 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞶 㑮☚ 㧞┺. https://twitter.com/search?q=<keyword>&src=typed_query& f=live 㭒㏢㦮 <keyword>㠦 Ỗ㌟ 䉒Ⰲ⯒ 㧛⩻䞮㡂 URL 㦚 ㌳㎇䞶 㑮 㧞㦒Ⳇ, 䞲 ⻞㠦 ⳾✶ 㩫⽊⯒ 䚲㔲 䞮㰖 㞠₆ ⟚ⶎ㠦 ṯ㦖 㥏 䗮㧊㰖㠦 ╖䟊 㓺䋂⪺ 㩫 ⽊⯒ 㰖㏣㩗㦒⪲ ẇ㔶䞮Ⳇ 㣪㼃䟊㟒 㢚㩚䞲 㩫⽊⯒ 㠑㦚 㑮 㧞┺. Python3 ⧒㧊ぢ⩂Ⰲ㧎 GetOldTweets3[6]㦖 䔎㥚䎆㦮 㥏 API ⯒ ㌂㣿䞮㡂 䔎㥚䎆 ◆㧊䎆⯒ 㑮㰧䞲┺. 䔎㥚 䎆Ṗ 㩲Ὃ䞮⓪ 䝚⪲⁎⧮ 㠎㠊 㑮㭖㦮 API Ṗ Ṗ㰚 ┾㩦㧎 ⋶㰲 㩲䞲㧊 㠜ἶ, 㥏 䋂⪺Ⱇ 㔳ὒ Ⱎ㺂Ṗ 㰖⪲ 䉒Ⰲ⯒ 㧧㎇䞮㡂 ◆㧊䎆⯒ 㑮㰧䞶 㑮 㧞┺. ➆ ⧒㍲ ⽎ 㡆ῂ㠦㍲⓪ 䟊╏ ⧒㧊ぢ⩂Ⰲ⯒ 䐋䟊 䔎㥚䎆 㦮 ◆㧊䎆⯒ 㑮㰧䞲┺. 3. 瞾氊瘶 畲嵪峲 柢枪癢 把昣 愕 割昷 3.1. 殚割浶兺 ⽎ 㡆ῂ㠦㍲ ㍺Ἒ䞲 Tweet ◆㧊䎆 㑮㰧 㔲㓺䎲㦖 ┺㦢ὒ ṯ㦖 㣪ῂ㫆Ị㦚 㿿㫇㔲䅲㟒 䞲┺. 㔲㓺䎲㦚 ῂ㿫䞲 䤚㠦⓪ 㿪Ṗ㩗㧎 㥶㩖㦮 㫆㧧 㠜 㧊 㧦☯㩗㧊ἶ 㰖㏣㩗㦒⪲ 㾲㔶 ◆㧊䎆⯒ 㑮㰧䞮㡂 ₆㫊 ◆㧊䎆㠦 㿪Ṗ䟊㟒 䞲┺. 㑮㰧䞶 Tweet ◆㧊䎆⓪ 㡂⩂ 㫛⮮㧊Ⳇ, ṗṗ ㌂㩚 㠦 㧧㎇♲ Ỗ㌟㔳ὒ 㩲㣎㔳㧊 㫊㨂䞲┺. Tweet 㦮 ⌊㣿 㧊 Ỗ㌟㔳㠦 䙂䞾♮Ⳋ㍲ 㩲㣎㔳㠦⓪ 䙂䞾♮㰖 㞠⓪ ◆㧊䎆⯒ 㑮㰧, 㩖㧻䟊㟒 䞲┺. 3.2. 柢枪癢 橊疪癓燖 GetOldTweets3 ⧒㧊ぢ⩂Ⰲ⓪ Python 䢮ἓ㠦㍲ ㌂㣿 Ṗ⓻䞮┺. GetOldTweets3.manager.TweetCriteria 䞾㑮⯒ ㌂㣿䞮㡂 Ỗ㌟ 䉒Ⰲ Ỗ㌟ ₆Ṛ ❇㦚 ㍺㩫䞲 䤚, GetOldTweets3.manager.TweetManager.getTweets 䞾㑮⯒ ㌂㣿䞮Ⳋ Twitter API ⯒ 䢲㣿䞮㡂 ◆㧊䎆⯒ 㑮㰧䞲 䤚, 㑮㰧 ἆὒ⯒ ♮☢⩺㭖┺. Twitter API ⓪ Ỗ㌟ 䉒Ⰲ⯒ 䐋䟊 ◆㧊䎆⯒ 㣪㼃 㔲 䉒Ⰲ㦮 Ỗ㌟㠊⯒ Tweet 㦮 ⌊㣿㈦ 㞚┞⧒ 㧧㎇㧦ⳛ₢ 㰖 䙂䞾䞮㡂 Ỗ㌟䞮⓪ 䔏㰫㧊 㧞┺. Twitter API ⯒ ㌂ 㣿䞮⓪ GetOldTweets3 ⧒㧊ぢ⩂Ⰲ⯒ 䐋䟊 㑮㰧䞲 ◆ 㧊䎆 㡃㔲 ṯ㦖 䔏㎇㦚 Ṗ㰚┺. 㧊⩝Ợ 㑮㰧♲ ◆㧊䎆⓪ ⽎ 㔲㓺䎲㧊 㤦䞮⓪ ◆㧊 䎆Ṗ 㞚┞⸖⪲, 㿪Ṗ㩗㧎 ◆㧊䎆 Ỗ㯳 㧧㠛㦚 䐋䟊 ⌊㣿㠦 Ỗ㌟㠊Ṗ 䙂䞾♮㰖 㞠⓪ ◆㧊䎆⯒ 㩲Ệ䞮⓪ 㧧㠛㧊 䞚㣪䞮┺. 㩲㣎㠊 㡃㔲 Twitter API 㠦 䙂䞾䞮㡂 㣪㼃䞶 ἓ㤆, 㑮㰧♮㠊㟒 䞶 ◆㧊䎆Ṗ 㩲㣎㔳㧊 䙂䞾♲ 㧧㎇㧦ⳛ㦒 ⪲ 㧎䟊 㑮㰧♮㰖 㞠㦚 㑮 㧞┺. ➆⧒㍲ Ỗ㌟㠊Ⱒ㦒 ⪲ 㧊⬾㠊㰚 䉒Ⰲ⯒ 㧧㎇䞮㡂 ◆㧊䎆⯒ 㑮㰧䞮ἶ, 㧊 䤚 㩲㣎㠊Ṗ 䙂䞾♲ ◆㧊䎆⯒ 㩲Ệ䞮⓪ 㧧㠛㧊 䞚㣪 䞮┺.
(⁎Ⱂ 1) Tweet 㑮㰧 㔲㓺䎲㦮 activity diagram 1. Task Scheduler Ṗ 䋂⪺⩂ 䝚⪲⁎⧾㦚 㔺䟟㔲䋾┺. 2. 㧊㩚㠦 㧧㎇♲ ⪲⁎ 䕢㧒㦚 䐋䟊 Ỗ㌟ 㔲㧧㔲㩦 㦚 䕢㞛䞲┺. 3,4. 䉒Ⰲ 䕢㧒㦚 䟊㍳䞮㡂 Ỗ㌟㠊㢖 㩲㣎㠊 䋺㤢✲ 䂮⯒ Ⱒ✶┺. 5. GetOldTweets3 ⧒㧊ぢ⩂Ⰲ㠦 Ỗ㌟㠊⪲ 㧊⬾㠊㰚 䉒Ⰲ㢖 Ỗ㌟ ₆Ṛ㦚 㰖㩫䞮㡂 ◆㧊䎆⯒ 㑮㰧 㣪㼃䞲 ┺.
6,7. GetOldTweets3 ⧒㧊ぢ⩂Ⰲ⓪ Twitter API 㠦 䟊╏ 䉒Ⰲ⯒ 㩚㏷䞮㡂 ◆㧊䎆⯒ 㑮㰧䞲┺. 8. 㑮㰧♲ ◆㧊䎆⯒ Controller 㠦 ♮☢⩺㭖┺. 9,10. ◆㧊䎆 Ỗ㯳 㧧㠛㦚 䐋䟊 ⌊㣿㠦 Ỗ㌟㠊Ṗ 䙂 䞾♮㰖 㞠Ệ⋮, 㩲㣎㠊Ṗ 䙂䞾♲ ◆㧊䎆⯒ 㩲Ệ䞲┺. 11. 㾲㫛㩗㦒⪲ 㠑㦖 ◆㧊䎆⯒ 㩖㧻䞲┺.
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-2020 온라인 춘계학술발표대회 논문집 제27권 제1호 (-2020. 5)(⁎Ⱂ 2) Tweet 㑮㰧 㔲㓺䎲㦮 sequence diagram
(⁎Ⱂ 2)㠦 ⳛ㔲♲ Crawler 㦮 ⌊ ῂ㫆⓪ (⁎Ⱂ 1) 㦮 activity diagram 㠦㍲ 䚲䡚♲ ⌊㣿ὒ ṯ┺.
㥶㩖Ṗ OS 㦮 Task Scheduler ⯒ ㍺㩫䞮Ⳋ, Crawler ⓪ 㡺㰗 Task Scheduler 㠦 㦮䟊㍲Ⱒ 㔺䟟♮Ⳇ, 㢚㎇♲ ◆ 㧊䎆⓪ User 㠦Ợ 䕢㧒⪲㖾 㩲Ὃ♲┺. 㧊 ὒ㩫㠦㍲ Twitter API Ṗ 㦧╋䞮㰖 㞠㦚 ἓ㤆㠦 ╖䟊 㾲╖ ⚦ ⻞ ₢㰖 㑮㰧㦚 㔲☚䞲┺. 4. 割割笊 愯憛 㤆Ⰲ⓪ ⽎ 㔲㓺䎲㦚 䢲㣿䞮㡂 Twitter 㠦㍲ 䢮ἓ ὖ ⩾ 㠎 㧊 䙂䞾♲ Tweet 㦚 㑮㰧䞮㡖┺. 㑮㰧䞶 䢮ἓ ◆㧊䎆⓪ (⁎Ⱂ 3)ὒ ṯ㧊 3 㫛⮮㦮 ╖ ⮮⪲ ⋮③ 㑮 㧞㦒Ⳇ, 3 㫛㦮 ◆㧊䎆⓪ ┺㔲 15 㫛㦮 ㏢⮮⪲ ⋮⒲┺. (⁎Ⱂ 3) 䢮ἓ◆㧊䎆 ⮮ ṗ ㏢⮮ ◆㧊䎆 㑮㰧㦚 㥚䞲 Ỗ㌟㠊 㩲㣎㠊⓪ 㞚⧮ <䚲 1>ὒ ṯ┺. 㑮㰧䞲 ◆㧊䎆⓪ ╖䞲⹒ῃ 䚲㭖㔲㠦 ➆⧒ Tweet 㧊 㧧㎇♲ ⋶㰲 ⼚⪲ ⋮⒮㠊 csv 䕢㧒 䡫䌲⪲ 㩖㧻♲┺. 4.1. 嵢勾 砒沂 㔲㓺䎲 㨂䕛 䝚⪲⁎⧾ 㔺䟟 㔺䕾 ❇㦮 ㌗䢿㠦 ㍲☚ 㧊㩚 㑮㰧 㔲㩦㠦 㧊㠊㍲ 㑮㰧䞶 㑮 㧞☚⪳, ◆ 㧊䎆 㑮㰧 ㎇Ὃ 㔲 ⪲⁎ 䕢㧒㠦 ◆㧊䎆 㑮㰧 㔲㩦ὒ 㑮㰧 ◆㧊䎆 㫛⮮, 㑮㰧 ₆Ṛ 㩫⽊⯒ ⋾₊┺. 䋂⪺Ⱇ 㔲㓺䎲㦖 䝚⪲⁎⧾ 㔺䟟 㔲㩦Ⱎ┺ ⪲⁎ 䕢㧒㦚 䐋䟊 㧊㩚 㑮㰧 㔲㩦㦒⪲䎆 㧊㠊㍲ ◆㧊䎆⯒ 㑮㰧䞲┺. (⁎Ⱂ 4) ◆㧊䎆 㑮㰧㭧㧎 㔲㓺䎲㦮 UI (⁎Ⱂ 5) 㑮㰧♲ ◆㧊䎆(ⶒ㨂⋲) 5. 冶嵦 ⽎ ⏒ⶎ㠦㍲⓪ Ṗ㧻 ╖䚲㩗㧎 ㏢㎲ ⍺䔎㤢䋂 ㍲゚ 㓺㧎 䔎㥚䎆㦮 ◆㧊䎆⯒ 㧦☯䢪♮㠊 㰖㏣㩗㦒⪲ 㑮㰧 䞮₆ 㥚䞲 㔲㓺䎲㦚 ㍺Ἒ䞮㡖┺. ⁎ 䤚, 䢮ἓ ◆㧊䎆 ⯒ 㑮㰧䞮⓪ Case study ⯒ 䐋䟊 䔎㥚䎆 ◆㧊䎆Ṗ 㩫㌗ 㩗㦒⪲ 㑮㰧♾㦚 䢫㧎䞮㡖┺. 㿪䤚㠦 ◆㧊䎆 㑮㰧 ㏣☚⯒ 䟻㌗㔲䋺₆ 㥚䞲 ⼧⪂ 㑮㰧 㔲㓺䎲ὒ ṯ㦖 ⻫㠦 ╖䞲 㡆ῂ㢖, 㑮㰧♲ ◆ 㧊䎆⯒ Hadoop ὒ ṯ㦖 ╖㣿⨟ ◆㧊䎆 ㍳ 㔲㓺䎲㠦 㩖㧻䞮㡂 ◆㧊䎆 ὖⰂ, ㍳, 㔲ṗ䢪㠦 㓓Ợ 䢲㣿䞶 㑮 㧞☚⪳ 㿪Ṗ 㡆ῂṖ 㑮䟟♲┺Ⳋ 㔲㓺䎲㦮 㢚㎇☚ Ṗ ⏨㞚㰞 ộ㦒⪲ ₆╖♲┺.
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-2020 온라인 춘계학술발표대회 논문집 제27권 제1호 (-2020. 5)<䚲 1> 15 㫛 䢮ἓ ◆㧊䎆 㑮㰧㦚 㥚䞲 Ỗ㌟㠊㢖 㩲㣎㠊 䋺 䋺㤢✲ ỖỖ㌟㠊 㩲㩲㣎㠊 䞮 䞮㻲 䞮㻲㑮㰞 OR 㑮㰞㡺㡒 OR 㥶㡃㡺㡒 OR ⶒ㡺㡒 OR 䞮㻲㥶⨟ OR 䞮㻲㩫゚ OR 䞮㻲 OR Ṳ㻲 OR ☚⧧ OR Ṳ㤎 OR 䞲ṫ OR 㡗㌆ṫ OR ⋯☯ṫ OR ⁞ṫ OR4 ╖ṫ OR 㧊䙂⽊ OR 㡂㭒⽊ OR ṫ㻲⽊ OR 䞾㞞㺓 ⎫⽊OR 㺓⎫䞿㻲⽊ OR ╂㎇⽊ OR ṫ㩫ἶ⪏⽊ OR 䂶ἷ⽊ OR 㿿㭒╦ OR 䣷㎇╦ OR 㞞☯╦ OR 㧚 䞮╦ OR 䞿㻲╦ OR ⋾ṫ╦ OR ⹖㟧╦ OR ῆ㥚╦ OR 䟃╦ OR ╖㼃╦ OR 㣿╊╦ OR ㎂㰚ṫ ╦ OR 㭒㞪╦ OR 㞞╦ OR ⽊⪏╦ OR 㧻䦻╦ OR 㡗㭒╦ OR 㼃䘟╦ OR 䢪㻲╦ OR ᾊ㌆╦ OR 㿮㻲╦ OR 㦮㞪╦ OR 䕪╏╦ OR ☚㞪╦ OR ⽊㎇ṫ╦ OR 㔏㽢⽊ OR ㏢㟧ṫ╦ OR 䞮㻲䢮 ἓ OR 䞮㻲ὖⰂ OR ῂ⹎⽊ OR ⋯┾⽊ OR ㌗㭒⽊ OR ⺇㩲⽊ OR Ὃ㭒⽊ OR ㎎㫛⽊ OR 㭓㌆⽊ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 䢎 䢎㏢ 䢎㑮 OR ─ OR 㩖㑮㰖 OR ㏢䌳 OR 㔋㤦 OR ╊㑮䢎 OR ⹒ⶒ䢎㑮 OR ╊䢎 ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ㌗ ㌗㑮☚ ㌗㑮☚ OR 㑮☭ⶒ OR ㌗㑮ὖ OR ㌗䞮㑮☚ 㩲䛞 OR 䞚䎆 OR ⹎ῃ OR ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ 䞮 䞮㑮☚ 䞮㑮☚ OR 䞮㑮㻮Ⰲ OR 䞮㑮ὖ OR ㌗䞮㑮☚ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR ἶṳ 㰖 㰖䞮㑮 㰖䞮㑮 OR 㞪㑮 ㌳㑮 OR 㻲㡆 OR ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 ⶒ ⶒ㨂⋲ 䢣㑮 OR 䙃㤆 OR 㰧㭧䢎㤆 OR 䞮㻲⻪⧢ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ╖ ╖₆ ╖₆䢮ἓ OR ⹎㎎Ⲓ㰖 OR ⹎Ⲓ OR 䢿㌂ OR ╖₆㡺㡒 OR ╖₆ ⺆㿲 OR ☚⪲ 㨂゚㌆ Ⲓ㰖 OR 㧦☯㹾 ⺆㿲Ṗ㓺 OR 㔺⌊Ὃ₆㰞 OR Ὃ₆㡺㡒 OR ⰺ㡆 OR 㓺⳾⁎ OR 㡺㫊 OR 㥶Ⲓ㰖 OR 㽞 ⹎㎎Ⲓ㰖 OR 䢿㌆䢪ⶒ OR 㰞㏢㌆䢪ⶒ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 䘦 䘦₆ⶒ 䘦₆ⶒ (㦢㔳ⶒ OR OR ㌂㠛㧻 OR ㌳䢲 OR Ị㍺ OR 㧦☯㹾 OR 㰖㩫 OR 㩚₆ OR 㩚㧦 OR ⰺⰓ OR ㏢ṗ OR 㨂䢲㣿 OR 䟊㡃⺆㿲 OR Ṗ㡆㎇ OR 㡆㎇ OR ゚Ṗ㡆㎇ OR 䝢⧒㓺䕇 OR ㌳䢲 OR 㻮Ⰲ) OR 㨂䢲㣿㝆⩞₆ OR 㦢㔳ⶒ㝆⩞₆ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 䢪 䢪䞯ⶒ㰞 䢪䞯ⶒ㰞 OR 䢮ἓ䢎⯊ⴂ OR 䢪䞯㌂ἶ OR 㥶䟊䢪䞯ⶒ㰞 OR 㧪⮮㎇㥶₆㡺㡒ⶒ㰞 OR 䢪䞯㩲䛞㎇ OR 㥶☛ⶒ㰞 OR 㥶䟊ⶒ㰞 ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ₆ ₆㌗⼖䢪 㧒㌂⨟ OR 㧒㫆⨟ OR ṫ㤆⨟ OR 㔋☚ OR 㤊⨟ OR ₆㞫 OR 䛣䟻 OR 䛣㏣ OR ₆㌗⼖䢪 OR ṫ㑮⨟ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ₆ ₆䤚⼖䢪 䞲䕢 OR 䙃㡒 OR Ṗ OR 㰧㭧䢎㤆 OR 㰖ῂ㡾☚ OR 䟊㑮Ⳋ OR 㡾⋲䢪 OR ╖₆䢒䌗☚ OR 㡺 㫊䂋 OR 㠮┞ OR ⧒┞⌦ OR 䛣䤚 OR ₆㡾⼖䢪 OR ṫ㑮⨟⼖䢪 OR ₆䤚⼖䢪 OR 䙃㍺ OR 㡾 㔺Ṗ㓺 OR 㡾㔺䣾ὒ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 㰖 㰖㰞 㰖㰞 OR 㰖䂋 OR 㰖㰞㨂䟊 OR 㰖㰞䞯 OR ὧⶒ㧦㤦 OR 䟊㩖㰖㰞 OR 䟊㩖ὧⶒ OR ㍳㥶㧦㤦 OR ㌆㌂䌲 OR 㰖㡊 OR 㰖㰞㧦㤦 OR 㰖㰞☚ OR 㰖㰚 OR ῃ䏶㰖㰞 OR ㍳㥶䟊㩖 OR 㰖 ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 㰖 㰖䡫 ἓ㌂㰖 OR 㰖䚲Ⳋ OR 㰖䡫Ὴἷ OR 㰖䡫ἓ㌂☚ OR 㰖䡫䚲ἶ OR 㰖䡫 OR 㞓䋂䢖 OR 㰖䡫☚ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ 䏶 䏶㟧 䏶㟧 OR 䏶㟧㡺㡒 OR 䏶㟧䢮ἓ OR ㎇㑯䏶 ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ㌳ ㌳䌲Ἒ ㌳䌲䢮ἓ OR ㌳䌲ὖὧ OR 㧦㡆⽋㤦 OR ㌳䌲㍲゚㓺 OR ㌳䌲Ἒ䕢ᾊ OR ῃⰓ㔋㰖 OR 䢮ἓ㡗䟻䘟 Ṗ OR ㌳ⶒἚ ⰺⰺ OR 䒂㠊 OR 㡂䟟 OR ὖὧ OR ✲⧒㧊ぢ OR ⰱ㰧 OR 䗲㎮ OR 㩚㤦㭒䌳 OR 㠛㼊 OR Ṗ⽒Ⱒ䞲Ὁ ٻ ٻ 焾処怾竒
[1] A. Bhardwaj, R. Singh, V. Deep and P. Sharma, BDT3V — A Technique for Big Data Testing considering 3V’s, 2018 Second International Conference on Green Computing and Internet of Things (ICGCIoT), Bangalore, India, 2018, pp. 222-225.
[2] Byun, C., Kim, Y., Lee, H., & Kim, K. K. Automated Twitter data collecting tool and case study with rule-based analysis. In Proceedings of the 14th International Conference on Information Integration and Web-based Applications & Services, Bali Indonesia, December 2012, pp. 196-204. [3] 㾲⹒㍳. 䣾㥾㩗㧎 䔎㥭 ㍳ 㔲㓺䎲 ㍺Ἒ ῂ䡚
⻫. Journal of Digital Convergence, 13(2), pp. 43-50, 2015
[4] 䞮㔏☚, ㍶☯㎇, 㧊䟊㭖, 㧊㌗ῂ. ╖䢪 Ⱖ䂮 ῂ㿫 㦚 㥚䞲 㥏 䋂⪺⩂ ₆ ╖䢪 㑮㰧₆. 䞲ῃ㩫⽊ὒ 䞯䣢 䞯㑶䚲⏒ⶎ㰧, pp. 334-336, 2016
[5] Twitter, Inc. “Overview — Twitter Developers”, 2020, https://developer.twitter.com/en/docs/tweets/search/overv iew
[6] PyPI, “GetOldTweets3 · PyPI”. 2020, https://pypi.org/project/GetOldTweets3/
