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[Week1] ???????? ???????? ?????? bm

  • 3. 2 What¡¯s a data ???? ???? ???? ?????? Data
  • 4. Data ¡ú Information ¡ú Knowledge ? Wisdom Data ¡ú
  • 7. ¡°Data is not Information, Information is not Knowledge Knowledge is not Understanding Understanding is not Wisdom¡± -Cliford Stoll- ¡°Knowing yourself is the beginning of all wisdom¡± -Aristotle- Data
  • 9. 3.How can we get the data ??? ??? ???? ???? Data
  • 10. ???? ?? ???? ??? Data ??? ????? ???? ????? ??? ???????? ??? ?????
  • 11. ???? ???? ??, ?????? ?? ??? Data ¡°???? ? ???!¡± ¡°??? ?? ???? ??? ????¡± ¡°??? ????? ?? ????¡±
  • 13. ??? ???? ?? ?? Data Download API Requirement Crawling / Scraping
  • 15. ????
  • 16. Data ???? ???????(?????, ?????)?? ?? ???, ????, ???, ???? ????? ???? ??? ?? ????? ?????? ?? ???? ?????? ?? ? ???? ????? ????? ????? ?? ?????? ????? ?? ?? ??? ??? ?? ?? ???, ??, ??, ??? ??? ???? (API ??X) ???? http://stat.seoul.go.kr/
  • 17. ?? ?? ??? ??
  • 18. Data ?? ?? ??? ??, http://data.seoul.go.kr/ ???? ???? 3.0? ?? ????? ??? ?? ??? ?? ??? ??? ??? ??? ???? ??? ?? ??? ???? ? ?????? ???? ? OPEN API ?? ??? ??? ????? ???? ???? ?? ??? ? ??? ???? ?? ?????? ? ??? ?SHEET(2,627) ?? API(2,638) ??? ?? ??? ?? ??? ??? d3.js? ?? ???? ??????, ???? ??
  • 20. Data ????? ????, ????? ?? ?? ??? ???? ??? ???? ??? ?? ?FILE DATA, OPEN API, VISUAL? ?? ????? ?? ???? UI? UX? ??? ????? ??? ?? ?csv, json, rdf, xls, xml, openAPI ?? ??? ???? ?? ??? ??? ???? ??? ??? ?? ?interactive chart? ?? ?? ?? ???? ?? ????? ?? ??. ???? ??? ?? ??? ?? ???? ?? ?API ??(1,620) SHEET(11,834) ??? ?? ??? ?? ???????, https://www.data.go.kr/#/L21haW4=
  • 22. Data ?????? ?? ??? 200? ? ??? ???? ?? ?? ??? ?? 700??? ??????? ?? ?????, ??? ?? IMF, Worldbank, OECD ?? ?? ??? ?? ?csv, , json, xml, excel, txt, SDMX, txt ??? ?? ??????, http://kosis.kr/
  • 24. Data ???3.0? ?? ??? ??? ??? ?? ?????? ??? ???? ?????? ???, ???, ???? ??? ??? ??? ??? ??? ???? ??? ??? ??? ???? ?? ??? ?Beta ??? ?? ? ????? ???? ???? ???? ??? ?? ?CSV ?? ??? ??? ?? ?? ???? ??? ???? ??? ? ? ?? (http://info.gg.go.kr/gg/site/main/info.do) ??? ????? ????, http://data.gg.go.kr/
  • 25. Data
  • 27. OECD
  • 29. UCI
  • 33. 4 Data Designer ???? ???? ??? ????? ????? Data
  • 36. ¡°???? ?? ????? ??? ??? ???? ?? ???? ??¡± Data
  • 37. 5.??? ??? ?? ???? ??? ? ?? ???? ???? Data
  • 38. ????? ?? ? ?? ???, ??? ?? ???? ?? ????? ??? ??? ??? ??? ???? ??? ?? ???? (??) ????? ?? ??? ???? (????) ??? ?? ??? ??? ??? ??? ??? ?? - Module2 section4 ?? ? ????? ??? ??? ?? ????? ?? (????) ? ?????? ??? ??? (????) ? ??, ??????, ??? (?? ?? ??)
  • 39. ?? ????? ??? ??? ?? ??? ???? ??? ?? ???? ? ???? ???? ?? ? ?? ?? ??? ?? ? ?? 3.0 ??? ?? ?? ??? ???? ? ???? ?? ? ????? ?? ?????? ? ?????????? ? ?????????????? ? ???????? ????? ?? ??? ????. ??? ? ? ???? ?? ? ?? ? ?????? ? ??? ? ???? ??? ??? ???! ? ????? ?????? ?? ????? ??. ??? ?? ? ?????? ??? ???. ?????. ??? ??? ?? - ??? ?? ??? ??
  • 40. ?? ? ???? ??? ?? ??? ??? ??? ???? ???? ?? ? ??? ??? ??
  • 41. ?? ? ???? ??? ?? ??? ??? ??? ???? ???? ?? ? ??? ??? ?? ? ???? ???? ?????? ???
  • 42. 1. ¡®??????¡¯? ??? ?? 2. ¡®??? ? ?? ??¡¯ 3. ????? ??? ??? ????? ?? 4. ???? ??? ???? ??? ?? 5. ??? ???? ? ???? ?? ??? ??? ?? ????? ????? ??
  • 43. ??? ??? ?? ? ?? ???? ??? ??? ???? ??? ??? ?? ??? ??? ??? ? ??? ??? ?? ? ???? ?? ? 1950?? ?? ??? ????? ??? ?? ??? ????? ?? ??? ??? ????? ?? ?? ¡®? ?? ??¡¯? ????. ??? ??? ?? ? ??? ??? ???? ??? ???? ?? ? ?? ??? ??? ??? ???? ? ??? ??. ????? ? ?? ?? ?? ????? ??? ??? ??? ?????(Freedom of Information Act of 1966)? ????. ? ???? ? ??? ???? ? ? ??? ??? ???? ?? ??? ??? ??? ???? ?? ???? ??? ??? ????. ? ??? ??? ??? ?? ??? ??? ??? ? ? ?? ???? ?? ? ??? ??? ?? ?? ? ??? ???? ??? ??? ?? ?? ? ? ??? ??? ???? ?? ???? ???? ?? ?? ?? ??? ?? - ???? ??? ?? ????
  • 44. ????? ??? ???? ?? ?? ? ? ?? ??? ??? ?? - ??? ???? 10?? ??
  • 45. ????? ??? ?? ???? ??????? ?? ???, ??? ??? ??? ?? - ? ?? ?? ??? ??? ??? ??? ????? ????? ?????? ? ??, ??? ? 2.0 ??, ??, ??, ??? ???? ??? ??? ??? ?? ???? ?? ??
  • 46. ? ?? ?? ???? ??? ??? ??
  • 47. ??? ??? ?? ¡®??3.0¡¯ ?? ?? <?? : ??3.0 ???? ?? ??> 1400? ????? 3.0 ?????? ??? ??? ?
  • 48. ??? ??? ?? - ?? ???(??, ??, ??)? ?? ???? ???? ??(????), ??(????, ????), ??(????, ??????) ?? ?? ??? ??? ?, ???, ????, ??, ???-????, ?????? ??? ? ?? ?? ??? ???? ????? ??? ????? ??? ??, ????, ????, ????, ??? ??, ??? ? ???, ??, ??, ??? ??, ???? ?? ?? ? 8??? ??(9?), ??(11?), ??(6?) ? ???? ??? ?? ???? ???? (??+??) ????(10?+10?)? ??(20?+10?), ??(20?+10?) ??(30?+30?+????) ? ????? ?? ?? ????? ??(11) 90.7%, ??(11) 93%(74.6%), ??(10) 97.5%? ???? ??? ??? ?? ???? ? ??? ??? ??? 74.6%? ????, ??? ??? ???? 4.6%(??? 69%)? ?? ? ?? ? ??? ?? ??? ??? ???? ??? ?? ????? ???? ?? ?? ?? ?? ???? ??? ??(??, ?? ???), ??(??, ??, ????), ??(??? ??? ??) ?? ?? ??? ?? ???(A4 1?? 50?) ? ?? ??? ?? ???? ??? ????? ?? ???????(www.open.go.kr)? ???? ????-> ?? -> ????-> ??? ?? -> ?? ? ???? ???? ????? ??? ?? ??? ????? ???? ????? ???? ??? ????? ????? ??, ??(? ?9?)?? ?? ? ??? ? ???? ??? ??? ??? ??? ?? ??
  • 51. ?? A???? 57? ??? ??? ?? ? ????, ??? ??? ? ?? 9?? ????. ??? ??? ??? ??? ¡®??? ? ??¡¯, ¡®?? ?? ??¡¯ ? ????? ??? ? ?? ?? ???? ????. ? ? ??? 37? ??? ?? ??? ? ???? ???? ?? ????? ?? ??? ????. 11? ??? ? ? ??? ???? ???. ¡®?? ? ??? ???? ? ????¡¯, ¡®?? ? ????(CC)TV ????¡¯ ? ? ???? ??? ??? ??? ? ? ?? ??? ??? ? ? ???.
  • 52. ??? ????? ¡°????? ???, 69? ???? ??? ?? ?? ? ??? ??????? ???? ?? ???? ? ???? ?? ??¡±? ¡°??? ???? ??? ??? ??? ???? ??? ?? ?? ? ? ?¡±? ???.
  • 55. ????? ?? ??? ??? ??? ??? ? ? ?? ???? ???? ?? ? ?? ??? ???? ??? ?? ?? ?? ?? ??? ??? ??? ?????? ?? ? ? ?? ??? ??? ???? ?? ????? ??? ?? ?? ???? ???? ? ? ??(????? ??), ??, ??, ??, ???, ???? ? ? ?? ?? ??? ?? ?? ??? ?? ??? ??, ? ??? ???? ??, ?????? ?? ?? ?? ??? ?????? ??? ??, ??? ?? ??, ???? ?? ????, ??? ???? ????? ??????? ?????? ???, ??? ??? ??? ?? - ?????? (?????? ?? ? ?? ???? ?? ??) ????? ?? ?? ?? ?? ??
  • 56. ????????(NIA)? ?? 12? ??? '???? ????? ?? ? ?? ???? ??'? ??? ???? ??? ??? SNS ???? ?? ?? ?? ??? '???'? ? ?? ???? ??? ???. ??? ?? ???? ?????? "????? ????? ???? ?? ??? ? ???? ??? ? ? ?? ???? ??? ??"? "??? ????? ?? ??? ??? ??? ???? ????? ??? ? ??? ??? ?? ? ??, ?????? ??, ??? ??? ? ??? ??? ??? ?? ??? ????"? ??????. ??? ???? ?? ???? ?? ??? ??? ???????? ? ??? ??? ???? ?? ?? '???? ?????? ?????'? ?????. ? ?????? ????? ?? ??? ??? ??? ???? ??? ?? ??? ???? ??(3?, 4?, 5?, 10?)? ???? ??, ???? ? ??? ?? ?? ? ???? ??? ???? ??? ?? ? ??, ? ?, ??, ????? ???? ????. ?? ???? ?? ???? ????? ??? ? ??, ?? ????? ???? ???? ??? ??? ?? ???? ? ??? ???? ?? ??? ??? ??? ???, ??? ????? ???? ??? ??? ???. ??? ???? ??? ???? ?? ?? ?? ?? ??? ?? ????.
  • 57. ????? ??????? ?? ?????? ??? ?? ???? ? ??? ?? ?? ?? ?? ? ??? ???? ? ??? ??? ????, ???, ???, ??? ???? ???? ??? ?????? ???? ?? ??? ?? ? ???? ??? ??? ?? ????? ??? ??? ???? ?? ???????? ? ????? ??, ???? ??? ??? ???? ?? ?????? ??? ????? ??? ???? ? ??? ???? ????? ?? ??? ??. ?????? ??? ??? ??? ???? ???? ??? ? ???, ?????? ??? ??? ??? ????? ? ?? ? ???? ????? ???? ? ? ???? ????? ???? ??? ?? ???? ???? ??? ?? ??? ???? ???, ?? ????? ????? ??? ???? ??? ???? ???? ???? ? ??, ?? ?? ???? ???? ??? ????? ??? ??? ??? ?????? ??? ?? ??? ???? ???. ??????????? ??? ????? ??? ? ? ? ????????????? ???? ??? ? ?? ??? ??? ?? - ?????? (?????? ?? ? ?? ???? ?? ??) ????? ????? ? ? ????? ??? ??? ?? ??? ???
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  • 73. ? ???? ? ?? ?? ? ???? -> ???? ? ???? -> ???? ? ???? -> ???? -> ???? ?????? ? ¡®????¡¯, ¡®????¡¯, ¡®????¡¯ ? ??? ???? ??? ? ?? ??? ??? ??
  • 74. ?? ?? ?? ?? ???? ?? ?? ?? ????? (no backfire?) ??? ?? ¡®? ??¡¯ ??? ?? ?? (??? ??) ?? ?? ???? ????? ????? ??? ??? ?? ??? ?????? ???? ??? ????? ???????(??)
  • 76. ???? ?? ??? ??? ??? ?? ?????? ?? ???? ???? ???? ?? ??? ?? ??? ???? ?? ??? ??? ??? ??? ?? ???????? ???? ??, ???? ???? ?? ??? ?? IT ???? ??? ???? ??? ?? ?? ???? ?? ??? ??? ?? - ????? ??, ??? ????
  • 77. ??? ??? ?? ??? ?? ??3.0 ??? ?? ?? ?? ??? ? ??? ? ??? ?? ?? '??3.0' ?? ???? ???? ??? ??¡­??3.0 ????? ?????? ??, ??? ??? ? ???? "???? ??? ?? ?? ??? ? ??3.0 ??? ??? ??? ??? ?? ??? ????? ?? ?? ? ?????, ?? ??(?????)? ??? ??? ????? ????? ??? ??? ????? ?(??3.0 ? ? ??)? ??? ?? ??? ? ?"??? ????. ? ??3.0 ??? ?? ?? ??? ?? ??. ?? 1? ?????? '2014 ????????'? ?? ??3.0 ?? ??? ?? ??? ???? ???. ???? "???? ????, ??? ????? ?????? ?? ??, ???? ?? ??? ?? ????? ???"? ??, ??? '?? ??'? ????. ???? ???? ?? ??. ???? ??? ??? ????? ?? ?? ?? ?? ???? ????? ???? ? ?? ??? ??? ????? ?? ??? ??? ??? ????. ?? ?? ??? ???? ???? ???? ??, ??, ????? ????? ???? ??? ???? '?????'? ?? ???? ??. ?? ?? ?????? ? ?? ?? ???? ??? ????? ?? ????? ??? ?? ???? ???? ??? ???? ??? ??? ?? ?. ?? ??? ???? ????? ??? ??? ? ?? '????(??)' ??? ??
  • 79. ????? ?? ???? ???? ???? ?? ??-???? ? ???? ??? ?? ?? ??? ?? ??. ? ???? "?? ?? ? ??? ?? ??? ???????????? ???? ?? ???? ??? ? ????? ?? ??? ?? ??"??? ?? ??? ?? ??3.0 ??? ?? ????? ??? ????? ???? ??? ?? ???? 5.19%? ????. ?? ??? ???? 2.1%? ?? ???? ? ? ?? ?? ???. ??? ??????(DB) ??? ??? ?? ? ???? ???? ??? ??? ??? 9.81%? 1400? ????? ???? ???? ????. ??? ???? ?? ???? ?? ??? ????? ? ? ?? ?? ????? ??, ??? ????? ??? ??? ??? ??? ??? ?????? ??, ???? ?? ???? ???? ????? ???? ? ?. ??? ?? ??? ? ??? ?? ???? ?? ??????? ????? ??????? ??.? ? ?? ??? ???????????????????? ?? ???? ??. ??? ????? ?? ??? ? ?? ???? ??. ??? ??? ????, ??? ??? ???? ??. ???? ??? ????? ?? ?? ??. ??? ??? ?(??) ??? ??? ??
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