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데이터분석Python
[데이터 분석] 대전광역시 지하철 시간대별 승하차 추이 분석
Python을 활용해 대전광역시 지하철 사용 추이 데이터 분석하기!
Chae-hyeon Kim
![[교안 제작] 내가 좋아하는 연예인 수상소감 시각화로 확인하기](https://prod-files-secure.s3.us-west-2.amazonaws.com/9a037965-1136-4fe0-bfa2-fa033f395a94/4a77eff9-8293-4049-b486-2b1531ff2193/%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA_2025-09-21_%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE_4.12.50.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=ASIAZI2LB466ZYF3BYV4%2F20251025%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20251025T142637Z&X-Amz-Expires=3600&X-Amz-Security-Token=IQoJb3JpZ2luX2VjELz%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJHMEUCIQCiEEJIERKxROvQtmiEMfsEYRUBtrLjQJFFi3cMb3l6YAIgNOKqnTQuAD5RjbO5b9Dl7GsMMsd1FJOX3ezdKrtTC68q%2FwMIdRAAGgw2Mzc0MjMxODM4MDUiDPa0cd43Hrd1rHqTZircA5El6go0UrpkHlED%2BJipoWhynkix4sRcN1i7vuYqtEHC%2BKqQR68Z2du8%2F8frpHGm6Bq6ZaKef3Ixd%2B50%2FAvxpy1FR6HCJYJSd%2FdYaF%2FoPSE7b9qXKLv8P6FK5ND6PHFh5nzgxhMnqB%2Fn4ztnVH0cOB6h8lXkQ5UyUWxKcrCrwkaMo8jMcgoBkvQ24AjRpk6sSxpVjCMt83E%2FxJCQMXib0DePRO%2BEDdC40t92gWs4oHhlrJBQ8ZUtHTqDiFwDa7cZ%2FDa7%2BhU4ZOtB8L3QuTnxTHnKlmahOvC9q89TW6uLvlyvNIlY4CJ5bnuVJxSFpys3ki4wZGf7mawv87XgHRBBu9oOE1ICIEG9c%2FIkdQxZQ2Wt1VHyGrvsT6rcW9dtfHyoCxEHfDB%2FmAVD8kwOlNWIPEH%2FpDkchsu9EtnEPS3w9YayE7b3gkkUgGccIU%2B6aicQWkE7VlbILzYifMNmtQ6vzq39TkT3RintD8bLteZ4nmMGU%2BVRMwQF9LyQznwSiY5xSCKq141VmLRC82S9TD1hqo8v1wARFjZjzmlV%2FjcOsgIx1knhaC7iFcGf2YhrkPPn3LmTWVRRILzf1mbnCDciGAMlL8r41maNu1VItxWM9R15on4KGz6Qf0TzZDadMObs8scGOqUBFBrtqBdV%2BiiIQtew0GzX0sOL067GOF%2FMvRUw2K20SdNzQydgMY3Qmx2We%2FLoskdodSo7kltI4cF3yROhhOtFKV4bsY7n%2B9%2FrB69rwbcnycaSLWxTftV0tWgY2YeH9kzn71uHFF8bhQcU7fXoJ9%2FsYMx0PZ1TDfl%2BvqBHuqpCNu%2BRco48oIhg63nPmMAFNOF6iSshI0XBlO06q0pi5slSiX1m%2Bip9&X-Amz-Signature=81a5a6034aefbdc6d9d3841aa6b301a5d85a0fb570a2ae65bfdc2d817e0c0a90&X-Amz-SignedHeaders=host&x-amz-checksum-mode=ENABLED&x-id=GetObject)
데이터분석Python교안제작
[교안 제작] 내가 좋아하는 연예인 수상소감 시각화로 확인하기
수상소감 데이터 텍스트 마이닝 및 시각화
Chae-hyeon Kim
![[교안 제작] 데이터로 찾은 최고의 포켓몬은 누구?](https://prod-files-secure.s3.us-west-2.amazonaws.com/9a037965-1136-4fe0-bfa2-fa033f395a94/e06746dd-a768-4397-bafe-d16e53119e72/%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA_2025-09-21_%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE_3.45.15.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=ASIAZI2LB466ZYF3BYV4%2F20251025%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20251025T142637Z&X-Amz-Expires=3600&X-Amz-Security-Token=IQoJb3JpZ2luX2VjELz%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJHMEUCIQCiEEJIERKxROvQtmiEMfsEYRUBtrLjQJFFi3cMb3l6YAIgNOKqnTQuAD5RjbO5b9Dl7GsMMsd1FJOX3ezdKrtTC68q%2FwMIdRAAGgw2Mzc0MjMxODM4MDUiDPa0cd43Hrd1rHqTZircA5El6go0UrpkHlED%2BJipoWhynkix4sRcN1i7vuYqtEHC%2BKqQR68Z2du8%2F8frpHGm6Bq6ZaKef3Ixd%2B50%2FAvxpy1FR6HCJYJSd%2FdYaF%2FoPSE7b9qXKLv8P6FK5ND6PHFh5nzgxhMnqB%2Fn4ztnVH0cOB6h8lXkQ5UyUWxKcrCrwkaMo8jMcgoBkvQ24AjRpk6sSxpVjCMt83E%2FxJCQMXib0DePRO%2BEDdC40t92gWs4oHhlrJBQ8ZUtHTqDiFwDa7cZ%2FDa7%2BhU4ZOtB8L3QuTnxTHnKlmahOvC9q89TW6uLvlyvNIlY4CJ5bnuVJxSFpys3ki4wZGf7mawv87XgHRBBu9oOE1ICIEG9c%2FIkdQxZQ2Wt1VHyGrvsT6rcW9dtfHyoCxEHfDB%2FmAVD8kwOlNWIPEH%2FpDkchsu9EtnEPS3w9YayE7b3gkkUgGccIU%2B6aicQWkE7VlbILzYifMNmtQ6vzq39TkT3RintD8bLteZ4nmMGU%2BVRMwQF9LyQznwSiY5xSCKq141VmLRC82S9TD1hqo8v1wARFjZjzmlV%2FjcOsgIx1knhaC7iFcGf2YhrkPPn3LmTWVRRILzf1mbnCDciGAMlL8r41maNu1VItxWM9R15on4KGz6Qf0TzZDadMObs8scGOqUBFBrtqBdV%2BiiIQtew0GzX0sOL067GOF%2FMvRUw2K20SdNzQydgMY3Qmx2We%2FLoskdodSo7kltI4cF3yROhhOtFKV4bsY7n%2B9%2FrB69rwbcnycaSLWxTftV0tWgY2YeH9kzn71uHFF8bhQcU7fXoJ9%2FsYMx0PZ1TDfl%2BvqBHuqpCNu%2BRco48oIhg63nPmMAFNOF6iSshI0XBlO06q0pi5slSiX1m%2Bip9&X-Amz-Signature=f70911c363b3588f874e19622e07bb8bb0b6f91a2d3bffe17bdce62afe8bf5f9&X-Amz-SignedHeaders=host&x-amz-checksum-mode=ENABLED&x-id=GetObject)
데이터분석Python교안제작
[교안 제작] 데이터로 찾은 최고의 포켓몬은 누구?
청소년 대상 데이터 분석 강의를 위해 코드 작업 및 강의안을 제작
Chae-hyeon Kim
![[교안 제작] 내가 좋아하는 유튜브 영상 댓글 수집하고 한눈에 보기!](https://prod-files-secure.s3.us-west-2.amazonaws.com/9a037965-1136-4fe0-bfa2-fa033f395a94/b76b0375-039e-4010-b831-1e3aac929ab5/%E1%84%89%E1%85%B3%E1%84%8F%E1%85%B3%E1%84%85%E1%85%B5%E1%86%AB%E1%84%89%E1%85%A3%E1%86%BA_2025-09-21_%E1%84%8B%E1%85%A9%E1%84%92%E1%85%AE_5.10.41.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=ASIAZI2LB466ZYF3BYV4%2F20251025%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20251025T142637Z&X-Amz-Expires=3600&X-Amz-Security-Token=IQoJb3JpZ2luX2VjELz%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJHMEUCIQCiEEJIERKxROvQtmiEMfsEYRUBtrLjQJFFi3cMb3l6YAIgNOKqnTQuAD5RjbO5b9Dl7GsMMsd1FJOX3ezdKrtTC68q%2FwMIdRAAGgw2Mzc0MjMxODM4MDUiDPa0cd43Hrd1rHqTZircA5El6go0UrpkHlED%2BJipoWhynkix4sRcN1i7vuYqtEHC%2BKqQR68Z2du8%2F8frpHGm6Bq6ZaKef3Ixd%2B50%2FAvxpy1FR6HCJYJSd%2FdYaF%2FoPSE7b9qXKLv8P6FK5ND6PHFh5nzgxhMnqB%2Fn4ztnVH0cOB6h8lXkQ5UyUWxKcrCrwkaMo8jMcgoBkvQ24AjRpk6sSxpVjCMt83E%2FxJCQMXib0DePRO%2BEDdC40t92gWs4oHhlrJBQ8ZUtHTqDiFwDa7cZ%2FDa7%2BhU4ZOtB8L3QuTnxTHnKlmahOvC9q89TW6uLvlyvNIlY4CJ5bnuVJxSFpys3ki4wZGf7mawv87XgHRBBu9oOE1ICIEG9c%2FIkdQxZQ2Wt1VHyGrvsT6rcW9dtfHyoCxEHfDB%2FmAVD8kwOlNWIPEH%2FpDkchsu9EtnEPS3w9YayE7b3gkkUgGccIU%2B6aicQWkE7VlbILzYifMNmtQ6vzq39TkT3RintD8bLteZ4nmMGU%2BVRMwQF9LyQznwSiY5xSCKq141VmLRC82S9TD1hqo8v1wARFjZjzmlV%2FjcOsgIx1knhaC7iFcGf2YhrkPPn3LmTWVRRILzf1mbnCDciGAMlL8r41maNu1VItxWM9R15on4KGz6Qf0TzZDadMObs8scGOqUBFBrtqBdV%2BiiIQtew0GzX0sOL067GOF%2FMvRUw2K20SdNzQydgMY3Qmx2We%2FLoskdodSo7kltI4cF3yROhhOtFKV4bsY7n%2B9%2FrB69rwbcnycaSLWxTftV0tWgY2YeH9kzn71uHFF8bhQcU7fXoJ9%2FsYMx0PZ1TDfl%2BvqBHuqpCNu%2BRco48oIhg63nPmMAFNOF6iSshI0XBlO06q0pi5slSiX1m%2Bip9&X-Amz-Signature=5c8aea8b3d5b0d464acec22543d59438fdabea1bb0bde178c595efdadd0a6608&X-Amz-SignedHeaders=host&x-amz-checksum-mode=ENABLED&x-id=GetObject)
데이터분석Python교안제작
[교안 제작] 내가 좋아하는 유튜브 영상 댓글 수집하고 한눈에 보기!
크롤링과 워드클라우드로 댓글 한눈에 보기!
Chae-hyeon Kim