diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2018_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2018_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 12fda53..6aa3056 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2018_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2018_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,41 +1,48 @@
-년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
-18,,데이터사이언스학과,1,전문교양,인증필수,대학생활과진로설계1,1,0
-18,,데이터사이언스학과,2,전문교양,인증필수,서양철학:쟁점과토론,2,0
-18,,데이터사이언스학과,1,전문교양,인증필수,세종사회봉사1,1,0
-18,,데이터사이언스학과,2,BSM,BSM,공업수학1,3,0
-18,,데이터사이언스학과,1,전문교양,인증선택,고급프로그래밍입문-P,3,0
-18,,데이터사이언스학과,2,전공,인증필수,고급C프로그래밍및실습,4,1
-18,,데이터사이언스학과,1,BSM,BSM,일변수미적분학,3,0
-18,,데이터사이언스학과,2,전공,인증필수,공학설계기초 (산학프로젝트입문),3,3
-18,,데이터사이언스학과,1,BSM,BSM,일반물리학및실험 1,3,0
-18,,데이터사이언스학과,1,전공,인증필수,C프로그래밍및실습,4,0
-18,,데이터사이언스학과,1,전공,인증필수,자료구조및실습,4,0
-18,,데이터사이언스학과,2,전문교양,인증선택,세계사:인간과문명,3,0
-18,,데이터사이언스학과,1,전공,인증필수,데이터분석개론,3,0
-18,,데이터사이언스학과,2,전공,인증필수,알고리즘및실습,4,0
-18,,데이터사이언스학과,1,전공,인증선택,디지털시스템,3,1
-18,,데이터사이언스학과,2,전공,인증필수,컴퓨터구조론,3,0
-18,,데이터사이언스학과,1,BSM,BSM,확률통계및프로그래밍,3,0
-18,,데이터사이언스학과,2,전공,인증선택,문제해결및실습:JAVA,3,1
-18,,데이터사이언스학과,1,전공,인증선택,문제해결및실습:C++,3,1
-18,,데이터사이언스학과,2,BSM,BSM,수치해석,3,0
-18,,데이터사이언스학과,1,전공,인증선택,웹프로그래밍,3,0
-18,,데이터사이언스학과,1,전공,인증필수,운영체제,3,0
-18,,데이터사이언스학과,2,전공,인증필수,기계학습,3,0
-18,,데이터사이언스학과,1,전공,인증필수,오픈소스sw개론,3,0
-18,,데이터사이언스학과,2,BSM,BSM,선형대수및프로그래밍,3,0
-18,,데이터사이언스학과,1,전공,인증선택,데이터베이스,3,1
-18,,데이터사이언스학과,2,전공,인증선택,데이터시각화,3,0
-18,,데이터사이언스학과,1,전공,인증선택,컴퓨터그래픽스,3,1
-18,,데이터사이언스학과,2,전공,인증선택,Unix프로그래밍,3,1
-18,,데이터사이언스학과,1,전공,인증선택,비즈니스 인텔리전스,3,0
-18,,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습1,3,0
-18,,데이터사이언스학과,1,전공,인증선택,졸업연구 및 진로 1,1,0
-18,,데이터사이언스학과,2,전공,인증선택,인턴십,3,0
-18,,데이터사이언스학과,1,전공,인증선택,대용량데이터 처리개론,3,0
-18,,데이터사이언스학과,2,전공,인증선택,특허와창업,3,0
-18,,데이터사이언스학과,1,전공,인증선택,텍스트마이닝,3,0
-18,,데이터사이언스학과,2,전공,인증선택,의사결정 모델링,3,0
-18,,데이터사이언스학과,1,전공,인증선택,데이터문제해결및실습2,3,1
-18,,데이터사이언스학과,2,전공,인증선택,데이터기반인공지능,3,0
-18,,데이터사이언스학과,2,전공,인증선택,데이터보안,3,0
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
+18,1,데이터사이언스학과,1,전문교양,인필,문제해결을위한글쓰기와발표,3,0
+18,1,데이터사이언스학과,2,전문교양,인필,English Listening Practice 1,2,0
+18,1,데이터사이언스학과,1,전문교양,인필,대학생활과진로설계1,1,0
+18,1,데이터사이언스학과,2,전문교양,인필,서양철학:쟁점과토론,2,0
+18,1,데이터사이언스학과,1,전문교양,인필,세종사회봉사1,1,0
+18,1,데이터사이언스학과,2,BSM,BSM,공업수학1,3,0
+18,1,데이터사이언스학과,1,전문교양,인선,고급프로그래밍입문-P,3,0
+18,1,데이터사이언스학과,2,전공,인필,고급C프로그래밍및실습,4,1
+18,1,데이터사이언스학과,1,BSM,BSM,일변수미적분학,3,0
+18,1,데이터사이언스학과,2,전공,인필,공학설계기초 (산학프로젝트입문),3,3
+18,1,데이터사이언스학과,1,BSM,BSM,일반물리학및실험 1,3,0
+18,1,데이터사이언스학과,1,전공,인필,C프로그래밍및실습,4,0
+18,2,데이터사이언스학과,1,전문교양,인필,English Reading Practice 1,2,0
+18,2,데이터사이언스학과,2,전문교양,인필,English Reading Practice 2,2,0
+18,2,데이터사이언스학과,1,전공,인필,자료구조및실습,4,0
+18,2,데이터사이언스학과,2,전문교양,인선,세계사:인간과문명,3,0
+18,2,데이터사이언스학과,1,전공,인필,데이터분석개론,3,0
+18,2,데이터사이언스학과,2,전공,인필,알고리즘및실습,4,0
+18,2,데이터사이언스학과,1,전공,인선,디지털시스템,3,1
+18,2,데이터사이언스학과,2,전공,인필,컴퓨터구조론,3,0
+18,2,데이터사이언스학과,1,BSM,BSM,확률통계및프로그래밍,3,0
+18,2,데이터사이언스학과,2,전공,인선,문제해결및실습:JAVA,3,1
+18,2,데이터사이언스학과,1,전공,인선,문제해결및실습:C++,3,1
+18,2,데이터사이언스학과,2,BSM,BSM,수치해석,3,0
+18,2,데이터사이언스학과,1,전공,인선,웹프로그래밍,3,0
+18,3,데이터사이언스학과,1,전문교양,인필,Technical Writing 기초,2,0
+18,3,데이터사이언스학과,1,전공,인필,운영체제,3,0
+18,3,데이터사이언스학과,2,전공,인필,기계학습,3,0
+18,3,데이터사이언스학과,1,전공,인필,오픈소스sw개론,3,0
+18,3,데이터사이언스학과,2,BSM,BSM,선형대수및프로그래밍,3,0
+18,3,데이터사이언스학과,1,전공,인선,데이터베이스,3,1
+18,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
+18,3,데이터사이언스학과,1,전공,인선,컴퓨터그래픽스,3,1
+18,3,데이터사이언스학과,2,전공,인선,Unix프로그래밍,3,1
+18,3,데이터사이언스학과,1,전공,인선,비즈니스 인텔리전스,3,0
+18,3,데이터사이언스학과,2,전공,인선,데이터문제해결및실습1,3,0
+18,4,데이터사이언스학과,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
+18,4,데이터사이언스학과,2,전공,인선,"졸업연구 및 진로2	",1,1
+18,4,데이터사이언스학과,1,전공,인선,졸업연구 및 진로 1,1,0
+18,4,데이터사이언스학과,2,전공,인선,인턴십,3,0
+18,4,데이터사이언스학과,1,전공,인선,대용량데이터 처리개론,3,0
+18,4,데이터사이언스학과,2,전공,인선,특허와창업,3,0
+18,4,데이터사이언스학과,1,전공,인선,텍스트마이닝,3,0
+18,4,데이터사이언스학과,2,전공,인선,의사결정 모델링,3,0
+18,4,데이터사이언스학과,1,전공,인선,데이터문제해결및실습2,3,1
+18,4,데이터사이언스학과,2,전공,인선,데이터기반인공지능,3,0
+18,4,데이터사이언스학과,2,전공,인선,데이터보안,3,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2019_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2019_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 1bef714..9545677 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2019_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2019_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,44 +1,51 @@
-년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
-19,,데이터사이언스학과,1,전문교양,인증필수,문제해결을위한글쓰기와발표,3,0
-19,,데이터사이언스학과,2,전문교양,인증필수,English Listening Practice 1,2,0
-19,,데이터사이언스학과,1,전문교양,인증필수,대학생활과진로설계1,1,0
-19,,데이터사이언스학과,2,전문교양,인증필수,서양철학:쟁점과토론,2,0
-19,,데이터사이언스학과,1,전문교양,인증필수,세종사회봉사1,1,0
-19,,데이터사이언스학과,2,BSM,BSM,공업수학1,3,0
-19,,데이터사이언스학과,1,전문교양,인증선택,고급프로그래밍입문-P,3,0
-19,,데이터사이언스학과,2,BSM,BSM,통계학개론,3,0
-19,,데이터사이언스학과,1,BSM,BSM,일변수미적분학,3,0
-19,,데이터사이언스학과,2,전공,인증필수,고급C프로그래밍및실습,4,1
-19,,데이터사이언스학과,1,BSM,BSM,일반물리학및실험 1,3,0
-19,,데이터사이언스학과,2,전공,인증필수,공학설계기초 (산학프로젝트입문),3,3
-19,,데이터사이언스학과,1,전공,인증필수,C프로그래밍및실습,4,0
-19,,데이터사이언스학과,2,전공,인증선택,창의SW융합노마드,3,0
-19,,데이터사이언스학과,1,전공,인증필수,데이터분석개론,3,1
-19,,데이터사이언스학과,2,전문교양,인증선택,세계사:인간과문명,3,0
-19,,데이터사이언스학과,1,전공,인증선택,확률통계및프로그래밍,3,0
-19,,데이터사이언스학과,2,전공,인증필수,알고리즘및실습,4,0
-19,,데이터사이언스학과,1,전공,인증선택,문제해결및실습:C++,3,1
-19,,데이터사이언스학과,2,전공,인증필수,컴퓨터구조,3,0
-19,,데이터사이언스학과,1,전공,인증선택,웹프로그래밍,3,0
-19,,데이터사이언스학과,2,전공,BSM,선형대수및프로그래밍,3,0
-19,,데이터사이언스학과,2,전공,인증선택,문제해결및실습:JAVA,3,1
-19,,데이터사이언스학과,2,전공,인증선택,수치해석,3,0
-19,,데이터사이언스학과,1,전공,인증필수,운영체제,3,0
-19,,데이터사이언스학과,2,전공,인증필수,오픈소스SW개론,3,0
-19,,데이터사이언스학과,1,전공,인증필수,기계학습,3,1
-19,,데이터사이언스학과,2,전공,인증선택,경영과학,3,0
-19,,데이터사이언스학과,1,전공,인증선택,데이터베이스,3,1
-19,,데이터사이언스학과,2,전공,인증선택,데이터시각화,3,0
-19,,데이터사이언스학과,1,전공,인증선택,컴퓨터그래픽스,3,1
-19,,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습1,3,1
-19,,데이터사이언스학과,1,전공,인증선택,의사결정분석,3,0
-19,,데이터사이언스학과,1,전공,인증선택,졸업연구 및 진로 1,1,0
-19,,데이터사이언스학과,2,전공,인증선택,데이터사이언스특론,3,0
-19,,데이터사이언스학과,1,전공,인증선택,대용량데이터 처리개론,3,0
-19,,데이터사이언스학과,2,전공,인증선택,특허와창업,3,0
-19,,데이터사이언스학과,1,전공,인증선택,텍스트마이닝,3,0
-19,,데이터사이언스학과,2,전공,인증선택,고급기계학습,3,0
-19,,데이터사이언스학과,1,전공,인증선택,시계열분석및예측,3,0
-19,,데이터사이언스학과,2,전공,인증선택,데이터기반인공지능,3,0
-19,,데이터사이언스학과,1,전공,인증선택,취업역량개발론,1,0
-19,,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습2,3,0
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
+19,1,데이터사이언스학과,1,전문교양,인필,문제해결을위한글쓰기와발표,3,0
+19,1,데이터사이언스학과,2,전문교양,인필,English Listening Practice 1,2,0
+19,1,데이터사이언스학과,1,전문교양,인필,대학생활과진로설계1,1,0
+19,1,데이터사이언스학과,2,전문교양,인필,서양철학:쟁점과토론,2,0
+19,1,데이터사이언스학과,1,전문교양,인필,세종사회봉사1,1,0
+19,1,데이터사이언스학과,2,BSM,인필,공업수학1,3,0
+19,1,데이터사이언스학과,1,전문교양,인선,고급프로그래밍입문-P,3,0
+19,1,데이터사이언스학과,2,BSM,인필,통계학개론,3,0
+19,1,데이터사이언스학과,1,BSM,인필,일변수미적분학,3,0
+19,1,데이터사이언스학과,2,전공,인필,고급C프로그래밍및실습,4,1
+19,1,데이터사이언스학과,1,BSM,인필,일반물리학및실험 1,3,0
+19,1,데이터사이언스학과,2,전공,인필,공학설계기초 (산학프로젝트입문),3,3
+19,1,데이터사이언스학과,1,전공,인필,C프로그래밍및실습,4,0
+19,1,데이터사이언스학과,2,전공,인선,창의SW융합노마드,3,0
+19,2,데이터사이언스학과,1,전공,인필,자료구조및실습,4,0
+19,2,데이터사이언스학과,2,전문교양,인필,English Reading Practice 1,2,0
+19,2,데이터사이언스학과,1,전공,인필,데이터분석개론,3,1
+19,2,데이터사이언스학과,2,전문교양,인선,세계사:인간과문명,3,0
+19,2,데이터사이언스학과,1,전공,인선,확률통계및프로그래밍,3,0
+19,2,데이터사이언스학과,2,전공,인필,알고리즘및실습,4,0
+19,2,데이터사이언스학과,1,전공,인선,문제해결및실습:C++,3,1
+19,2,데이터사이언스학과,2,전공,인필,컴퓨터구조,3,0
+19,2,데이터사이언스학과,1,전공,인선,웹프로그래밍,3,0
+19,2,데이터사이언스학과,2,BSM,인필,선형대수및프로그래밍,3,0
+19,2,데이터사이언스학과,2,전공,인선,문제해결및실습:JAVA,3,1
+19,2,데이터사이언스학과,2,전공,인선,수치해석,3,0
+19,3,데이터사이언스학과,1,전문교양,인필,Technical Writing 기초,2,0
+19,3,데이터사이언스학과,2,전공,인필,"대용량데이터처리개론	",3,0
+19,3,데이터사이언스학과,1,전공,인필,운영체제,3,0
+19,3,데이터사이언스학과,2,전공,인필,오픈소스SW개론,3,0
+19,3,데이터사이언스학과,1,전공,인필,기계학습,3,1
+19,3,데이터사이언스학과,2,전공,인선,경영과학,3,0
+19,3,데이터사이언스학과,1,전공,인선,데이터베이스,3,1
+19,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
+19,3,데이터사이언스학과,1,전공,인선,컴퓨터그래픽스,3,1
+19,3,데이터사이언스학과,2,전공,인선,데이터문제해결및실습1,3,1
+19,3,데이터사이언스학과,1,전공,인선,의사결정분석,3,0
+19,4,데이터사이언스학과,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
+19,4,데이터사이언스학과,2,전공,인선,졸업연구및진로2,1,0
+19,4,데이터사이언스학과,1,전공,인선,졸업연구 및 진로 1,1,0
+19,4,데이터사이언스학과,2,전공,인선,데이터사이언스특론,3,0
+19,4,데이터사이언스학과,1,전공,인선,대용량데이터 처리개론,3,0
+19,4,데이터사이언스학과,2,전공,인선,특허와창업,3,0
+19,4,데이터사이언스학과,1,전공,인선,텍스트마이닝,3,0
+19,4,데이터사이언스학과,2,전공,인선,고급기계학습,3,0
+19,4,데이터사이언스학과,1,전공,인선,시계열분석및예측,3,0
+19,4,데이터사이언스학과,2,전공,인선,데이터기반인공지능,3,0
+19,4,데이터사이언스학과,1,전공,인선,취업역량개발론,1,0
+19,4,데이터사이언스학과,2,전공,인선,데이터문제해결및실습2,3,0
+19,4,데이터사이언스학과,1,전공,인선,고급데이터처리,3,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2020_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2020_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 54cf8fe..29e5027 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2020_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2020_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,45 +1,51 @@
-년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
-20,1,데이터사이언스학과,1,전문교양,인증필수,문제해결을위한글쓰기와발표,3,0
-20,1,데이터사이언스학과,2,전문교양,인증필수,English Listening Practice 1,2,0
-20,1,데이터사이언스학과,1,전문교양,인증필수,대학생활과진로설계1,1,0
-20,1,데이터사이언스학과,2,전문교양,인증필수,서양철학:쟁점과토론,2,0
-20,1,데이터사이언스학과,1,전문교양,인증필수,세종사회봉사1,1,0
-20,1,데이터사이언스학과,2,BSM,BSM,공업수학1,3,0
-20,1,데이터사이언스학과,1,전문교양,인증선택,고급프로그래밍입문-P,3,0
-20,1,데이터사이언스학과,2,BSM,BSM,통계학개론,3,0
-20,1,데이터사이언스학과,1,BSM,BSM,일변수미적분학,3,0
-20,1,데이터사이언스학과,2,전공,인증필수,고급C프로그래밍및실습,4,1
-20,1,데이터사이언스학과,1,BSM,BSM,일반물리학및실험 1,3,0
-20,1,데이터사이언스학과,2,전공,인증필수,공학설계기초,3,3
-20,1,데이터사이언스학과,1,전공,인증필수,C프로그래밍및실습,4,0
-20,1,데이터사이언스학과,2,전공,인증선택,창의SW융합노마드,3,0
-20,2,데이터사이언스학과,1,전공,인증필수,데이터분석개론,3,1
-20,2,데이터사이언스학과,2,전문교양,인증선택,세계사:인간과문명,3,0
-20,2,데이터사이언스학과,1,전공,인증선택,확률통계및프로그래밍,3,0
-20,2,데이터사이언스학과,2,전공,인증필수,알고리즘및실습,4,0
-20,2,데이터사이언스학과,1,전공,인증선택,문제해결및실습:C++,3,1
-20,2,데이터사이언스학과,2,전공,인증필수,컴퓨터구조,3,0
-20,2,데이터사이언스학과,1,전공,인증선택,웹프로그래밍,3,0
-20,2,데이터사이언스학과,2,BSM,BSM,선형대수및프로그래밍,3,0
-20,2,데이터사이언스학과,2,전공,인증선택,문제해결및실습:JAVA,3,1
-20,2,데이터사이언스학과,2,전공,인증선택,수치해석,3,0
-20,3,데이터사이언스학과,1,전공,인증필수,운영체제,3,0
-20,3,데이터사이언스학과,2,전공,인증필수,오픈소스SW개론,3,0
-20,3,데이터사이언스학과,1,전공,인증필수,기계학습,3,1
-20,3,데이터사이언스학과,2,전공,인증선택,경영과학,3,0
-20,3,데이터사이언스학과,1,전공,인증선택,데이터베이스,3,1
-20,3,데이터사이언스학과,2,전공,인증선택,데이터시각화,3,0
-20,3,데이터사이언스학과,1,전공,인증선택,컴퓨터그래픽스,3,1
-20,3,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습1,3,1
-20,3,데이터사이언스학과,1,전공,인증선택,의사결정분석,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,졸업연구 및 진로 1,1,0
-20,4,데이터사이언스학과,2,전공,인증선택,데이터사이언스특론,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,대용량데이터 처리개론,3,0
-20,4,데이터사이언스학과,2,전공,인증선택,특허와창업,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,텍스트마이닝,3,0
-20,4,데이터사이언스학과,2,전공,인증선택,고급기계학습,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,시계열분석및예측,3,0
-20,4,데이터사이언스학과,2,전공,인증선택,데이터기반인공지능,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,취업역량개발론,1,0
-20,4,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습2,3,0
-20,4,데이터사이언스학과,1,전공,인증선택,고급데이터처리,3,0
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
+20,1,데이터사이언스학과,1,전문교양,인필,문제해결을위한글쓰기와발표,3,0
+20,1,데이터사이언스학과,2,전문교양,인필,English Listening Practice 1,2,0
+20,1,데이터사이언스학과,1,전문교양,인필,대학생활과진로설계1,1,0
+20,1,데이터사이언스학과,2,전문교양,인필,서양철학:쟁점과토론,2,0
+20,1,데이터사이언스학과,1,전문교양,인필,세종사회봉사1,1,0
+20,1,데이터사이언스학과,2,BSM,인필,공업수학1,3,0
+20,1,데이터사이언스학과,1,전문교양,인선,고급프로그래밍입문-P,3,0
+20,1,데이터사이언스학과,2,BSM,인필,통계학개론,3,0
+20,1,데이터사이언스학과,1,BSM,인필,일변수미적분학,3,0
+20,1,데이터사이언스학과,2,전공,인필,고급C프로그래밍및실습,4,1
+20,1,데이터사이언스학과,1,BSM,인필,일반물리학및실험 1,3,0
+20,1,데이터사이언스학과,2,전공,인필,공학설계기초,3,3
+20,1,데이터사이언스학과,1,전공,인필,C프로그래밍및실습,4,0
+20,1,데이터사이언스학과,2,전공,인선,창의SW융합노마드,3,0
+20,2,데이터사이언스학과,1,전공,인필,자료구조및실습,4,0
+20,2,데이터사이언스학과,2,전문교양,인필,English Reading Practice 1,2,0
+20,2,데이터사이언스학과,1,전공,인필,데이터분석개론,3,1
+20,2,데이터사이언스학과,2,전문교양,인선,세계사:인간과문명,3,0
+20,2,데이터사이언스학과,1,전공,인선,확률통계및프로그래밍,3,0
+20,2,데이터사이언스학과,2,전공,인필,알고리즘및실습,4,0
+20,2,데이터사이언스학과,1,전공,인선,문제해결및실습:C++,3,1
+20,2,데이터사이언스학과,2,전공,인필,컴퓨터구조,3,0
+20,2,데이터사이언스학과,1,전공,인선,웹프로그래밍,3,0
+20,2,데이터사이언스학과,2,BSM,인필,선형대수및프로그래밍,3,0
+20,2,데이터사이언스학과,2,전공,인선,문제해결및실습:JAVA,3,1
+20,2,데이터사이언스학과,2,전공,인선,수치해석,3,0
+20,3,데이터사이언스학과,1,전문교양,인필,Technical Writing 기초,2,0
+20,3,데이터사이언스학과,2,전공,인필,"대용량데이터처리개론	",3,0
+20,3,데이터사이언스학과,1,전공,인필,운영체제,3,0
+20,3,데이터사이언스학과,2,전공,인필,오픈소스SW개론,3,0
+20,3,데이터사이언스학과,1,전공,인필,기계학습,3,1
+20,3,데이터사이언스학과,2,전공,인선,경영과학,3,0
+20,3,데이터사이언스학과,1,전공,인선,데이터베이스,3,1
+20,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
+20,3,데이터사이언스학과,1,전공,인선,컴퓨터그래픽스,3,1
+20,3,데이터사이언스학과,2,전공,인선,데이터문제해결및실습1,3,1
+20,3,데이터사이언스학과,1,전공,인선,의사결정분석,3,0
+20,4,데이터사이언스학과,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
+20,4,데이터사이언스학과,2,전공,인선,졸업연구및진로2,1,0
+20,4,데이터사이언스학과,1,전공,인선,졸업연구 및 진로 1,1,0
+20,4,데이터사이언스학과,2,전공,인선,데이터사이언스특론,3,0
+20,4,데이터사이언스학과,1,전공,인선,대용량데이터 처리개론,3,0
+20,4,데이터사이언스학과,2,전공,인선,특허와창업,3,0
+20,4,데이터사이언스학과,1,전공,인선,텍스트마이닝,3,0
+20,4,데이터사이언스학과,2,전공,인선,고급기계학습,3,0
+20,4,데이터사이언스학과,1,전공,인선,시계열분석및예측,3,0
+20,4,데이터사이언스학과,2,전공,인선,데이터기반인공지능,3,0
+20,4,데이터사이언스학과,1,전공,인선,취업역량개발론,1,0
+20,4,데이터사이언스학과,2,전공,인선,데이터문제해결및실습2,3,0
+20,4,데이터사이언스학과,1,전공,인선,고급데이터처리,3,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2021_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2021_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 3ce530d..284eb0a 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2021_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2021_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,45 +1,51 @@
-년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
-21,1,데이터사이언스학과,1,전문교양,인증필수,문제해결을위한글쓰기와발표,3,0
-21,1,데이터사이언스학과,2,전문교양,인증필수,English Listening Practice 1,2,0
-21,1,데이터사이언스학과,1,전문교양,인증선택,세종사회봉사1,1,0
-21,1,데이터사이언스학과,2,전문교양,인증필수,서양철학:쟁점과토론,3,0
-21,1,데이터사이언스학과,1,전문교양,인증필수,신입생세미나,1,0
-21,1,데이터사이언스학과,2,전문교양,인증필수,대학생활과진로탐색,1,0
-21,1,데이터사이언스학과,1,전문교양,인증필수,창업과기업가정신1,1,0
-21,1,데이터사이언스학과,2,전문교양,인증선택,고급프로그래밍입문-P,3,0
-21,1,데이터사이언스학과,1,BSM,BSM,일변수미적분학,3,0
-21,1,데이터사이언스학과,2,BSM,BSM,통계학개론,3,0
-21,1,데이터사이언스학과,1,BSM,BSM,일반물리학및실험 1,3,0
-21,1,데이터사이언스학과,2,BSM,BSM,공업수학1,3,0
-21,1,데이터사이언스학과,1,전공,인증필수,C프로그래밍및실습,3,0
-21,1,데이터사이언스학과,2,전공,인증필수,고급C프로그래밍및실습,3,1
-21,1,데이터사이언스학과,2,전공,인증필수,공학설계기초(산학프로젝트입문),3,3
-21,2,데이터사이언스학과,1,전공,인증필수,데이터분석개론,3,0
-21,2,데이터사이언스학과,2,전문교양,인증선택,세계사:인간과문명,3,0
-21,2,데이터사이언스학과,1,전공,인증선택,확률통계및프로그래밍,3,0
-21,2,데이터사이언스학과,2,전공,인증필수,알고리즘및실습,3,0
-21,2,데이터사이언스학과,1,전공,인증선택,문제해결및실습:C++,3,1
-21,2,데이터사이언스학과,2,전공,인증필수,컴퓨터구조,3,0
-21,2,데이터사이언스학과,1,전공,인증선택,웹프로그래밍,3,0
-21,2,데이터사이언스학과,2,BSM,BSM,선형대수및프로그래밍,3,0
-21,2,데이터사이언스학과,1,전공,인증선택,파이썬을 이용한 기계학습개론,3,0
-21,2,데이터사이언스학과,2,전공,인증선택,문제해결및실습:JAVA,3,1
-21,2,데이터사이언스학과,2,전공,인증선택,수치해석,3,0
-21,2,데이터사이언스학과,2,전공,인증선택,멀티미디어,3,0
-21,3,데이터사이언스학과,1,전공,인증필수,운영체제,3,0
-21,3,데이터사이언스학과,2,전공,인증필수,오픈소스SW개론,3,0
-21,3,데이터사이언스학과,1,전공,인증필수,기계학습,3,1
-21,3,데이터사이언스학과,2,전공,인증선택,인공지능,3,0
-21,3,데이터사이언스학과,1,전공,인증선택,데이터베이스,3,1
-21,3,데이터사이언스학과,2,전공,인증선택,데이터시각화,3,0
-21,3,데이터사이언스학과,1,전공,인증선택,컴퓨터그래픽스,3,1
-21,3,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습1,3,1
-21,3,데이터사이언스학과,1,전공,인증선택,의사결정분석,3,0
-21,4,데이터사이언스학과,1,전공,인증선택,졸업연구 및 진로 1,1,0
-21,4,데이터사이언스학과,2,전공,인증선택,데이터사이언스특론,3,0
-21,4,데이터사이언스학과,1,전공,인증선택,고급데이터처리,3,0
-21,4,데이터사이언스학과,2,전공,인증선택,특허와창업,3,0
-21,4,데이터사이언스학과,1,전공,인증선택,텍스트마이닝,3,0
-21,4,데이터사이언스학과,2,전공,인증선택,고급기계학습,3,0
-21,4,데이터사이언스학과,1,전공,인증선택,시계열분석및예측,3,0
-21,4,데이터사이언스학과,2,전공,인증선택,데이터문제해결및실습2,3,0
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점(설계),설계
+21,1,데이터사이언스학과,1,전문교양,인필,문제해결을위한글쓰기와발표,3,0
+21,1,데이터사이언스학과,2,전문교양,인필,English Listening Practice 1,2,0
+21,1,데이터사이언스학과,1,전문교양,인선,세종사회봉사1,1,0
+21,1,데이터사이언스학과,2,전문교양,인필,서양철학:쟁점과토론,3,0
+21,1,데이터사이언스학과,1,전문교양,인필,신입생세미나,1,0
+21,1,데이터사이언스학과,2,전문교양,인필,대학생활과진로탐색,1,0
+21,1,데이터사이언스학과,1,전문교양,인필,창업과기업가정신1,1,0
+21,1,데이터사이언스학과,2,전문교양,인선,고급프로그래밍입문-P,3,0
+21,1,데이터사이언스학과,1,인필,인필,일변수미적분학,3,0
+21,1,데이터사이언스학과,2,인필,인필,통계학개론,3,0
+21,1,데이터사이언스학과,1,인필,인필,일반물리학및실험 1,3,0
+21,1,데이터사이언스학과,2,인필,인필,공업수학1,3,0
+21,1,데이터사이언스학과,1,전공,인필,C프로그래밍및실습,3,0
+21,1,데이터사이언스학과,2,전공,인필,고급C프로그래밍및실습,3,1
+21,1,데이터사이언스학과,2,전공,인필,공학설계기초(산학프로젝트입문),3,3
+21,2,데이터사이언스학과,1,전공,인필,자료구조및실습,4,0
+21,2,데이터사이언스학과,2,전문교양,인필,English Reading Practice 1,2,0
+21,2,데이터사이언스학과,1,전공,인필,데이터분석개론,3,0
+21,2,데이터사이언스학과,2,전문교양,인선,세계사:인간과문명,3,0
+21,2,데이터사이언스학과,1,전공,인선,확률통계및프로그래밍,3,0
+21,2,데이터사이언스학과,2,전공,인필,알고리즘및실습,3,0
+21,2,데이터사이언스학과,1,전공,인선,문제해결및실습:C++,3,1
+21,2,데이터사이언스학과,2,전공,인필,컴퓨터구조,3,0
+21,2,데이터사이언스학과,1,전공,인선,웹프로그래밍,3,0
+21,2,데이터사이언스학과,2,인필,인필,선형대수및프로그래밍,3,0
+21,2,데이터사이언스학과,1,전공,인선,파이썬을 이용한 기계학습개론,3,0
+21,2,데이터사이언스학과,2,전공,인선,문제해결및실습:JAVA,3,1
+21,2,데이터사이언스학과,2,전공,인선,수치해석,3,0
+21,2,데이터사이언스학과,2,전공,인선,멀티미디어,3,0
+21,3,데이터사이언스학과,1,전문교양,인필,취창업과 진로설계,1,0
+21,3,데이터사이언스학과,2,전공,인선,대용량데이터처리개론,3,0
+21,3,데이터사이언스학과,1,전공,인필,운영체제,3,0
+21,3,데이터사이언스학과,2,전공,인필,오픈소스SW개론,3,0
+21,3,데이터사이언스학과,1,전공,인필,기계학습,3,1
+21,3,데이터사이언스학과,2,전공,인선,인공지능,3,0
+21,3,데이터사이언스학과,1,전공,인선,데이터베이스,3,1
+21,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
+21,3,데이터사이언스학과,1,전공,인선,컴퓨터그래픽스,3,1
+21,3,데이터사이언스학과,2,전공,인선,데이터문제해결및실습1,3,1
+21,3,데이터사이언스학과,1,전공,인선,의사결정분석,3,0
+21,4,데이터사이언스학과,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
+21,4,데이터사이언스학과,2,전공,인선,졸업연구및진로2,1,0
+21,4,데이터사이언스학과,1,전공,인선,졸업연구 및 진로 1,1,0
+21,4,데이터사이언스학과,2,전공,인선,데이터사이언스특론,3,0
+21,4,데이터사이언스학과,1,전공,인선,고급데이터처리,3,0
+21,4,데이터사이언스학과,2,전공,인선,특허와창업,3,0
+21,4,데이터사이언스학과,1,전공,인선,텍스트마이닝,3,0
+21,4,데이터사이언스학과,2,전공,인선,고급기계학습,3,0
+21,4,데이터사이언스학과,1,전공,인선,시계열분석및예측,3,0
+21,4,데이터사이언스학과,2,전공,인선,데이터문제해결및실습2,3,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2022_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2022_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 098e426..e996cb8 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2022_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2022_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,51 +1,45 @@
-년도,학년,학기,교과구분,인증구분,교과목명,학점,설계
-22,2,1,교양,인증필수선택,[역사와사상] 세계사,3,0
-22,2,1,교양,인증필수선택,[역사와사상] 동서양의상과윤리,3,0
-22,2,1,교양,인증필수선택,[경제와사회] 경제학,3,0
-22,2,1,교양,인증필수선택,[경제와사회] 경영학,3,0
-22,2,1,교양,인증필수선택,[문화와예술] 컴퓨터게임과메타버스,3,0
-22,2,1,교양,인증필수선택,[문화와예술] 융합예술의이해,3,0
-22,1,1,교양,인필,문제해결을위한글쓰기와발표,3,0
-22,1,1,BSM,인필,미적분학1,3,0
-22,1,1,BSM,인필,일반물리학1,3,0
-22,1,1,전공,인필,C프로그래밍및실습,3,0
-22,1,2,교양,인필,서양철학:쟁점과토론,3,0
-22,1,2,교양,인필,대학영어,2,0
-22,1,2,BSM,인필,통계학개론,3,0
-22,1,2,BSM,인필,공업수학1,3,0
-22,1,2,전공,인필,고급C프로그래밍및실습,3,1
-22,1,2,전공,인필,공학설계기초(산학프로젝트입문),3,3
-22,2,1,전공,인필,자료구조및실습,3,0
-22,2,1,전공,인필,데이터분석개론,3,0
-22,2,1,전공,인선,확률통계및프로그래밍,3,0
-22,2,1,전공,인선,문제해결및실슴:C++,3,1
-22,2,1,전공,인선,웹프로그래밍,3,0
-22,2,1,전공,인선,파이썬을 이용한 기계학습개론,3,0
-22,2,2,전공,인필,컴퓨터구조,3,0
-22,2,2,전공,인필,알고리즘및실습,3,0
-22,2,2,BSM,인필,선형대수및프로그래밍,3,0
-22,2,2,전공,인선,문제해결및실습:JAVA,3,1
-22,2,2,BSM,인필,수치해석,3,0
-22,2,2,전공,인선,멀티미디어,3,0
-22,3,1,전공,인필,K-MOOC:기계학습,3,1
-22,3,1,전공,인필,데이터베이스,3,1
-22,3,1,전공,인선,컴퓨터그래픽스,3,1
-22,3,1,전공,인선,운영체제,3,0
-22,3,1,전공,인선,의사결정분석,3,0
-22,3,2,전공,인선,데이터문제해결및실습1,3,1
-22,3,2,전공,인필,오픈소스SW개론,3,0
-22,3,2,전공,인선,인공지능,3,0
-22,3,2,전공,인선,데이터시각화,3,0
-22,3,2,전공,인선,대용량데이터처리,3,0
-22,4,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
-22,4,1,전공,인선,졸업연구및진로1,1,0
-22,4,1,전공,인선,고급데이터처리,3,0
-22,4,1,전공,인선,텍스트마이닝,3,0
-22,4,1,전공,인선,시계열분석및예측,3,0
-22,4,1,전공,인선,비즈니스인텔리전스,3,0
-22,4,1,전공,인선,TPDM빅데이터플랫폼경영,3,0
-22,4,2,전공,인선,고급기계학습,3,0
-22,4,2,전공,인선,특허와창업,3,0
-22,4,2,전공,인선,데이터사이언스특론,3,0
-22,4,2,전공,인선,데이터문제해결및실습2,3,0
-22,4,2,전공,인선,졸업연구및진로2,1,0
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점,설계
+22,1,데이터사이언스학과,1,교양,인필,문제해결을위한글쓰기와발표,3,0
+22,1,데이터사이언스학과,1,BSM,인필,미적분학1,3,0
+22,1,데이터사이언스학과,1,BSM,인필,일반물리학1,3,0
+22,1,데이터사이언스학과,1,전공,인필,C프로그래밍및실습,3,0
+22,1,데이터사이언스학과,2,교양,인필,서양철학:쟁점과토론,3,0
+22,1,데이터사이언스학과,2,교양,인필,대학영어,2,0
+22,1,데이터사이언스학과,2,BSM,인필,통계학개론,3,0
+22,1,데이터사이언스학과,2,BSM,인필,공업수학1,3,0
+22,1,데이터사이언스학과,2,전공,인필,고급C프로그래밍및실습,3,1
+22,1,데이터사이언스학과,2,전공,인필,공학설계기초(산학프로젝트입문),3,3
+22,2,데이터사이언스학과,1,전공,인필,자료구조및실습,3,0
+22,2,데이터사이언스학과,1,전공,인필,데이터분석개론,3,0
+22,2,데이터사이언스학과,1,전공,인선,확률통계및프로그래밍,3,0
+22,2,데이터사이언스학과,1,전공,인선,문제해결및실슴:C++,3,1
+22,2,데이터사이언스학과,1,전공,인선,웹프로그래밍,3,0
+22,2,데이터사이언스학과,1,전공,인선,파이썬을 이용한 기계학습개론,3,0
+22,2,데이터사이언스학과,2,전공,인필,컴퓨터구조,3,0
+22,2,데이터사이언스학과,2,전공,인필,알고리즘및실습,3,0
+22,2,데이터사이언스학과,2,BSM,인필,선형대수및프로그래밍,3,0
+22,2,데이터사이언스학과,2,전공,인선,문제해결및실습:JAVA,3,1
+22,2,데이터사이언스학과,2,BSM,인필,수치해석,3,0
+22,2,데이터사이언스학과,2,전공,인선,멀티미디어,3,0
+22,3,데이터사이언스학과,1,전공,인필,K-MOOC:기계학습,3,1
+22,3,데이터사이언스학과,1,전공,인필,데이터베이스,3,1
+22,3,데이터사이언스학과,1,전공,인선,컴퓨터그래픽스,3,1
+22,3,데이터사이언스학과,1,전공,인선,운영체제,3,0
+22,3,데이터사이언스학과,1,전공,인선,의사결정분석,3,0
+22,3,데이터사이언스학과,2,전공,인선,데이터문제해결및실습1,3,1
+22,3,데이터사이언스학과,2,전공,인필,오픈소스SW개론,3,0
+22,3,데이터사이언스학과,2,전공,인선,인공지능,3,0
+22,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
+22,3,데이터사이언스학과,2,전공,인선,대용량데이터처리,3,0
+22,4,데이터사이언스학과,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
+22,4,데이터사이언스학과,1,전공,인선,졸업연구및진로1,1,0
+22,4,데이터사이언스학과,1,전공,인선,고급데이터처리,3,0
+22,4,데이터사이언스학과,1,전공,인선,텍스트마이닝,3,0
+22,4,데이터사이언스학과,1,전공,인선,시계열분석및예측,3,0
+22,4,데이터사이언스학과,1,전공,인선,비즈니스인텔리전스,3,0
+22,4,데이터사이언스학과,1,전공,인선,TPDM빅데이터플랫폼경영,3,0
+22,4,데이터사이언스학과,2,전공,인선,고급기계학습,3,0
+22,4,데이터사이언스학과,2,전공,인선,특허와창업,3,0
+22,4,데이터사이언스학과,2,전공,인선,데이터사이언스특론,3,0
+22,4,데이터사이언스학과,2,전공,인선,데이터문제해결및실습2,3,0
+22,4,데이터사이언스학과,2,전공,인선,졸업연구및진로2,1,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2023_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2023_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
index 86a329d..a7c9ce4 100644
--- "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2023_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2023_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -1,52 +1,45 @@
-년도,학년,학기,교과구분,인증구분,교과목명,학점(설계),설계
-23,2,1,교양,인증필수선택,[역사와사상] 세계사,3,0
-23,2,1,교양,인증필수선택,[역사와사상] 동서양의상과윤리,3,0
-23,2,1,교양,인증필수선택,[경제와사회] 경제학,3,0
-23,2,1,교양,인증필수선택,[경제와사회] 경영학,3,0
-23,2,1,교양,인증필수선택,[문화와예술] 컴퓨터게임과메타버스,3,0
-23,2,1,교양,인증필수선택,[문화와예술] 융합예술의이해,3,0
-23,1,1,교양,인필,문제해결을위한글쓰기와발표,3,0
-23,1,1,BSM,인필,미적분학1,3,0
-23,1,1,BSM,인필,일반물리학1,3,0
-23,1,1,전공,인필,C프로그래밍및실습,3,0
-23,1,2,교양,인필,서양철학:쟁점과토론,3,0
-23,1,2,교양,인필,대학영어,2,0
-23,1,2,BSM,인필,통계학개론,3,0
-23,1,2,BSM,인필,공업수학1,3,0
-23,1,2,전공,인필,고급C프로그래밍및실습,3,1
-23,1,2,전공,인필,공학설계기초(산학프로젝트입문),3,3
-23,2,1,전공,인필,자료구조및실습,3,0
-23,2,1,전공,인필,데이터분석개론,3,0
-23,2,1,전공,인선,확률통계및프로그래밍,3,0
-23,2,1,전공,인선,문제해결및실슴:C++,3,1
-23,2,1,전공,인선,웹프로그래밍,3,0
-23,2,1,전공,인선,파이썬을 이용한 기계학습개론,3,0
-23,2,2,전공,인필,컴퓨터구조,3,0
-23,2,2,전공,인필,알고리즘및실습,3,0
-23,2,2,BSM,인필,선형대수및프로그래밍,3,0
-23,2,2,전공,인선,문제해결및실습:JAVA,3,1
-23,2,2,BSM,인필,수치해석,3,0
-23,2,2,전공,인선,멀티미디어,3,0
-23,3,1,전공,인필,K-MOOC:기계학습,3,1
-23,3,1,전공,인필,데이터베이스,3,1
-23,3,1,전공,인선,컴퓨터그래픽스,3,1
-23,3,1,전공,인선,운영체제,3,0
-23,3,1,전공,인선,의사결정분석,3,0
-23,3,2,전공,인선,데이터문제해결및실습1,3,1
-23,3,2,전공,인필,오픈소스SW개론,3,0
-23,3,2,전공,인선,인공지능,3,0
-23,3,2,전공,인선,데이터시각화,3,0
-23,3,2,전공,인선,대용량데이터처리,3,0
-23,4,1,전공,인필,Capstone디자인(산학협력프로젝트),6,6
-23,4,1,전공,인선,졸업연구및진로1,1,0
-23,4,1,전공,인선,고급데이터처리,3,0
-23,4,1,전공,인선,텍스트마이닝,3,0
-23,4,1,전공,인선,시계열분석및예측,3,0
-23,4,1,전공,인선,비즈니스인텔리전스,3,0
-23,4,1,전공,인선,TPDM빅데이터플랫폼경영,3,0
-23,4,2,전공,인선,고급기계학습,3,0
-23,4,2,,,,,0
-23,4,2,전공,인선,특허와창업,3,0
-23,4,2,전공,인선,데이터사이언스특론,3,0
-23,4,2,전공,인선,데이터문제해결및실습2,3,0
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+23,2,데이터사이언스학과,2,전공,인필,컴퓨터구조,3,0
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+23,3,데이터사이언스학과,2,전공,인선,데이터시각화,3,0
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+23,4,데이터사이언스학과,2,전공,인선,졸업연구및진로2,1,0
diff --git "a/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2024_\353\215\260\354\202\254_course_requirements_normalized_case2.csv" "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2024_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
new file mode 100644
index 0000000..a88d204
--- /dev/null
+++ "b/gonghak_crawl/gonghak_result_archive/\353\215\260\354\202\254/2024_\353\215\260\354\202\254_course_requirements_normalized_case2.csv"
@@ -0,0 +1,45 @@
+년도,학년,학과,학기,교과구분,인증구분,교과목명,학점,설계
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