https://github.com/snoop2head/instagram_hashtag_analysis

📷 Crawl and Analyze Instagram Hashtag Data: KoNLPY to gensim word2Vec & scikit-learn TF-IDF
https://github.com/snoop2head/instagram_hashtag_analysis

adjective gensim gensim-word2vec instagram-hashtag-analysis konlpy natural-language-processing noun scikit-learn scikitlearn tf-idf word2vec

Last synced: about 1 month ago
JSON representation

📷 Crawl and Analyze Instagram Hashtag Data: KoNLPY to gensim word2Vec & scikit-learn TF-IDF

• Host: GitHub
• URL: https://github.com/snoop2head/instagram_hashtag_analysis
• Owner: snoop2head
• License: mit
• Created: 2020-01-30T04:36:20.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-07-05T04:22:15.000Z (about 4 years ago)
• Last Synced: 2024-07-26T23:49:30.777Z (about 1 month ago)
• Topics: adjective, gensim, gensim-word2vec, instagram-hashtag-analysis, konlpy, natural-language-processing, noun, scikit-learn, scikitlearn, tf-idf, word2vec
• Language: Jupyter Notebook
• Homepage: https://gaemin.tistory.com/category/Project%20Based%20Learning/%EC%9A%B4%EB%8F%99%20%EC%B6%94%EC%B2%9C%20%EC%9B%B9%EC%84%9C%EB%B9%84%EC%8A%A4%20-%20FitCuration
• Size: 59.6 KB
• Stars: 12
• Watchers: 2
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# instagram_hashtag_analysis

Crawl and Analyze Instagram Hashtag Data

## Header Numbers for files

* 0: Crawl Instagram posts according to search result of #keyword

* 1: Create and wrangle dataset with pandas

* 2: KoNLPy tagging for Koran nouns, Korean action words

* 3: Extract similar documents and make word2Vec models with gensim

* 4: TF-IDF code without using scikit-learn library

* 5: Extracting similar documents using scikit-learn library's tfidfvectorizer

## 문서 앞에 있는 번호는 다음을 의미함

* 0: #keyword 검색, 해시태그 기반 인스타그램 크롤링

* 1: 인스타그램 데이터 통합 및 조작 - Pandas 모듈 이용

* 2: KoNLPy 형태소분석 -> 최대 빈도 체언(명사), 서술어(동사, 형용사) 도출

* 3: Gensim을 이용한 Word2Vec 모델 도출 및 유사 문서 추출

* 4: scikitlearn 모듈을 사용하지 않은, Vanilla로 작성한 TF-IDF 예제

* 5: scikitlearn 모듈의 TF-IDF Vectorizer을 이용한 유사 문서 도출