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

Home Page: 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

License: MIT License

Python 0.40% Jupyter Notebook 99.60%
instagram-hashtag-analysis tf-idf scikitlearn konlpy word2vec gensim gensim-word2vec scikit-learn noun adjective

instagram_hashtag_analysis's Introduction

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

λ¬Έμ„œ μ•žμ— μžˆλŠ” λ²ˆν˜ΈλŠ” λ‹€μŒμ„ μ˜λ―Έν•¨

  • 0: #keyword 검색, ν•΄μ‹œνƒœκ·Έ 기반 μΈμŠ€νƒ€κ·Έλž¨ 크둀링

  • 1: μΈμŠ€νƒ€κ·Έλž¨ 데이터 톡합 및 μ‘°μž‘ - Pandas λͺ¨λ“ˆ 이용

  • 2: KoNLPy ν˜•νƒœμ†ŒλΆ„μ„ -> μ΅œλŒ€ λΉˆλ„ 체언(λͺ…사), μ„œμˆ μ–΄(동사, ν˜•μš©μ‚¬) λ„μΆœ

  • 3: Gensim을 μ΄μš©ν•œ Word2Vec λͺ¨λΈ λ„μΆœ 및 μœ μ‚¬ λ¬Έμ„œ μΆ”μΆœ

  • 4: scikitlearn λͺ¨λ“ˆμ„ μ‚¬μš©ν•˜μ§€ μ•Šμ€, Vanilla둜 μž‘μ„±ν•œ TF-IDF 예제

  • 5: scikitlearn λͺ¨λ“ˆμ˜ TF-IDF Vectorizer을 μ΄μš©ν•œ μœ μ‚¬ λ¬Έμ„œ λ„μΆœ

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