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Data-Science-Projects

  • Analysis of Ideal Telecom Companies in Taiwan based on survey
  • Problem Statement:
    • What is the ideal telecom companies in Taiwan? differences in districts?
    • Are people actually the customers of their ideal telecom companies?
  • KEYWORDS: classification, ROC, AUC
    ROC
  • Analysis of YouBike dataset provided by New Taipei City
  • Problem Statement:
    • How many bikes in each district? the district with most bikes?
    • Any district with no Youbike?
  • KEYWORDS: EDA, geopandas, merging datasets youbike
  • Metro Interstate Traffic Volume Data Set from UCI Machine Learning Repository
  • Problem Statement:
    • Any other factors influence traffic volume?
    • Is it possible to predict future metro interstate traffic volume?
  • KEYWORDS: missing data, time series analysis, forecasting, fbprophet, cross validation mterovolume
  • Analyzing sentiment using tweets and tweepy
  • Problem Statement:
    • What do people talk about Hong Kong on Twitter?
    • How do people feel about Hong Kong?
  • KEYWORDS: NLP, nltk, textblob, tweepy, sentiment analysis, wordcloud hk_wordcloud