ADM_HW2 - The Best Books of All Time

Algorithmic Methods of Data Mining (Sc.M. in Data Science) Academic year 2023–2024. Homewok 2 The repository consists of the following files:

1. HW2_Finale.ipynb:

   A Jupyter notebook which provides the solutions to all research questions.

   • Research questions [RQs]

        1. [RQ1] Exploratory Data Analysis (EDA)
     
        2. [RQ2] Retrieving some vital information from the dataset
     
        3. [RQ3] Historical look at the dataset
     
        4. [RQ4] Quirks questions about consistency
     
        5. [RQ5] Analysis of the influential authors with the most fans
     
        6. [RQ6] Deeper analysis of the top 10 authors concerning the number of fans
     
        7. [RQ7] Estimating probabilities
     
        8. [RQ8] Charts, statistical tests, and analysis methods
     

   • Bonus Questions

        1. Using of an alternative library to Pandas
     
        2. Text-mining analysis of the books.json'description and authors.json'field
     

   • Command Line Question (CLQ)

   • AWS Question

   • Algorithmic Question (AQ)

2. commandline_original.ps1:

   A script that reports the title of the top 5 series with the highest total 'books_count' among all of their associated books using command line tools. (CLQ1)

3. commandline_LLM.ps1:

   A more robust script for the same purpose implemented by an LLM (CLQ2)

4. AWSQ:

   A folder containing the python code and the cvs for the AWSQ