This repository contains Python code to visualize and investigate TV series data downloaded from IMDB. The cleaned base dataset in this CSV contains all necessary data to run these analyses. It contains over 100,000 TV series. Instructions on how to create the base dataset can be found here.
| Objective | Description |
|---|---|
| 1 | Interactive Bokeh visualizations of (1) 2D embeddings representing TV series (titles + genres + start year) and (2) genre distributions by start year. |
| 2 | Multiclass classification task of predicting duration categories of TV series, including investigation of reverse distillation. |
The embedding explorer is an interactive Bokeh visualization that enables users to query a 2-dimensional cluster representation of TV series along various dimensions (genres, start years, titles, runtimes, etc.). To properly execute the code, run the following::
bokeh serve --show visualization1.py
Genre distributions for TV series that debuted at specific years can also be queried by users. To properly execute the code, run the following::
bokeh serve --show visualization2.py
