sndnyang / AcceptPaperAnalysis

NeuIPS(NIPS) 2019 Paper Statistics

AcceptPaperAnalysis

Statistics and Visualization of main keyword of accepted papers (NeurIPS 2019)

Inspired by ICLR2019-OpenReviewData and CVPR-Paper-Statistics.

The difference is that I don't use selenium for crawler. I just use requests and BeautifulSoup4 which are a bit simpler but don't support javascript.

TODO:

1. other conferences url and pattern. it should be easy.
2. ratings. I'm not sure if the rates will be public.

Acceptance rate

Accepted papers: 1429 Total submission: 6743

Acceptance rate: 21.24%

notebook link

Paper statistics

Paper Keywords statistics

Paper Institutes statistics

All authors:

First authors:

Paper Nationality statistics

TODO: Guess the nationality of authors

Analysis and Visualization Code (Jupyter Notebook)

The above data can be obtained from a analysis jupyter notebook script.

I have gotten the json file.

Prerequisites

• python3.5
• request
• bs4
• nltk
• wordcloud
• matplotlib==3.0.0, 3.1 has a issue to stack frames.
• pyecharts

or

i highly recommend to use google colab

Just download jupyter notebook and move to your google drive and Open with Colaboratory