What Happens When Most Language Learners Quit? A Data‑Driven Dive into Shanbay Users

Using Python’s Scrapy, pandas, and seaborn, the author scraped and cleaned public Shanbay user data, stored it in PostgreSQL, and analyzed registration and study habits to reveal that over 68% of users abandon word‑learning on day one, with only a tiny fraction persisting beyond 100 days.

ShanbayWeb Scrapingdata analysis

0 likes · 9 min read

What Happens When Most Language Learners Quit? A Data‑Driven Dive into Shanbay Users

MaGe Linux Operations

Aug 26, 2017 · Big Data

What Happens When Most Users Quit a Vocabulary App? A Data‑Driven Investigation

Using Python, Scrapy, pandas and seaborn, this article crawls public Shanbay user data, cleans and stores it in PostgreSQL, then analyses retention, growth and word‑learning distributions, revealing that the overwhelming majority of learners abandon the app within a few days.

PythonSeabornShanbay

0 likes · 10 min read

What Happens When Most Users Quit a Vocabulary App? A Data‑Driven Investigation