~/talk

Giant Pile of Data

Talkat GoGaRuCo 2014 · 2014-09-19..09-20· [data-science, data-engineering]
slides:none on file

Uses the recruiterspam dataset to show concrete clean-up and analysis steps: finds 1,500 unparsable messages, duplicate raw/parsed bodies and an unused experiments row to delete, notes the app runs on Heroku Postgres and breaks locally due to a custom Rails branch, recommends a one‑line script to restore backup and gemfile fixes, centralize logs and make DB read‑only for analysts, then runs a Mann‑Whitney U test on monthly counts and gets p≈0.93, rejecting the “first month of quarter has more spam” hypothesis.

AI-written summary · about

  1. 0:00Introduction
  2. 1:05Digital clutter and storage
  3. 4:34Keep only useful data
  4. 11:35Make data usable
  5. 16:29Use data to drive improvement
  6. 27:06Conclusion and contact information
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