~/talk

NLP for GIS

Talkat Spatial Data Science Conference 2022 London · on Thursday, 2022-05-19
links:none on file
slides:none on file

Uses a licensed Airbnb dataset of millions of listings and billion words to map cross‑border property interest and domestic flows, producing pixel maps that reveal capital to coast links and resort hotspots. Geocoding relies on an OpenStreetMap names gazetteer. Scales named‑entity search by reengineering search with an Aho‑Corasick trie and handles misspellings with fast fuzzy matching using n‑grams + TF‑IDF + ANN. Code and a Kaggle data snapshot are slated for release.

AI-written summary · about

  1. 0:00Introduction to NLP for GIS
  2. 1:53Knight Frank and Wealth Report
  3. 3:19Airbnb data for property insights
  4. 6:49Visualizing global property flows
  5. 8:39High-level NLP methodology
  6. 12:09NLP algorithms overview
  7. 13:34Open-sourcing tools and datasets
  8. 14:16Q&A session
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.