Leverage the power of Google Cloud Natural Language to retrieve entity relationships from Wikipedia URLs or topics!
- Get interactive graphs of connected entities
- Export results with entity types and salience to CSV!
- Export results with entity types and entity salience to CSV!
๐ป Try the app: https://lnkd.in/dkfuhed
๐งต Twitter thread: https://lnkd.in/dji2a4s
Use cases
Many cool use cases!
- Research a topic then get entity associations that exist from that seed topic
- Map out related entities with your product, service or brand
- Find how well you've covered a specific topic on your website Differentiate your pages!
This is not just an SEO tool! You can map any types of relationship from a given Wikipedia seed URL or topic. E.g someone from the community already mapped out relationships in structural molecular biology! ๐ค๐ง
Stack
About the stack, it's 100% Python! ๐๐ฅ
- @GCPcloud Natural Language API
- PyWikibot
- Networkx PyVis
- @streamlit
- Streamlit Components -> streamlit.io/components
โ๏ธ Still To-Doโs
๐ฐ Add a budget estimator to get a sense of @GCPcloud costs!
๐Add a multilingual option (currently English only)
๐Add on-the-fly physics controls to the network graph
๐ฏAdd Google KG #API to add more data (scores, etc.) (ht @loukilaymen
)
That code currently lays in a private repo. I should be able to make it public soon for you to re-use it in your own apps and creations! I just need to clean it a tad, remove some sensitive bits, etc.
๐ Shout-outs
Kudos to @jroakes for the original script. Buy that man a ๐บ for his sterling contributions! ->
paypal.com/paypalme/codesโฆ
Kudos also to fellow @streamlit Creators:
@napoles3d
who told me about the PyVis lib! ๐ฅ
@andfanilo
/@christianklose3
for their precious advice! ๐
๐ฒ Beware on costs!
It can get expensive quickly with that Google Natural Language API!
Monitor your costs via the GCP console regularly and/or put quotas to tame that G beast! I'm planning to add a budget estimator pre-API calls. Should come handy.
Feedback and support
Wiki Topic Grapher's still in Beta, with possible rough edges! Head-off to my Gitter page for bug reports, questions, or suggestions.
This app is free. If it's useful to you, you can buy me a โ to support my work! ๐
โถ๏ธ buymeacoffee.com/cwar05
That's all, folks. Enjoy!
Charly
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