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Liuku: 1
Tanvir Gali? I don't know that exactly. But I can tell you for sure, it's somewhere on MG Road.
Ramesh, can you help me? I'm new to Pune. Where is "Bara Building, Tanvir Gali, MG Road, Pune"?
This is the Human Intuition being used, which our model will mimic.
Liuku: 2
I have this address book with many locations, but I don't know which MG Road is which. I think I'll plot all the addresses I have on a map first.
The method used is Clustering (e.g., DBSCAN or K-Means). The high-confidence cluster helps in Noise Reduction (filtering out MG Roads in Delhi, Mumbai, etc.) and identifying the target Locality.
Look, by clustering all the addresses, I can clearly see a dense cluster for Pune addresses! The cluster with the highest confidence must be Pune's MG Road.
Now, I'll compare my target address with every address in that Pune MG Road cluster. The similarity score should tell me the exact spot.
Liuku: 3
Based on your cluster, the centroid of the MG Road area is this Lat/Long: X, Y. That's your prediction!
The Centroid of the highest-confidence cluster is used as the Predicted Geo-Code for the general MG Road area.

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