This research explores the use of Natural Language Processing (NLP) techniques to locate geological resources, with a specific focus on industrial minerals. By using word embeddings trained with the GloVe model, we extract semantic relationships between target keywords and a corpus of geological texts. The text is filtered to retain only words with geographical significance, such as city names, which are then ranked by their cosine similarity to the target keyword. Dimensional reduction techniques, including Principal Component Analysis (PCA), Autoencoder, Variational Autoencoder (VAE), and VAE with Long Short-Term Memory (VAE-LSTM), are applied to enhance feature extraction and improve the accuracy of semantic relations. For benchmarking, we calculate the proximity between the ten cities most semantically related to the target keyword and identified mine locations using the haversine equation. The results demonstrate that combining NLP with dimensional reduction techniques provides meaningful insights into the spatial distribution of natural resources. Although the result shows to be in the same region as the supposed location, the accuracy has room for improvement.

File photo - An airplane flies over a drone during the Polar Bear Plunge on Coney Island in the Brooklyn borough of New York Jan. 1, 2015. While it seems unlikely that everyday drone hobbyists would want to make a beeline for their nearest nuclear facility to grab some aerial shots, the Federal Aviation Administration (FAA) has nevertheless announced a ban on drone flights over such locations in the U.S., namely: As you can see, they're mainly labs, while the Hanford Site, for example, is a mostly decommissioned nuclear production complex. Another of those listed, the Pantex Site, is an active nuclear weapons assembly and dismantlement plant. The restrictions, which come into force on December 29, have been put in place "to address concerns about unauthorized drone operations over seven Department of Energy (DOE) facilities," the FAA confirmed on its website. It added that "operators who violate the airspace restrictions may be subject to enforcement action, including potential civil penalties and criminal charges."

On the roster: Trump's re-election bid collides with policy problems - Witness: Russians targeted Rubio - Report: Trump aides told Nunes what Nunes told Trump - I'll Tell You What: Kidding, not kidding - Paging Tara Reid TRUMP'S RE-ELECTION BID COLLIDES WITH POLICY PROBLEMS It's too soon to say how President Trump's agenda will fair, but we do know his re-election bid is in trouble. That may sound preposterous to say in the 10th week of an administration, but here we are. Trump, who filed for re-election before he took office, is getting a boost from his most important donors, hedge-fund tycoon Robert Mercer and his family. It comes in the form of a $1.3 million ad blitz targeted at swing states as well as states represented by vulnerable Democratic senators. Trump is doing his part by renewing his war with his fellow Republicans, blasting House conservatives for defeating his health-insurance overhaul last week.