Context Starting with 20 years data scrapped from NUFORC (from 97 to 2017), plus Mr. Ajayrana UFO report dataset (1949 to 2000), my idea was since the beginning to be able to predict, given sight data, which shape the UFO would be. Therefore, besides NUFORC data, I captured data from Wunderground related to those occurrences. Content First of all, I did some web scrapping over NUFORC website collecting data from 1997 to 2017, using R. Then I created another Python program running periodically (every 30 minutes) reading 10 rows at a time from Wunderground, but only for those cities, dates having sight records Acknowledgements Thanks to Wunderground for letting me capture small amounts of historical data every day. And thanks to Alura, one of the best online educating platforms I ever used, and for letting me host some of my courses about Big Data. Also, I must thank Mr. Ajayrana for his nice work Inspiration It is an ongoing work. Soon I will have more data and be able to create an awesome prediction model