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Clustering on Crime centers

A study about the relationship of nightclubs to crime in CABA was made. It was found that using a K-means cluster and two datasets from the open database of the city, one can isolate clusters of crime which happen on the same blocks as nightclubs. This explains the majority of crimes commited in the relevant time-frame while showing a clear transition in the distribution of crimes compared to day-time.

clustering_animation (4) Cluster final Cuentas por cluster

Machine learning on depleting population

In Argentina, since 2016 there has been a fall in the national birth rate. The project investigates specifically this phenomenon and shows that the drop is seen for every province, and that some cities lagged behind in this trend before sticking to it. A Random Forest Regressor is trained with all of the data from the provinces except "Buenos Aires" and then used to predict the birth rate of the province.

caida (1) prediccion (1)

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