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safetown's Introduction

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Model for predicting future crime in the city of Bucaramanga (COL). The model uses a dataset of datos abiertos.gov of all crimes of the city from about last 6 years. Now we are going to predict the location of a posible crime and the kind of weapon to be used. This project uses Random Forest Regressor for making the prediction.

Authors

Brajhan Javier Rivera González, Daniel Fernando La Rota Peña, Daniel Ricardo Tavera Camacho

Objective

Crime prediction based on official crime records

Dataset

https://www.datos.gov.co/Seguridad-y-Defensa/40-Delitos-en-Bucaramanga-enero-2010-a-diciembre-d/75fz-q98y

Models

Main: RandomForestRegressor
Analysis: DNN, SVR(linear), DesisionTreeRegressor

More Information

Youtube: https://youtu.be/VIXhzYixBsg
Model Code: https://github.com/ricardotavera/Safetown/blob/main/SafetownAI.ipynb
Run Code: https://replit.com/@DanielRicardoR5/ModelTesting

Note: PreAnalisys notebook you are going to find diferent models tested to finally choose RandomForestRegressor as most suitable model

safetown's People

Contributors

ricardotavera avatar jarriv99 avatar sorryiwinxx avatar

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