Puerto Rico Billboard Dataset

Data and Code of Puerto Rico Billboard's Dataset:bMedia_BigTabe.csv is the raw dataset which was a result of integrating data from various sources to generate billboard profiles within 500 meter range in QGIS.Vairables Description csv file provides the description of each variable in the raw dataset.Puerto Rico Billboard Dataset Code.ipynb is jupyter notebook that covers: EDA, data cleaning, and preprocessing, then performing ML models (Random Forest, Dicision Tree, and Gradient Boosting). The models evauation processs is via repeated 10 folds CV for 10 times and the performance metrics used are: MAE, RMSE, and R2 .bMedia_CleanedData.csv is the cleaned dataset that can be used in further research. Using this dataset Gradient Boosting achaieved R2= 76% confidence in predictions the billboard rental monthy rental priceThe full analysis, visualization, and ML were implemented in Python and hosted on GitHub for reproducability:https://github.com/nadern87/puerto-rico-billboard-dataset