Prediction of pharmaceuticals occurrence based on sales data and Machine learning algorithms.

anvisa2014_2020: This is a pre processed data from the sales data of industrial pharmaceuticals from SNGPC, Brazil's data.preprocessing_anvisa_ana_datasets: the data manipulation of ANVISA and ANA data to the final dataset anvisa2014_2020. Antibioticos/Carbamazepina: contains the main codes of the prediction models to classify the occurrence concentrations of some antibiotics and Carbamazepine, by tree boosting algorithms.Sensitivity Analysiscargas25_50_75_AS: contains the pre processed updated dataset of pharmaceuticals sales data for the 3 scenarium conditions.carb_AS/ antibioticos_AS: the final integrated dataset used for modeling Carbamazepine and Antibiotics sensitivity models. These datasets can be executed on the same code of the base models.