Having encountered many issues in using the full datasets in cleaning and feature extraction, a decision was made to use the demo datasets to create the framework and pipelines for our data cleaning and neural network models, after a Professor at the University kindly offered the use of their personal lab machine to run the code using its abundant resources on the full datasets.