A frame work will be created to allow any asset price time-series data to be stored and analysed to discover emerging trends. The analysis will be performed using a neural network trained on a large number of time-series. The network will be trained to classify time-series at turning points of trends of at a certain time frame. The framework will include automated time series trend analysis in addition to allowing manual points of interest to be added to the training data. An assessment of the accuracy of the classifier will be performed.