Technical analysis has been used to investigate the trend changes of exchange rates. In this paper a new method, called waveform dictionaries, is proposed to analyze the trend of the exchange rate of the Australian dollar against the US dollar. The wavelet transform extracts the features and displays the results in a time-frequency (scale) map. The results indicate possible insights into market behavior such as the dominant market reaction to news.