This approach requires several steps including finding the right keywords that will be used in filtering and then using them when requesting data from twitter (Figure 3). The keywords to choose is based on the research interest. In our case, it is related to stock market. Twitter offers special symbols for stock market volume, which is the dollar sign preceding the volume.