A time-series of numerical data and a sequence of time-ordered documents are often correlated. This paper aims at modeling the impact that the underlying themes discussed in the text data have on the time series. To do so. we introduce an original topic model. https://lockdownsecuritycanada.shop/product-category/pin-switch/