Statistical methods extract conjunctions between words, usually depending on a large annotated corpus. Also, these meaningful narratives can be fed into deep neural networks to produce vector representations. Based on the capability to extract semantics and sentiments from natural language, the problem of financial forecasting can be modeled at a more abstract level. Time series analysis is a classic technique which gives more weight to endogenous factors.