Discovering conversational topics and emotions associated with Demonetization tweets in India

Social media platforms contain great wealth of information which provides us opportunities explore hidden patterns or unknown correlations, and understand people's satisfaction with what they are discussing. As one showcase, in this paper, we summarize the data set of Twitter messages related to recent demonetization of all Rs. 500 and Rs. 1000 notes in India and explore insights from Twitter's data. Our proposed system automatically extracts the popular latent topics in conversations regarding demonetization discussed in Twitter via the Latent Dirichlet Allocation (LDA) based topic model and also identifies the correlated topics across different categories. Additionally, it also discovers people's opinions expressed through their tweets related to the event under consideration via the emotion analyzer. The system also employs an intuitive and informative visualization to show the uncovered insight. Furthermore, we use an evaluation measure, Normalized Mutual Information (NMI), to select the best LDA models. The obtained LDA results show that the tool can be effectively used to extract discussion topics and summarize them for further manual analysis.Comment: 6 pages, 11 figures. arXiv admin note: substantial text overlap with arXiv:1608.02519 by other authors; text overlap with arXiv:1705.08094 by other author

Il Furioso, April 11, 2013

This is the concert program of the Il Furioso performance on Thursday, April 11, 2013 at 8:00 p.m., at the Boston University Concert Hall, 855 Commonwealth Avenue, Boston, Massachusetts. Works performed were Sonata Seconda, La Cesta by Giovanni Pandolfi Antonio Mealli, Preludio Decimo and Aria di Florenza by Girolamo Giovanni Kapsberger, Ricercata Ottava by Giovanni Bassano, Sonata Terza, La Melana by Giovanni Pandolfi Antonio Mealli, Corrente Seconda by Girolamo Giovanni Kapsberger, Ciaccona by Alessandro Piccinini, Sonata Quinta, La Clemente by Giovanni Pandolfi Antonio Mealli, Canzon Quinta detta Bellerofonte by Girolamo Frescobaldi, Ballo del Granduca by Jan Pieterszoon Sweelinck, Sonata No. 3 in G Minor by Francesco Barsanti, and Chaconne in G Minor by Tomaso Vitali. Digitization for Boston University Concert Programs was supported by the Boston University Humanities Library Endowed Fund