This file contains a dataset of summary textual features for a large sample of UK annual report narratives published over the period 2002-2017, and extracted and processed using the CFIE-FRSE app described in El-Haj et al. (2019), Retrieving, Classifying and Analysing Narrative Commentary in Unstructured (Glossy) Annual Reports Published as PDF Files Accounting and Business Research (DOI/MS ID: 10.1080/00014788.2019.1609346 /). Data are provided in three file formats: csv, SAS and Stata. Details of the sampling procedure, variable definitions and method for matching to Thomson Reuters Datastream are also provided.