A subsequent qualitative analysis revealed that most of the heterogeneity was coming from textbooks following the new didactic approach recommended by the CEFR: the task-oriented approach, which focuses more on the task than the text when labelling the overall reading activity.
we decided to remove those type of textbooks from our corpus, which amounted to 5 books and 249 texts.