This is the supporting material to the publication: *Judging books by their covers: the impact of text and image features in the aesthetic evaluation and memorability of Italian novels.* Chana, K., Mikuni, J., Vezzani, G., Rebora, S., Meyer, A., Salgaro, M., & Leder, H. Submitted to: *Literature* ---------- For inquiries please contact the corresponding author: Kirren Chana: kirren.chana@univie.ac.at ---------- **Licence for the project:** CC BY-NC-ND 4.0 **Full name of the Licence:** Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International. If you use any of the materials present in this project, you are required to cite the authors. This licence allows you copy and distribute the materials present in this project for noncommercial purposes only. However, you can not adapt the content of this project. **For the R code:** Authors allow consultation and feedback on the code. However, modifications leading to re-publishing should be agreed with the authors.