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@@ -33,9 +33,8 @@ Recent developments in Quantum Computing (QC) have paved the way for an enhancem
 
 ### Praparation of the binary classification problem
 
-The binary classification problem is constructed from the SemCity Toulouse multispectral benchmark data set, that is publicly available 👉 https://doi.org/10.5194/isprs-annals-V-5-2020-109-2020
+The binary classification problem is constructed from the SemCity Toulouse multispectral benchmark data set, that is publicly available 👉 https://doi.org/10.5194/isprs-annals-V-5-2020-109-2020. More information about the dataset can be found in the publication below 
 
-More information about the dataset can be found in the publication below 
 
 R. Roscher, M. Volpi, C. Mallet, L. Drees, and J. D. Wegner, “Semcity toulouse: a benchmark for building instance segmentation in satellite images,” ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. V-5-2020, p. 109–116, 2020.