SVM accuracy score

Hi @dllussier! In my Classifiers notebook, for Support Vector Machines (currently cells: 22 & 23) the accuracy score without cross-validation is not close to the result that I got for the cross-validation average. I’m not sure if it’s happened because of the nature of the data or there is something that made wrong? Could you please do me a favor and take a look?
Thanks in advance!