I am totally new to Machine Learning and I have been working with unsupervised learning technique.
Image shows my sample Data(After all Cleaning) Screenshot : Sample
Forget LaberBinarizer and use OneHotEncoder instead.
In case you use a LabelEncoder before OneHotEncoder to convert categories to integers, you can now use the OneHotEncoder directly.