Here are the two notebooks where I worked on it:

https://github.com/rashida048/Machine-Learning-With-Python/blob/master/multicall_classification_with_logistic_regression.ipynb

https://github.com/rashida048/Machine-Learning-With-Python/blob/master/multiclass_classification_with_fmin_tnc.ipynb

Please check. If you follow this, you should be able to get it done. Thanks for your question!