Dataset : Link to Dataset
This is the extract from GMB corpus which is tagged, annotated and built specifically to train the classifier to predict named entities such as name, location, etc.
Annotated Corpus for Named Entity Recognition using Groningen Meaning Bank corpus for entity classification with popular features by NLP and ML.