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Answer by randalv for Error when using Beautiful Soup in Python

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Without seeing the full context (e.g the value of review that gets passed into constructor) is it possible your KaggleWord2VecUtility method is splitting on the @ symbol and/or the digit, such that a token is being passed as a float instead of a string/unicode object? The exception indicates that markup is an unexpected float when init is expecting a string or unicode object

def __init__(self, markup="", features=None, builder=None,             parse_only=None, from_encoding=None, **kwargs):

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