def flatten_dict(dd, separator='_', prefix=''):
    res = {}
    for key, value in dd.items():
        if isinstance(value, dict):
            res.update(flatten_dict(value, separator, prefix + key + separator))
        else:
            res[prefix + key] = value
    return res