import json

from watson_developer_cloud import NaturalLanguageUnderstandingV1

import watson_developer_cloud.natural_language_understanding.features.v1 as \

features

natural_language_understanding = NaturalLanguageUnderstandingV1(

version='2017-02-27',

username='897e7ff9-5cfb-4ce0-a7ad-ce71cb6edbcb',

password='pjVZiijHpJ3Q')

file = open('IPIC-31087.txt','r',encoding='utf8')

txt_input =file.read()

file.close()

response_default = natural_language_understanding.analyze(

text=txt_input,

features=[features.Entities(), features.Relations() ])

response = natural_language_understanding.analyze(

text=txt_input,

features=[features.Entities(model='10:33c308c3-14fb-4612-a6bf-ea4da686896a'), features.Relations(model='10:33c308c3-14fb-4612-a6bf-ea4da686896a') ])

print ( 'Default NLU output')

print(json.dumps(response_default, indent=2))

print ('--------------------------------------------------------------')

print ( 'NLU output when invoked with custome wks model')

print(json.dumps(response, indent=2))

# collective_annotations = {}

# collective_annotations["relations"] = response_default["relations"] + response["relations"]

# collective_annotations["entities"] = response_default["entities"] + response["entities"]

# print(json.dumps(collective_annotations, indent=2))