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Adds snippets and tests for documentation tutorial. #729
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# This file is used to generate README.rst | ||
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product: | ||
name: Google Cloud Natural Language Tutorial | ||
short_name: Cloud Natural Language Tutorial | ||
url: https://cloud.google.com/natural-language/docs/ | ||
description: > | ||
The `Google Cloud Natural Language API`_ provides natural language | ||
understanding technologies to developers, including sentiment analysis, | ||
entity recognition, and syntax analysis. This API is part of the larger | ||
Cloud Machine Learning API. | ||
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setup: | ||
- auth | ||
- install_deps | ||
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samples: | ||
- name: Language tutorial | ||
file: tutorial.py | ||
show_help: true |
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google-api-python-client==1.5.5 |
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I really wanted to love 'Bladerunner' but ultimately I couldn't get | ||
myself to appreciate it fully. However, you may like it if you're into | ||
science fiction, especially if you're interested in the philosophical | ||
exploration of what it means to be human or machine. Some of the gizmos | ||
like the flying cars and the Vouight-Kampff machine (which seemed very | ||
steampunk), were quite cool. | ||
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I did find the plot pretty slow and but the dialogue and action sequences | ||
were good. Unlike most science fiction films, this one was mostly quiet, and | ||
not all that much happened, except during the last 15 minutes. I didn't | ||
understand why a unicorn was in the movie. The visual effects were fantastic, | ||
however, and the musical score and overall mood was quite interesting. | ||
A futurist Los Angeles that was both highly polished and also falling apart | ||
reminded me of 'Outland.' Certainly, the style of the film made up for | ||
many of its pedantic plot holes. | ||
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If you want your sci-fi to be lasers and spaceships, 'Bladerunner' may | ||
disappoint you. But if you want it to make you think, this movie may | ||
be worth the money. |
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What was Hollywood thinking with this movie! I hated, | ||
hated, hated it. BORING! I went afterwards and demanded my money back. | ||
They refused. |
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I neither liked nor disliked this movie. Parts were interesting, but | ||
overall I was left wanting more. The acting was pretty good. |
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`Bladerunner` is often touted as one of the best science fiction films ever | ||
made. Indeed, it satisfies many of the requisites for good sci-fi: a future | ||
world with flying cars and humanoid robots attempting to rebel against their | ||
creators. But more than anything, `Bladerunner` is a fantastic exploration | ||
of the nature of what it means to be human. If we create robots which can | ||
think, will they become human? And if they do, what makes us unique? Indeed, | ||
how can we be sure we're not human in any case? `Bladerunner` explored | ||
these issues before such movies as `The Matrix,' and did so intelligently. | ||
The visual effects and score by Vangelis set the mood. See this movie | ||
in a dark theatre to appreciate it fully. Highly recommended! |
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#!/usr/bin/env python | ||
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# Copyright 2016 Google, Inc | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# [START full_tutorial_script] | ||
# [START import_libraries] | ||
import argparse | ||
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from googleapiclient import discovery | ||
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from oauth2client.client import GoogleCredentials | ||
# [END import_libraries] | ||
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def get_response(filename): | ||
"""Runs sentiment analysis on text within the specified file.""" | ||
# [START authenticating_to_the_api] | ||
credentials = GoogleCredentials.get_application_default() | ||
service = discovery.build('language', 'v1', credentials=credentials) | ||
# [END authenticating_to_the_api] | ||
# [START constructing_the_request] | ||
with open(filename, 'r') as review_file: | ||
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service_request = service.documents().analyzeSentiment( | ||
body={ | ||
'document': { | ||
'type': 'PLAIN_TEXT', | ||
'content': review_file.read(), | ||
} | ||
} | ||
) | ||
response = service_request.execute() | ||
# [END constructing_the_request] | ||
return response | ||
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def print_response_contents(response): | ||
"""Prints document sentiment, magnitude, and sentence score.""" | ||
# [START parsing_the_response] | ||
score = response['documentSentiment']['score'] | ||
magnitude = response['documentSentiment']['magnitude'] | ||
for n, sentence in enumerate(response['sentences']): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. blank newline above control statements. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Done. |
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sentence_sentiment = sentence['sentiment']['score'] | ||
print('Sentence {} has a sentiment score of {}'.format(n, | ||
sentence_sentiment)) | ||
print('Overall Sentiment: score of {} with magnitude of {}'.format( | ||
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score, magnitude)) | ||
# [END parsing_the_response] | ||
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# [START running_your_application] | ||
def main(filename): | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. You can remove this function now. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Done. |
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"""Run sentiment analysis on the file contents given a filename.""" | ||
print_response_contents(get_response(filename)) | ||
return 0 | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument( | ||
'movie_review_filename', | ||
help='The filename of the movie review you\'d like to analyze.') | ||
args = parser.parse_args() | ||
main(args.movie_review_filename) | ||
# [END running_your_application] | ||
# [END full_tutorial_script] |
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# Copyright 2016, Google, Inc. | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import tutorial | ||
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def test_neutral(): | ||
result = tutorial.get_response('reviews/bladerunner-neutral.txt') | ||
assert result['language'] == 'en' | ||
assert (-1 < result['documentSentiment']['score'] < 1) | ||
assert (0 < result['documentSentiment']['magnitude'] < 2.0) | ||
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def test_pos(): | ||
result = tutorial.get_response('reviews/bladerunner-pos.txt') | ||
assert result['language'] == 'en' | ||
assert result['documentSentiment']['score'] > 0.0 | ||
assert result['documentSentiment']['magnitude'] > 2.0 | ||
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def test_neg(): | ||
result = tutorial.get_response('reviews/bladerunner-neg.txt') | ||
assert result['language'] == 'en' | ||
assert result['documentSentiment']['score'] < 0.0 | ||
assert result['documentSentiment']['magnitude'] > 1.0 | ||
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def test_mixed(): | ||
result = tutorial.get_response('reviews/bladerunner-mixed.txt') | ||
assert result['language'] == 'en' | ||
assert (-1 < result['documentSentiment']['score'] < 1) | ||
assert result['documentSentiment']['magnitude'] > 4.0 |
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No empty line between these two.
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Done.