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https://github.com/adulau/napkin-text-analysis.git
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new: [feature] -s option to display the overall statistics of different tokens seen
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2 changed files with 16 additions and 1 deletions
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@ -22,7 +22,7 @@ Analysis features are :
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# how to use napkin
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# how to use napkin
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~~~~
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~~~~
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usage: napkin.py [-h] [-v V] [-f F] [-t T] [-o O]
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usage: napkin.py [-h] [-v V] [-f F] [-t T] [-s] [-o O]
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Extract statistical analysis of text
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Extract statistical analysis of text
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@ -31,6 +31,7 @@ optional arguments:
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-v V verbose output
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-v V verbose output
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-f F file to analyse
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-f F file to analyse
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-t T maximum value for the top list (default is 100) -1 is no limit
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-t T maximum value for the top list (default is 100) -1 is no limit
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-s display the overall statistics (default is False)
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-o O output format (default is csv)
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-o O output format (default is csv)
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~~~~
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~~~~
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@ -11,6 +11,7 @@ parser = argparse.ArgumentParser(description="Extract statistical analysis of te
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parser.add_argument('-v', help="verbose output")
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parser.add_argument('-v', help="verbose output")
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parser.add_argument('-f', help="file to analyse")
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parser.add_argument('-f', help="file to analyse")
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parser.add_argument('-t', help="maximum value for the top list (default is 100) -1 is no limit", default=100)
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parser.add_argument('-t', help="maximum value for the top list (default is 100) -1 is no limit", default=100)
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parser.add_argument('-s', help="display the overall statistics (default is False)", default=False, action='store_true')
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parser.add_argument('-o', help="output format (default is csv)", default="csv")
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parser.add_argument('-o', help="output format (default is csv)", default="csv")
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args = parser.parse_args()
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args = parser.parse_args()
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if args.f is None:
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if args.f is None:
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@ -37,34 +38,45 @@ doc = nlp(text)
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analysis = ["verb:napkin", "noun:napkin", "hashtag:napkin", "mention:napkin", "digit:napkin", "url:napking", "oov:napkin", "labels:napkin"]
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analysis = ["verb:napkin", "noun:napkin", "hashtag:napkin", "mention:napkin", "digit:napkin", "url:napking", "oov:napkin", "labels:napkin"]
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redisdb.hset("stats", "token", doc.__len__())
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for token in doc:
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for token in doc:
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if token.pos_ == "VERB" and not token.is_oov:
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if token.pos_ == "VERB" and not token.is_oov:
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redisdb.zincrby("verb:napkin", 1, token.lemma_)
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redisdb.zincrby("verb:napkin", 1, token.lemma_)
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redisdb.hincrby("stats", "verb:napkin", 1)
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continue
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continue
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if token.pos_ == "NOUN" and not token.is_oov:
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if token.pos_ == "NOUN" and not token.is_oov:
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redisdb.zincrby("noun:napkin", 1, token.lemma_)
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redisdb.zincrby("noun:napkin", 1, token.lemma_)
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redisdb.hincrby("stats", "noun:napkin", 1)
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continue
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continue
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if token.is_oov:
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if token.is_oov:
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value = "{}".format(token)
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value = "{}".format(token)
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if value.startswith('#'):
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if value.startswith('#'):
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redisdb.zincrby("hashtag:napkin", 1, value[1:])
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redisdb.zincrby("hashtag:napkin", 1, value[1:])
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redisdb.hincrby("stats", "hashtag:napkin", 1)
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continue
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continue
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if value.startswith('@'):
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if value.startswith('@'):
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redisdb.zincrby("mention:napkin", 1, value[1:])
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redisdb.zincrby("mention:napkin", 1, value[1:])
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redisdb.hincrby("stats", "mention:napkin", 1)
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continue
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continue
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if token.is_digit:
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if token.is_digit:
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redisdb.zincrby("digit:napkin", 1, value)
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redisdb.zincrby("digit:napkin", 1, value)
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redisdb.hincrby("stats", "digit:napkin", 1)
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continue
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continue
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if token.is_space:
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if token.is_space:
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redisdb.hincrby("stats", "space:napkin", 1)
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continue
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continue
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if token.like_url:
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if token.like_url:
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redisdb.zincrby("url:napkin", 1, value)
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redisdb.zincrby("url:napkin", 1, value)
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redisdb.hincrby("stats", "url:napkin", 1)
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continue
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continue
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if token.like_email:
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if token.like_email:
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redisdb.zincrby("email:napkin", 1, value)
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redisdb.zincrby("email:napkin", 1, value)
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redisdb.hincrby("stats", "email:napkin", 1)
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continue
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continue
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redisdb.zincrby("oov:napkin", 1, value)
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redisdb.zincrby("oov:napkin", 1, value)
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redisdb.hincrby("stats", "oov:napkin", 1)
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for entity in doc.ents:
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for entity in doc.ents:
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@ -78,3 +90,5 @@ for anal in analysis:
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print ("{},{}".format(a[0],a[1]))
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print ("{},{}".format(a[0],a[1]))
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print ("#")
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print ("#")
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if args.s:
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print (redisdb.hgetall('stats'))
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