mirror of
https://github.com/adulau/napkin-text-analysis.git
synced 2024-11-22 01:47:06 +00:00
Alexandre Dulaunoy
dd7c796460
Napkin is a Python tool to produce statistical analysis of a text. Analysis features are : - Verbs frequency - Nouns frequency - Digit frequency - Labels frequency such as (Person, organisation, product, location) as defined in spacy.io [named entities](https://spacy.io/api/annotation#named-entities) - URL frequency - Email frequency - Mention frequency (everything prefixed with an @ symbol) - Out-Of-Vocabulary (OOV) word frequency meaning any words outside English dictionary
166 lines
2.8 KiB
Markdown
166 lines
2.8 KiB
Markdown
# napkin-text-analysis
|
|
|
|
Napkin is a Python tool to produce statistical analysis of a text.
|
|
|
|
Analysis features are :
|
|
|
|
- Verbs frequency
|
|
- Nouns frequency
|
|
- Digit frequency
|
|
- Labels frequency such as (Person, organisation, product, location) as defined in spacy.io [named entities](https://spacy.io/api/annotation#named-entities)
|
|
- URL frequency
|
|
- Email frequency
|
|
- Mention frequency (everything prefixed with an @ symbol)
|
|
- Out-Of-Vocabulary (OOV) word frequency meaning any words outside English dictionary
|
|
|
|
# requirements
|
|
|
|
- Python >= 3.6
|
|
- spacy.io
|
|
- redis (a redis server running on port 6380)
|
|
|
|
# how to use napkin
|
|
|
|
~~~~
|
|
usage: napkin.py [-h] [-v V] [-f F] [-t T] [-o O]
|
|
|
|
Extract statistical analysis of text
|
|
|
|
optional arguments:
|
|
-h, --help show this help message and exit
|
|
-v V verbose output
|
|
-f F file to analyse
|
|
-t T maximum value for the top list (default is 100) -1 is no limit
|
|
-o O output format (default is csv)
|
|
~~~~
|
|
|
|
# example usage of napkin
|
|
|
|
A sample file "The Prince, by Nicoló Machiavelli" is included to test napkin.
|
|
|
|
`python3 napkin.py -f ../samples/the-prince.txt`
|
|
|
|
Example output:
|
|
|
|
~~~~
|
|
# Top 100 of verb:napkin
|
|
b'can',137.0
|
|
b'make',116.0
|
|
b'may',106.0
|
|
b'would',102.0
|
|
b'must',97.0
|
|
b'take',86.0
|
|
b'have',73.0
|
|
b'see',72.0
|
|
b'become',62.0
|
|
b'find',61.0
|
|
b'know',59.0
|
|
b'should',54.0
|
|
b'keep',53.0
|
|
b'give',53.0
|
|
b'hold',51.0
|
|
b'say',50.0
|
|
b'wish',48.0
|
|
b'could',48.0
|
|
b'fear',46.0
|
|
b'maintain',45.0
|
|
b'think',42.0
|
|
b'use',40.0
|
|
b'consider',40.0
|
|
b'come',40.0
|
|
b'lose',37.0
|
|
b'live',35.0
|
|
b'follow',33.0
|
|
b'do',33.0
|
|
b'remain',32.0
|
|
b'gain',31.0
|
|
b'avoid',31.0
|
|
b'arise',31.0
|
|
b'speak',29.0
|
|
...
|
|
# Top 100 of noun:napkin
|
|
b'man',120.0
|
|
b'state',108.0
|
|
b'people',90.0
|
|
b'one',90.0
|
|
b'time',85.0
|
|
b'work',83.0
|
|
b'other',82.0
|
|
b'thing',71.0
|
|
b'way',60.0
|
|
b'order',57.0
|
|
b'fortune',49.0
|
|
b'army',45.0
|
|
b'force',44.0
|
|
b'arm',44.0
|
|
b'soldier',43.0
|
|
b'subject',42.0
|
|
b'power',41.0
|
|
b'difficulty',39.0
|
|
b'law',34.0
|
|
b'reputation',33.0
|
|
b'position',33.0
|
|
b'enemy',33.0
|
|
b'war',32.0
|
|
b'kingdom',32.0
|
|
b'cause',31.0
|
|
b'possession',29.0
|
|
b'action',29.0
|
|
b'ruler',28.0
|
|
b'rule',28.0
|
|
b'example',28.0
|
|
b'hand',27.0
|
|
b'friend',27.0
|
|
b'country',27.0
|
|
b'king',26.0
|
|
b'case',26.0
|
|
...
|
|
# Top 100 of digit:napkin
|
|
b'84116',1.0
|
|
b'750175',1.0
|
|
b'6221541',1.0
|
|
b'57037',1.0
|
|
b'55901',1.0
|
|
#
|
|
# Top 100 of url:napking
|
|
#
|
|
# Top 100 of oov:napkin
|
|
b'Fermo',7.0
|
|
b'Vitelli',6.0
|
|
b'Pertinax',6.0
|
|
b'Orsinis',6.0
|
|
b'Colonnas',6.0
|
|
b'Bentivogli',6.0
|
|
b'Agathocles',6.0
|
|
b'Oliverotto',5.0
|
|
b'C\xc3\xa6sar',5.0
|
|
...
|
|
# Top 100 of labels:napkin
|
|
b'GPE',305.0
|
|
b'CARDINAL',197.0
|
|
b'ORG',189.0
|
|
b'NORP',131.0
|
|
b'ORDINAL',72.0
|
|
b'DATE',44.0
|
|
b'LAW',30.0
|
|
b'LOC',18.0
|
|
b'PRODUCT',9.0
|
|
b'LANGUAGE',5.0
|
|
b'WORK_OF_ART',4.0
|
|
b'QUANTITY',4.0
|
|
b'TIME',3.0
|
|
b'FAC',3.0
|
|
b'MONEY',2.0
|
|
b'PERCENT',1.0
|
|
b'EVENT',1.0
|
|
|
|
~~~~
|
|
|
|
# LICENSE
|
|
|
|
napkin is free software under the AGPLv3 license.
|
|
|
|
~~~~
|
|
Copyright (C) 2020 Alexandre Dulaunoy
|
|
Copyright (C) 2020 Pauline Bourmeau
|
|
~~~~
|