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namedentityrecog's Introduction

NamedEntityRecog

A mini project on Named Entity Recognition, that takes 4 inputs: first and last name, the location and organisation and finds the various mentions of the entity in the web through a google search.

Required Packages

  • requests
  • sys
  • bs4
  • nltk
  • re
  • word_tokenize
  • pos_tag
  • conlltags2tree
  • tree2conlltags
  • pprint

Execute

  • Before executing, uncomment the lines that download punkt, averaged_perceptron_tagger, maxent_ne_chunker, words.
  • To run, type python NER.py

How it works?

Each and every sentence is evaluated by tokenization and adding position tags to every word. The obtained array is converted into noun-phrase chunks with a regular expression. Our chunk pattern consists of one rule, that a noun phrase, NP, should be formed whenever the chunker finds an optional determiner, DT, followed by any number of adjectives, JJ, and then a noun, NN. IOB tags are the standard way to represent chunk structures. After converting, we use nltk's ne_chunk() function to perform classification and addition of categories PERSON, ORGANISATION, LOCATION etc.

namedentityrecog's People

Contributors

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