Created
December 13, 2012 01:30
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A quick example of Clojure / StanfordNLP CoNLL parsing.
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(ns wujuko.nlp.fmt-read | |
(:require [clojure.java.io :as io]) | |
(:import [java.util Properties] | |
[edu.stanford.nlp.sequences | |
SeqClassifierFlags | |
CoNLLDocumentReaderAndWriter | |
ColumnDocumentReaderAndWriter] | |
[edu.stanford.nlp.ling CoreLabel])) | |
(defn corelabel->map | |
[^CoreLabel cl] | |
{:token (.word cl) :tag (.tag cl)}) | |
(defn words | |
[ms] (map :token ms)) | |
(defn pos | |
[ms] (map :tag ms)) | |
(defn ner | |
[ms] (map :ner ms)) | |
(defn conll-seq | |
"" | |
[^java.io.Reader reader] | |
(let [cdr (ColumnDocumentReaderAndWriter.) | |
_ (.init cdr (SeqClassifierFlags.)) | |
ci (.getIterator cdr reader)] | |
(iterator-seq ci))) | |
(defn conll-map-seq | |
"Returns a sequence of maps in the form: | |
( {:token \"Hi\" :tag \"O\"} | |
{:token \"There\" :tag \"O\"} | |
... | |
) " | |
[^java.io.Reader reader] | |
(let [cs (conll-seq reader)] | |
(map (fn [ca] (map corelabel->map ca)) cs))) | |
(comment | |
(let [filename "/Users/djunk/projects/L645/project/arktweetnlp/ark-tweet-nlp/data/twpos-data-v0.3/oct27.conll"] | |
(with-open [rdr (io/reader (io/file filename))] | |
(let [ms (conll-map-seq rdr) | |
samp (first (take 1 ms))] | |
(words samp) | |
(tags samp) | |
))) | |
) |
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