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Stanford Parser processes raw text in English, Chinese, German, Arabic, and French, and extracts constituency parse trees.

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package edu.stanford.nlp.trees;


/**
 * Tree normalizer for cleaning up labels and preserving the whole node label,
 * the grammatical function and category information from the label, or only
 * the category information.  Only normalization occurs on nonterminals.
 * @author Anna Rafferty
 *
 */
public class GrammaticalFunctionTreeNormalizer extends TreeNormalizer {
  private static final long serialVersionUID = -2270472762938163327L;
  
  /** How to clean up node labels: 0 = do nothing, 1 = keep category and
   *  function, 2 = just category.
   */
  private final int nodeCleanup;
  private final String root;
  protected final TreebankLanguagePack tlp;
  
  public GrammaticalFunctionTreeNormalizer(TreebankLanguagePack tlp, int nodeCleanup) {
    this.tlp = tlp;
    this.nodeCleanup = nodeCleanup;
    root = tlp.startSymbol();
  }


  /**
   * Normalizes a nonterminal contents.
   * This implementation strips functional tags, etc. and interns the
   * nonterminal.
   */
  @Override
  public String normalizeNonterminal(String category) {
    return cleanUpLabel(category).intern();
  }

  /**
   * Remove things like hyphened functional tags and equals from the
   * end of a node label.
   */
  protected String cleanUpLabel(String label) {
    if (label == null) {
      return root;
    } else if (nodeCleanup == 1) {
      return tlp.categoryAndFunction(label);
    } else if (nodeCleanup == 2) {
      return tlp.basicCategory(label);
    } else {
      return label;
    }
  }
}