/*Copyright 2014, Language Technologies Institute, Carnegie Mellon University Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ package cmu.arktweetnlp.impl.features; import java.util.ArrayList; import java.util.Arrays; import java.util.List; import java.util.regex.Matcher; import java.util.regex.Pattern; import cmu.arktweetnlp.Twokenize; import com.twitter.Regex; /** * String normalizations and other shared utilities for feature computation. **/ public class FeatureUtil { public static Pattern URL = Pattern.compile(Twokenize.OR(Twokenize.url, Twokenize.Email)); public static Pattern justbase = Pattern.compile("(?!www\\.|ww\\.|w\\.|@)[a-zA-Z0-9]+\\.[A-Za-z0-9\\.]+"); // Pattern URL = Pattern.compile(Twokenize.url); public static ArrayList<String> normalize(List<String> toks){ ArrayList<String> normtoks = new ArrayList<String>(toks.size()); for (String s:toks){ normtoks.add(FeatureUtil.normalize(s)); } return normtoks; } /** * @param str * @return Lowercase normalized string */ public static String normalize(String str) { str = str.toLowerCase(); if (URL.matcher(str).matches()){ String base = ""; Matcher m = justbase.matcher(str); if (m.find()) base=m.group().toLowerCase(); return "<URL-"+base+">"; } if (Regex.VALID_MENTION_OR_LIST.matcher(str).matches()) return "<@MENTION>"; return str; } public static ArrayList<String> normalizecap(List<String> toks){ ArrayList<String> normtoks = new ArrayList<String>(toks.size()); for (String s:toks){ normtoks.add(FeatureUtil.normalizecap(s)); } return normtoks; } //same as normalize but retains capitalization public static String normalizecap(String str) { if (URL.matcher(str).matches()){ String base = ""; Matcher m = justbase.matcher(str); if (m.find()) base=m.group().toLowerCase(); return "<URL-"+base+">"; } if (Regex.VALID_MENTION_OR_LIST.matcher(str).matches()) return "<@MENTION>"; return str; } static Pattern repeatchar = Pattern.compile("([\\w])\\1{1,}"); static Pattern repeatvowel = Pattern.compile("(a|e|i|o|u)\\1+"); public static ArrayList<String> fuzztoken(String tok, boolean apos) { ArrayList<String> fuzz = new ArrayList<String>(); fuzz.add(tok.replaceAll("[‘’´`]", "'").replaceAll("[“”]", "\"")); fuzz.add(tok); fuzz.add(repeatchar.matcher(tok).replaceAll("$1"));//omggggggg->omg fuzz.add(repeatchar.matcher(tok).replaceAll("$1$1"));//omggggggg->omgg fuzz.add(repeatvowel.matcher(tok).replaceAll("$1"));//heeellloooo->helllo if (apos && !(tok.startsWith("<URL"))){ fuzz.add(tok.replaceAll("\\p{Punct}", ""));//t-swift->tswift //maybe a bad idea (bello's->bello, re-enable->re, croplife's->'s) fuzz.addAll(Arrays.asList(tok.split("\\p{Punct}"))); } return fuzz; } }