2018-09-05 18:53:58 +00:00
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/*
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* BotSharp.NLP Library
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* Copyright (C) 2018 Haiping Chen
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*
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* This program is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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using System;
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using System.Collections.Generic;
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using System.Linq;
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using System.Text;
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using System.Text.RegularExpressions;
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namespace BotSharp.NLP.Tokenize
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{
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/// <summary>
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/// Penn Treebank Tokenizer
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/// The Treebank tokenizer uses regular expressions to tokenize text as in Penn Treebank.
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/// This implementation is a port of the tokenizer sed script written by Robert McIntyre
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/// and available at ftp://ftp.cis.upenn.edu/pub/treebank/public_html/tokenizer.sed,
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/// or reference ftp://ftp.cis.upenn.edu/pub/treebank/public_html/tokenization.html.
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/// </summary>
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public class TreebankTokenizer : ITokenizer
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{
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private List<Tuple<String, String>> STARTING_QUOTES = new List<Tuple<string, string>>();
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private List<Tuple<String, String>> PUNCTUATION = new List<Tuple<string, string>>();
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private List<Tuple<String, String>> PARENS_BRACKETS = new List<Tuple<string, string>>();
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private List<Tuple<String, String>> CONVERT_PARENTHESES = new List<Tuple<string, string>>();
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private List<Tuple<String, String>> ENDING_QUOTES = new List<Tuple<string, string>>();
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private List<Tuple<String, String>> CONVENTIONS = new List<Tuple<string, string>>();
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public TreebankTokenizer()
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{
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Init();
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}
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public List<Token> Tokenize(string sentence, TokenizationOptions options)
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{
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2018-09-05 22:33:42 +00:00
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string text = sentence;
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2018-09-05 18:53:58 +00:00
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// starting quoting replace
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STARTING_QUOTES.ForEach(x =>
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{
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2018-09-05 22:33:42 +00:00
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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// replace PUNCTUATION
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PUNCTUATION.ForEach(x =>
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{
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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// Handles parentheses.
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PARENS_BRACKETS.ForEach(x =>
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{
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2018-09-05 22:33:42 +00:00
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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// convert parentheses
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if (options.ConvertParentheses)
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{
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CONVERT_PARENTHESES.ForEach(x =>
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{
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2018-09-05 22:33:42 +00:00
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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}
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// Handles repeated dash.
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text = Regex.Replace(text, "(-{2,})", " $1 ").Trim();
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2018-09-05 18:53:58 +00:00
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// replace ending quotes
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ENDING_QUOTES.ForEach(x =>
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{
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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// replace ending quotes
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CONVENTIONS.ForEach(x =>
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{
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text = Regex.Replace(text, x.Item1, x.Item2);
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2018-09-05 18:53:58 +00:00
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});
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// remove duplicated spaces
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text = Regex.Replace(text, "\\s+", " ") + " ";
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2018-09-05 18:53:58 +00:00
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// split
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int pos = 0;
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2018-09-05 22:33:42 +00:00
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var tokens = Regex.Matches(text, "\\s")
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.Cast<Match>()
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.Select(x => {
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var token = new Token
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{
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Start = pos,
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Text = text.Substring(pos, x.Index - pos)
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};
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pos = x.Index + 1;
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return token;
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}).ToList();
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2018-09-05 22:33:42 +00:00
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// correct token position
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CorrectTokenPosition(sentence, tokens);
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return tokens;
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}
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private void CorrectTokenPosition(string sentence, List<Token> tokens)
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{
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int startPos = 0;
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for(int i = 0; i < tokens.Count; i++)
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{
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var token = tokens[i];
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token.Start = sentence.IndexOf(token.Text, startPos);
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2018-09-09 03:59:01 +00:00
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startPos = token.End;
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2018-09-05 22:33:42 +00:00
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}
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}
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private void Init()
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{
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STARTING_QUOTES.Add(new Tuple<string, string>(@"([«“‘„]|[`]+)", " $1 "));
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STARTING_QUOTES.Add(new Tuple<string, string>("^\"", "``"));
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STARTING_QUOTES.Add(new Tuple<string, string>(@"(``)", " $1 "));
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STARTING_QUOTES.Add(new Tuple<string, string>("([ ([{<])(\" | '{2})", "$1 `` "));
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2018-09-05 22:33:42 +00:00
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PUNCTUATION.Add(new Tuple<string, string>(@"([^\.])(\.)([\]\)}>" + "\"" + @"\\'»”’ ]*)\s*$", "$1 $2 $3 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"([:,])([^\d])", " $1 $2"));
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PUNCTUATION.Add(new Tuple<string, string>(@"([:,])$", " $1 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"(\.\.\.)", " $1 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"([;@#$%&])", " $1 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"([^\.])(\.)([\]\)}>" + "\"" + @"']*)\s*$", "$1 $2 $3 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"([?!])", " $1 "));
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PUNCTUATION.Add(new Tuple<string, string>(@"([^'])' ", "$1 ' "));
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PARENS_BRACKETS.Add(new Tuple<string, string>(@"([\]\[\(\)\{\}\<\>])", " $1 "));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\(", "-LRB-"));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\)", "-RRB-"));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\[", "-LSB-"));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\]", "-RRB-"));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\{", "-LCB-"));
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CONVERT_PARENTHESES.Add(new Tuple<string, string>(@"\}", "-RCB-"));
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ENDING_QUOTES.Add(new Tuple<string, string>(@"([»”’])", " $1 "));
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ENDING_QUOTES.Add(new Tuple<string, string>("\"", " '' "));
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ENDING_QUOTES.Add(new Tuple<string, string>(@"(\S)(\'\')", "$1 $2 "));
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ENDING_QUOTES.Add(new Tuple<string, string>(@"('[sS]|'[mM]|'[dD]|') ", " $1 "));
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ENDING_QUOTES.Add(new Tuple<string, string>(@"('ll|'LL|'re|'RE|'ve|'VE|n't|N'T) ", " $1 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(can)(?#X)(not)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(d)(?#X)('ye)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(gim)(?#X)(me)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(gon)(?#X)(na)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(got)(?#X)(ta)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(lem)(?#X)(me)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(mor)(?#X)('n)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i)\b(wan)(?#X)(na)\s", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i) ('t)(?#X)(is)\b", "$1 $2 "));
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CONVENTIONS.Add(new Tuple<string, string>(@"(?i) ('t)(?#X)(was)\b", "$1 $2 "));
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}
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}
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}
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