/* Copyright 2010, Google Inc. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of Google Inc. nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ package com.google.refine.importers; import java.io.File; import java.io.FileInputStream; import java.io.IOException; import java.io.InputStream; import java.io.InputStreamReader; import java.io.LineNumberReader; import java.io.Reader; import java.io.UnsupportedEncodingException; import java.util.ArrayList; import java.util.Arrays; import java.util.Collections; import java.util.Comparator; import java.util.HashMap; import java.util.List; import java.util.Map; import org.apache.commons.lang.StringEscapeUtils; import org.json.JSONObject; import au.com.bytecode.opencsv.CSVParser; import com.google.refine.ProjectMetadata; import com.google.refine.importing.ImportingJob; import com.google.refine.importing.ImportingUtilities; import com.google.refine.model.Project; import com.google.refine.util.JSONUtilities; public class SeparatorBasedImporter extends TabularImportingParserBase { public SeparatorBasedImporter() { super(false); } @Override public JSONObject createParserUIInitializationData(ImportingJob job, List<JSONObject> fileRecords, String format) { JSONObject options = super.createParserUIInitializationData(job, fileRecords, format); String separator = guessSeparator(job, fileRecords); JSONUtilities.safePut(options, "separator", separator != null ? separator : "\\t"); JSONUtilities.safePut(options, "guessCellValueTypes", false); JSONUtilities.safePut(options, "processQuotes", true); return options; } @Override public void parseOneFile( Project project, ProjectMetadata metadata, ImportingJob job, String fileSource, Reader reader, int limit, JSONObject options, List<Exception> exceptions ) { String sep = JSONUtilities.getString(options, "separator", "\\t"); if (sep == null || "".equals(sep)) { sep = "\\t"; } sep = StringEscapeUtils.unescapeJava(sep); boolean processQuotes = JSONUtilities.getBoolean(options, "processQuotes", true); boolean strictQuotes = JSONUtilities.getBoolean(options, "strictQuotes", false); final CSVParser parser = new CSVParser( sep, CSVParser.DEFAULT_QUOTE_CHARACTER, (char) 0, // we don't want escape processing strictQuotes, CSVParser.DEFAULT_IGNORE_LEADING_WHITESPACE, !processQuotes); final LineNumberReader lnReader = new LineNumberReader(reader); TableDataReader dataReader = new TableDataReader() { @Override public List<Object> getNextRowOfCells() throws IOException { String line = lnReader.readLine(); if (line == null) { return null; } else { return getCells(line, parser, lnReader); } } }; TabularImportingParserBase.readTable(project, metadata, job, dataReader, fileSource, limit, options, exceptions); } static protected ArrayList<Object> getCells(String line, CSVParser parser, LineNumberReader lnReader) throws IOException{ ArrayList<Object> cells = new ArrayList<Object>(); String[] tokens = parser.parseLineMulti(line); cells.addAll(Arrays.asList(tokens)); while (parser.isPending()) { tokens = parser.parseLineMulti(lnReader.readLine()); cells.addAll(Arrays.asList(tokens)); } return cells; } static public String guessSeparator(ImportingJob job, List<JSONObject> fileRecords) { for (int i = 0; i < 5 && i < fileRecords.size(); i++) { JSONObject fileRecord = fileRecords.get(i); String encoding = ImportingUtilities.getEncoding(fileRecord); String location = JSONUtilities.getString(fileRecord, "location", null); if (location != null) { File file = new File(job.getRawDataDir(), location); // Quotes are turned on by default, so use that for guessing Separator separator = guessSeparator(file, encoding, true); if (separator != null) { return StringEscapeUtils.escapeJava(Character.toString(separator.separator)); } } } return null; } static public class Separator { char separator; int totalCount = 0; int totalOfSquaredCount = 0; int currentLineCount = 0; double averagePerLine; double stddev; } static public Separator guessSeparator(File file, String encoding) { return guessSeparator(file, encoding, false); // quotes off for backward compatibility } // TODO: Move this to the CSV project? static public Separator guessSeparator(File file, String encoding, boolean handleQuotes) { try { InputStream is = new FileInputStream(file); Reader reader = encoding != null ? new InputStreamReader(is, encoding) : new InputStreamReader(is); LineNumberReader lineNumberReader = new LineNumberReader(reader); try { List<Separator> separators = new ArrayList<SeparatorBasedImporter.Separator>(); Map<Character, Separator> separatorMap = new HashMap<Character, SeparatorBasedImporter.Separator>(); int totalChars = 0; int lineCount = 0; boolean inQuote = false; String s; while (totalChars < 64 * 1024 && lineCount < 100 && (s = lineNumberReader.readLine()) != null) { totalChars += s.length() + 1; // count the new line character if (s.length() == 0) { continue; } if (!inQuote) { lineCount++; } for (int i = 0; i < s.length(); i++) { char c = s.charAt(i); if ('"' == c) { inQuote = !inQuote; } if (!Character.isLetterOrDigit(c) && !"\"' .-".contains(s.subSequence(i, i + 1)) && (!handleQuotes || !inQuote)) { Separator separator = separatorMap.get(c); if (separator == null) { separator = new Separator(); separator.separator = c; separatorMap.put(c, separator); separators.add(separator); } separator.currentLineCount++; } } if (!inQuote) { for (Separator separator : separators) { separator.totalCount += separator.currentLineCount; separator.totalOfSquaredCount += separator.currentLineCount * separator.currentLineCount; separator.currentLineCount = 0; } } } if (separators.size() > 0) { for (Separator separator : separators) { separator.averagePerLine = separator.totalCount / (double) lineCount; separator.stddev = Math.sqrt( (((double)lineCount * separator.totalOfSquaredCount) - (separator.totalCount * separator.totalCount)) / ((double)lineCount*(lineCount-1)) ); } Collections.sort(separators, new Comparator<Separator>() { @Override public int compare(Separator sep0, Separator sep1) { return Double.compare(sep0.stddev / sep0.averagePerLine, sep1.stddev / sep1.averagePerLine); } }); Separator separator = separators.get(0); if (separator.stddev / separator.averagePerLine < 0.1) { return separator; } } } finally { lineNumberReader.close(); reader.close(); is.close(); } } catch (UnsupportedEncodingException e) { e.printStackTrace(); } catch (IOException e) { e.printStackTrace(); } return null; } }