Package com.google.refine.importers

Source Code of com.google.refine.importers.SeparatorBasedImporter$Separator

/*

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.
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contributors may be used to endorse or promote products derived from
this software without specific prior written permission.

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"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
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*/

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.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", true);
        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);
       
        final CSVParser parser = new CSVParser(
            sep.toCharArray()[0],//HACK changing string to char - won't work for multi-char separators.
            CSVParser.DEFAULT_QUOTE_CHARACTER,
            (char) 0, // escape character
            CSVParser.DEFAULT_STRICT_QUOTES,
            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);
        for (String s : tokens){
            cells.add(s);
        }
        while (parser.isPending()) {
            tokens = parser.parseLineMulti(lnReader.readLine());
            for (String s : tokens) {
                cells.add(s);
            }
        }
        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
    }

    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;
                    }
                    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++;
                        }
                    }
                   
                    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, sep1.stddev);
                        }
                    });
                    for (Separator separator : separators) {
                        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;
    }
}
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