source: other-projects/maori-lang-detection/src/org/greenstone/atea/CCWETProcessor.java@ 33808

package org.greenstone.atea;


import java.io.*;
import java.nio.charset.StandardCharsets;
import java.util.Properties;
import java.util.zip.GZIPInputStream;
import java.util.Iterator;
import java.util.HashMap;
import java.util.Map;
import java.util.Set;
import java.util.TreeMap;
import java.util.TreeSet;

import org.apache.commons.csv.*; // https://commons.apache.org/proper/commons-csv/download_csv.cgi
import org.apache.log4j.Logger;


/**
 * The main() method of this class takes a folder of warc.wet(.gz) files and goes through
 * the WET records in each, putting each WET record into a file. Each file is put into a
 * keep or discard or greyListed folder, and its url listed written into a keep, discard
 * or greylisted text file, based on based on
 * 
 * 1. whether it's whitelisted, else greylisted else blacklisted
 * 2. and if explicitly whitelisted or else not greylisted or blacklisted and there's
 * enough content. Formerly, content-length and number of lines were used to determine if
 * the content was sufficient. Now it's just word count and number of MAX characters
 * (not MINIMUM characters) that determine a string is a word. These settings can be adjusted
 * in conf/config.properties.
 *
 * Put a url-blacklist-filter.txt and/or url-greylist-filter.txt and/or url-whitelist-filter.txt
 * into the conf folder to control any url patterns that are explicitly included or excluded or
 * set aside for inspecting later. These filter text files don't use regexes, instead their
 * format is:
 * - precede URL by ^ to blacklist urls that match the given prefix
 * - succeed URL by $ to blacklist urls that match the given suffix
 * - ^url$ will blacklist urls that match the given url completely
 * - Without either ^ or $ symbol, urls containing the given url will get blacklisted
 * 
 * WETProcessor.java's current implementation is that explicit whitelisting has precedence
 * over greylisting and which takes precedence over blacklisting in turn. However, even
 * explicitly whitelisted urls still need to have sufficient content to end up in keepURLs.txt
 * and in the seedURLs.txt file used for nutch, along with its domain in regex-urlfilter.txt
 * also for nutch.
 *
 * A CCWETProcessor instance can be configured to process all the .warc.wet(.gz) files
 * in the given input folder. Then use a single instance of the WETProcessor class to process
 * each single unzipped warc.wet file.
 *
 * To compile, including the jars in lib/ for compiling.
 *      maori-lang-detection/src$ javac -cp ".:../lib/*" org/greenstone/atea/CCWETProcessor.java 
 *
 * To run, passing the log4j and other properties files in conf/ folder:
 *      maori-lang-detection/src$ java -cp ".:../conf:../lib/*" org.greenstone.atea.CCWETProcessor <folder containing commoncrawls subfolders containing warc.wet(.gz) files> <outputFolder>
 *
 * e.g. (from maori-lang-detection/src)
 *    
 *    - java -cp ".:../conf:../lib/*" org.greenstone.atea.CCWETProcessor ../ccrawl-data /Scratch/ak19/maori-lang-detection/to_crawl
 *    - java -cp ".:../conf:../lib/*" org.greenstone.atea.CCWETProcessor ../ccrawl-data /Scratch/ak19/maori-lang-detection/to_crawl 2>&1 | less
 *
*/

public class CCWETProcessor {
    private static Logger logger = Logger.getLogger(org.greenstone.atea.CCWETProcessor.class.getName());

    // Properties shared across WETProcessor instances
    public final int MAX_WORD_LENGTH;
    public final int MIN_NUM_WORDS;
    public final int MAX_WORDS_CAMELCASE;

    // constants for the possible fixed values in sites-too-big-to-exhaustively-crawl.txt file
    public final String SUBDOMAIN_COPY = "SUBDOMAIN-COPY";
    public final String SINGLEPAGE = "SINGLEPAGE";
    public final String FOLLOW_LINKS_WITHIN_TOPSITE = "FOLLOW-LINKS-WITHIN-TOPSITE";
    
    /**
     * Characters that need escaping if used as a string literal in a regex
     * https://stackoverflow.com/questions/399078/what-special-characters-must-be-escaped-in-regular-expressions
     * https://www.regular-expressions.info/refcharacters.html
     * Put the \\ (escape char) at start so we don't double-escape chars already escaped,
     * as would happen for any chars appearing earlier in this list than \\
    */    
    public final String ESCAPE_CHARS_FOR_RE = "\\.^$*+?()[{|";
    //public final String[] ESCAPE_CHARS_FOR_RE = ["\\", ".", "^", "$", "*", "+", "?", "(", ")", "[", "{", "|"];
    
    private Properties configProperties = new Properties();

    // File paths shared across WETProcessor instances
    public final File commoncrawlDir;
    public final File outputFolder;
    public final File discardFolder;
    public final File keepFolder;
    public final File greyListedFolder;
    public final File keepURLsFile;
    public final File discardURLsFile;
    public final File greyListedFile;

    /** Possible values stored in the blackList/whiteList/greyList Maps */
    private final Integer LIST_ENTRY_CONTAINS = new Integer(0);
    private final Integer LIST_ENTRY_STARTSWITH = new Integer(1);
    private final Integer LIST_ENTRY_ENDSWITH = new Integer(2);
    private final Integer LIST_ENTRY_MATCHES = new Integer(3);

    /**
     * Store url patterns as keys and values indicated whether a url should
     * match it exactly, start/end with it, or contain it
     */
    private HashMap<String, Integer> blackList;
    private HashMap<String, Integer> greyList;
    private HashMap<String, Integer> whiteList;

    /** map of topsites with allowable regexes: sites too big to exhaustively crawl
     * with optional regex defining allowed exceptions, like subdomains or url suffixes
     * off that top site. For example, wikipedia.org is a topsite, but mi.wikipedia.org
     * is relevant. Or blogspot.com is a top site, but someone's pages in Maori off blogspot
     * would be relevant.
     * The map would store top site domain suffix and an optional regex string for allowable
     * url patterns.
    */
    private HashMap<String, String> topSitesMap;
    
    /** Map of domains we keep and the full urls we're keeping that are of that domain. 
     * No need to use a TreeMap which preserves natural (alphabetical) ordering of keys,
     * while a HashMap has no notion of ordering, because we just need to store urls with
     * their domains. Whether the domains are sorted or the urls per domain are sorted becomes
     * irrelevant. (Does it really? What if we have urls followed vs preceded by urls with the
     * same prefix, e.g. pinky.com/toto/index.html and pinky.com/toto/nono/file.html
     * Is there any benefit to nutch when crawling if these seedURLs are ordered or not?)
     */
    private Map<String, Set<String>> domainsToURLsMap;
    
    // Keep a count of all the records that all WETProcessors instantiated
    // by our main method combined have processed
    private int totalRecordCount = 0;

    private int wetFileCount = 0;

    private static ClassLoader MY_CLASSLOADER = org.greenstone.atea.CCWETProcessor.class.getClassLoader();
    
    public CCWETProcessor(File inFolder, File outFolder) throws Exception {
    this.commoncrawlDir = inFolder;
    this.outputFolder = outFolder;

    // load up the properties from the config file
    try (InputStream infile = MY_CLASSLOADER.getResourceAsStream("config.properties")) {
        configProperties = new Properties();
        configProperties.load(infile);      
        //infile.close(); // not explicitly called in examples of try-with-resources
        
    } catch(Exception e) {
        logger.error("Exception attempting to read properties from config.properties.", e);
    }

    if(configProperties.size() == 0) {
        logger.warn("*** Warning: no values read into config properties. Using defaults.");
    }
    
    MAX_WORD_LENGTH = Integer.parseInt(configProperties.getProperty("WETprocessor.max.word.length", "15"));
    MIN_NUM_WORDS = Integer.parseInt(configProperties.getProperty("WETprocessor.min.num.words", "20"));
    MAX_WORDS_CAMELCASE = Integer.parseInt(configProperties.getProperty("WETprocessor.max.words.camelcase", "10"));


    this.discardFolder = new File(outFolder, "discard");
    if(!discardFolder.exists()) {
        discardFolder.mkdir();
    }   
    this.keepFolder = new File(outFolder, "keep");
    if(!keepFolder.exists()) {
        keepFolder.mkdir();
    }
    
    this.greyListedFolder = new File(outFolder, "greylisted");
    if(!greyListedFolder.exists()) {
        greyListedFolder.mkdir();
    }
    
    this.keepURLsFile = new File(outFolder, "keepURLs.txt");    
    if(keepURLsFile.exists() && !keepURLsFile.delete()) {
        throw new Exception("Warning: Unable to delete " + this.keepURLsFile + ". Unable to proceed.");
    }
    this.discardURLsFile = new File(outFolder, "discardURLs.txt");
    if(discardURLsFile.exists() && !discardURLsFile.delete()) {
        throw new Exception ("Warning Unable to delete " + discardURLsFile + ". Unable to proceed.");
    }
    this.greyListedFile = new File(outFolder, "greyListed.txt");
    if(greyListedFile.exists() && !greyListedFile.delete()) {
        throw new Exception ("Warning Unable to delete " + greyListedFile + ". Unable to proceed.");
    }

    // prepare our blacklist, greylist (for inspection) and whitelist
    logger.info("Loading blacklist.");
    blackList = new HashMap<String, Integer>();
    initURLFilterList(blackList, "url-blacklist-filter.txt");
    
    logger.info("Loading greylist.");
    greyList = new HashMap<String, Integer>();
    initURLFilterList(greyList, "url-greylist-filter.txt");
    
    logger.info("Loading whitelist.");
    whiteList = new HashMap<String, Integer>();
    initURLFilterList(whiteList, "url-whitelist-filter.txt");

    // Create the map of topSites
    logger.info("Loading map of topsites with regex of allowable url patterns for each topsite.");
    topSitesMap = new HashMap<String, String>();
    
    // Read in our csv file of topsites and what to do when one hits a match with a seedURL
    // and put these in our topSitesMap
    // https://commons.apache.org/proper/commons-csv/apidocs/index.html
    // https://commons.apache.org/proper/commons-csv/apidocs/org/apache/commons/csv/CSVParser.html  
    //https://commons.apache.org/proper/commons-csv/apidocs/org/apache/commons/csv/CSVFormat.html
    CSVFormat customisedCSVFormat = CSVFormat.DEFAULT
        .withCommentMarker('#')
        .withSkipHeaderRecord()
        .withIgnoreSurroundingSpaces();
    
    File topSitesCSVData = new File(MY_CLASSLOADER.getResource("sites-too-big-to-exhaustively-crawl.txt").getFile());
    // CSVParser is AutoCloseable and throws exceptions, so putting it in a try-with-resources
    try (
         CSVParser parser = CSVParser.parse(topSitesCSVData, StandardCharsets.UTF_8, customisedCSVFormat);
         ) {
        for (CSVRecord csvRecord : parser) {
        String topsite = csvRecord.get(0);
        String allowed_url_pattern = (csvRecord.size() >= 2) ? csvRecord.get(1) : "";
        topSitesMap.put(topsite, allowed_url_pattern);

        //logger.debug("@@@@ topsite: " + topsite + " - " + allowed_url_pattern);
        
        }
    } catch(Exception e) {
        logger.error("@@@@@@@@@ Error attempting to parse CSV format of text file " + topSitesCSVData, e);
    }   
 
    //logger.debug("Prematurely terminating for testing purposes.");
    //System.exit(-1);
    }


    /** Utility function to help escape regex characters in URL to go into regex-urlfilter.txt */
    private String escapeStringForRegex(String str) {   
    for(int i = 0; i < ESCAPE_CHARS_FOR_RE.length(); i++) {
        char c = ESCAPE_CHARS_FOR_RE.charAt(i);
        str = str.replace(Character.toString(c), "\\"+c);
    }
    return str; 
    }
    
    /**
     * Using the keepURLs.txt file generated by running WETProcessor instances, this produces
     * as output the URL seed list and regex-urlfilter text files required by nutch, see
     * https://cwiki.apache.org/confluence/display/nutch/NutchTutorial
     *
     * This method creates seedURLs files and url-regexfilter files needed by nutch, instructing
     * it what portion to crawl of each site.
     *
     * The topSiteMatches file also gets created, listing sites excluded from crawling as
     * they're too large to exhaustively crawl. The user will be told to inspect this file
     * after this program has finished running.
     *
     * If checkForPossibleProductSites, then any urls containing /mi(/) that are outside of NZ
     * or whose geolocation isn't known will end up in the file denoted by possibleProductSitesFile
     *
     */
    public void prepareSitesForNutchCrawling(File seedURLsFile, File urlFilterFile,
                    File domainURLsFile, File topSiteMatchesFile,
                    boolean checkForPossibleProductSites, File possibleProductSitesFile) {
    // Maintain a Map of unique domains mapped to seed urls at that domain
    // TreeSet: by default, "the elements are ordered using their natural ordering"
    // (or by a Comparator provided at set creation time).
    // Whereas HashSet doesn't guarantee ordering.
    // So we get alphabetic sorting for free. And guaranteed log(n) for basic operations.
    // Would be a similar distinction for Maps.
    domainsToURLsMap = new TreeMap<String, Set<String>>();

    final String PROTOCOL_REGEX_PREFIX = "+^https?://";
    final String FILTER_REGEX_PREFIX = PROTOCOL_REGEX_PREFIX + "([a-z0-9-]+\\.)*"; // https?://([a-z0-9-]+\.)* for nutch's regex-urlfilter.txt

    // keep an eye out on URLs we need to inspect later
    Set<String> possibleProductDomains = new TreeSet<String>();
    File geoLiteCityDatFile = new File(MY_CLASSLOADER.getResource("GeoLiteCity.dat").getFile());
    
    try (
         BufferedReader reader = new BufferedReader(new FileReader(this.keepURLsFile));
         BufferedWriter possibleProductSitesWriter = new BufferedWriter(new FileWriter(possibleProductSitesFile));
         ) {
        
        // read a URL at a time from urlsFile
        String url = null;
        String domainWithProtocol = null;
        while((url = reader.readLine()) != null) { // readLine removes newline separator
        
        // work out domain. This retains any www. or subdomain prefix
        // passing true to further also retain the http(s) protocol
        domainWithProtocol = Utility.getDomainForURL(url, true);

        Set<String> urlsSet;
        if(!domainsToURLsMap.containsKey(domainWithProtocol)) {
            urlsSet = new TreeSet<String>();
            urlsSet.add(url);
            domainsToURLsMap.put(domainWithProtocol, urlsSet);          
        } else {
            urlsSet = domainsToURLsMap.get(domainWithProtocol);
            urlsSet.add(url);
        }

        if(checkForPossibleProductSites) {          
            // Dr Nichols said that a url that was located outside the country and
            // which had /mi/ URLs was more likely to be an autotranslated (product) site.
            // Following Dr Nichols' idea, let's keep a look out for more product sites:
            // if any URL contains /mi AND the tld of its domain is outside of New Zealand
            // then add that domain (if not already added) and that url into a file
            // for later manual inspection
            if(!domainWithProtocol.endsWith(".nz")
               && (url.contains("/mi/") || url.endsWith("/mi"))) {
            
            if(!possibleProductDomains.contains(domainWithProtocol)) {
                
                String countryCode = "";
                try {
                // more expensive test, so do this only if above conditions are true:
                countryCode = Utility.getCountryCodeOfDomain(domainWithProtocol, geoLiteCityDatFile);
                System.err.println("@@@@ Got country code: " + countryCode);
                } catch(Exception exceptObj) {
                countryCode = ""; // forces domain to be included for inspection
                
                logger.error("Could not check if domain " + domainWithProtocol
                         + " was in country: " + countryCode,
                         exceptObj);
                }
                
                boolean isInNZ = countryCode.toLowerCase().equals("nz");
                
                
                //if(!Utility.isDomainInCountry(domainWithProtocol, "nz", geoLiteCityDatFile)) {
                if(!isInNZ) {
                possibleProductDomains.add(domainWithProtocol);
                // write both domain and a sample seedURL on that site out to file
                possibleProductSitesWriter.write(countryCode + " : " + domainWithProtocol + "\n");              
                possibleProductSitesWriter.write("\t" + url + "\n");
                }
            }
            //else {
            // already wrote out domain to file at some point, write just the URL out to file
            //possibleProductSitesWriter.write("\t" + url + "\n");
            //}         
            }
        }
        }
    } catch (IOException ioe) {
        logger.error("@@@@@@@@@ Error reading in urls from file " + this.keepURLsFile, ioe);
    }

    // We'd have pruned out duplicates by now and have a sorted list of domains,
    // each of which maps to seed URLs in the commoncrawl for that domain

    int domainCount = 0;
    File sitesFolder = new File(outputFolder, "sites");
    if(!sitesFolder.exists()) {
        sitesFolder.mkdir();
    }
    final String FORMATSTR = "%05d";
    
    // write out each domain followed in sequence by all urls we found in that domain
    // (urls with tab up front)
    try (
         // global lists of all domains, seedURLs and regex-urlfilters across all wet files of all commoncrawls
         // Also a global file listing any urls that matched top sites that didn't specify
         // allowed regex patterns
         BufferedWriter domainURLsWriter = new BufferedWriter(new FileWriter(domainURLsFile)); 
         BufferedWriter seedURLsWriter = new BufferedWriter(new FileWriter(seedURLsFile));
         BufferedWriter urlFilterWriter = new BufferedWriter(new FileWriter(urlFilterFile));
         BufferedWriter topSiteMatchesWriter = new BufferedWriter(new FileWriter(topSiteMatchesFile));       
         ) {

        // initialise topSiteMatchesFile with some instructional text.
        topSiteMatchesWriter.write("The following domain with seedURLs are on a major/top 500 site\n");
        topSiteMatchesWriter.write("for which no allowed URL pattern regex has been specified.\n");
        topSiteMatchesWriter.write("Specify one for this domain in the tab-spaced sites-too-big-to-exhaustively-crawl.txt file\n");
        
        //Set<Map.Entry<String, Set<String>>> domainsSet = domainsToURLsMap.keySet();
        Set<String> domainsSet = domainsToURLsMap.keySet();
        Iterator<String> domainIterator = domainsSet.iterator();

        /*
        // DEBUG
    String value = topSitesMap.get("wikipedia.org");
    if(value == null) {
        logger.debug("### wikipedia.org had null value");
    } else {
        logger.debug("### wikipedia.org had value: " + value);
    } // DEBUG
        */
        
        while(domainIterator.hasNext()) {
        String domainWithProtocol = domainIterator.next();
        // Also get domain without protocol prefix
        int startIndex = domainWithProtocol.indexOf("//"); // http:// or https:// prefix
        startIndex = (startIndex == -1) ? 0 : (startIndex+2); // skip past the protocol's // portion
        String domain = domainWithProtocol.substring(startIndex);

        /*if(domain.contains("docs.google.com")) {
            logger.debug("domain with protocol: " + domainWithProtocol);
            logger.debug("domain: " + domain);
            }*/
        
        String allowedURLPatternRegex = isURLinTopSitesMap(domain);     
        // If the domain is of a topsite for which no allowed URL pattern has been provided
        // in sites-too-big-to-exhaustively-crawl.txt,
        // then we don't know how to crawl the site. Warn the user by writing the affected
        // domain and seedURLs to the topSiteMatchesFile.       
        if(allowedURLPatternRegex != null && allowedURLPatternRegex.equals("")) {
            
            // topsite, but we don't (yet) know what portion can be crawled
            // Append the top site and url to a global/toplevel file that
            // the user needs to check later and we're done with this domain as it
            // won't go into any other file hereafter

            Set<String> urlsForDomainSet = domainsToURLsMap.get(domainWithProtocol);
            for(String url : urlsForDomainSet) {
            topSiteMatchesWriter.write("\t" + url + "\n"); 
            }
           
            continue; // done with this domain
        }

        // start counting the domains we're actually going to process
        domainCount++;      
        
        String siteID = String.format(FORMATSTR, domainCount);
        File domainFolder = new File(sitesFolder, siteID);
        domainFolder.mkdir();
        
        // write out the domain     
        //seedURLsWriter.write(domainWithProtocol + "\n");
        

        // for every domain, we need a sites/0000x/ folder, where x is domain#, containing
        // its own INDIVIDUAL seedURLs.txt and regex-urlfilter.txt
        // We still have a global seedURLs.txt and regex-urlfilter.txt too.
        File siteSeedsFile = new File(domainFolder, "seedURLs.txt"); // e.g. sites/00001/seedURLs.txt
        File siteRegexFile = new File(domainFolder, "regex-urlfilter.txt"); // e.g. sites/00001/regex-urlfilter.txt
        try (
             BufferedWriter siteURLsWriter = new BufferedWriter(new FileWriter(siteSeedsFile));
             BufferedWriter siteRegexWriter = new BufferedWriter(new FileWriter(siteRegexFile));
             ) {

            // write all sorted unique domains into global domains file
            // Using the domain withuot protocol since the global domains file is for
            // informational purposes
            domainURLsWriter.write(domain + "\n");

            // Only write urls and no domain into single global seedurls file
            // But write domain and tab-spaced urls into individual sites/0000#/seedURLs.txt
            // files (and write regexed domain into each sites/0000#/regex-urlfilter.txt)
            // If we ever run nutch on a single seedURLs listing containing
            // all seed pages to crawl sites from, the above two files will work for that.

            // first write out the urls for the domain into the sites/0000x/seedURLs.txt file
            // also write into the global seeds file (with a tab prefixed to each?)
            Set<String> urlsForDomainSet = domainsToURLsMap.get(domainWithProtocol);
            for(String url : urlsForDomainSet) {
            seedURLsWriter.write(url + "\n"); // global seedURLs file
            siteURLsWriter.write(url + "\n");
            }
            
            if(allowedURLPatternRegex == null) { // entire site can be crawled
            siteURLsWriter.write(domainWithProtocol + "\n");
            
            // Write out filter in the following form for a site, e.g. for nutch.apache.org:
            // nutch.apache.org => +^https?://([a-z0-9-]+\.)*nutch\.apache\.org/
            String regexed_domain = FILTER_REGEX_PREFIX + escapeStringForRegex(domain) + "/";       
            //String regexed_domain = FILTER_REGEX_PREFIX + domain.replace(".", "\\.") + "/";       
            urlFilterWriter.write(regexed_domain + "\n"); //global file
            siteRegexWriter.write(regexed_domain + "\n"); // site file
            }
            else { // domain belongs to a top site where only portion of site can be crawled
            
            if(allowedURLPatternRegex.equals(SUBDOMAIN_COPY)) { // COPY existing domain as url-filter
                siteURLsWriter.write(domainWithProtocol + "\n");
                // e.g. pinky.blogspot.com will add a filter for pinky.blogspot.com
                // and not for all of blogspot.com
                
                String regexed_domain = PROTOCOL_REGEX_PREFIX+escapeStringForRegex(domain) + "/";
                //String regexed_domain = PROTOCOL_REGEX_PREFIX+domain.replace(".", "\\.") + "/";
                urlFilterWriter.write(regexed_domain + "\n");
                siteRegexWriter.write(regexed_domain + "\n");
                
            } else if(allowedURLPatternRegex.equals(SINGLEPAGE)) {
                // don't write out domain. We want individual pages
                //DON'T DO THIS HERE: siteURLsWriter.write(domainWithProtocol + "\n");
                
                // don't write out domain as a regex expression url filter either,
                // write out the individual seed urls for the domain instead
                // since we will only be downloading the single page
                
                urlsForDomainSet = domainsToURLsMap.get(domainWithProtocol);
                for(String urlInDomain : urlsForDomainSet) {
                // don't append slash to end this time
                String regexed_url = "+^"+escapeStringForRegex(urlInDomain);
                //String regexed_url = "+^"+urlInDomain.replace(".", "\\.");
                urlFilterWriter.write(regexed_url + "\n");
                siteRegexWriter.write(regexed_url + "\n");
                }
            } else if(allowedURLPatternRegex.equals(FOLLOW_LINKS_WITHIN_TOPSITE)) {
                
                // DON'T write out domain into siteURLs file,
                // BUT DO write it into urlFilter file
                String regexed_domain = PROTOCOL_REGEX_PREFIX + escapeStringForRegex(domain) + "/";

                urlFilterWriter.write(regexed_domain + "\n");
                siteRegexWriter.write(regexed_domain + "\n");
            } else { // allowedURLPatternRegex is a url-form - convert to regex
                if(!allowedURLPatternRegex.endsWith("/")) {
                allowedURLPatternRegex += "/";
                }
                String regexed_pattern = FILTER_REGEX_PREFIX+escapeStringForRegex(allowedURLPatternRegex);
                //String regexed_pattern = PROTOCOL_REGEX_PREFIX+allowedURLPatternRegex.replace(".", "\\.");
                
                // In case any of the seedURLs themselves are not within the
                // allowedURLPatternRegex part of the site, FIRST write out such
                // seedURLs as allowed regex patterns, so they get downloaded
                // as single pages.
                urlsForDomainSet = domainsToURLsMap.get(domainWithProtocol);
                for(String urlInDomain : urlsForDomainSet) {
                
                String urlWithoutProtocolAndWWW = Utility.stripProtocolAndWWWFromURL(urlInDomain);
                String allowedURLPatternWithoutProtocolAndWWW = Utility.stripProtocolAndWWWFromURL(allowedURLPatternRegex);
                if(!urlWithoutProtocolAndWWW.startsWith(allowedURLPatternWithoutProtocolAndWWW)) {
                    // don't append slash to end this time
                    String regexed_url = "+^"+escapeStringForRegex(urlInDomain);
                    urlFilterWriter.write(regexed_url + "\n");
                    siteRegexWriter.write(regexed_url + "\n");
                }
                }

                siteURLsWriter.write(domainWithProtocol + "\n");
                // write out allowedURLPatternRegex istead of the domain
                //siteURLsWriter.write(allowedURLPatternRegex + "\n");
                
                // Now restrict any other URLs found to be within the allowedURLPattern
                // part of the site
                urlFilterWriter.write(regexed_pattern + "\n");
                siteRegexWriter.write(regexed_pattern + "\n");              
            }
            }
            
        } catch (IOException ioe) {
            logger.error("@@@@@@@@@ Error writing to one of:" + siteSeedsFile + " or " + siteRegexFile, ioe);
        }
        
        }

    } catch (IOException ioe) {
        logger.error("\n@@@@@@@@@ Error writing to one of:\n\t" + seedURLsFile
                   + "\n\t" + urlFilterFile
                   + "\n\t" + domainURLsFile
                   + "\n\t" + topSiteMatchesFile, ioe);
    }   

    /*
    // BEGIN DEBUG
    logger.debug("@@@@ TopSitesMap contains: ");
    for(Map.Entry<String, String> entry : topSitesMap.entrySet()) {
        String topSite = entry.getKey();
        String urlPattern = entry.getValue();       
        logger.debug(topSite + " - " + urlPattern);
    } // END DEBUG
    */
    }

    private String stripSubDomain(String url) {
    int index = url.indexOf(".");
    if(index != -1) {
        url = url.substring(index+1);
    }
    return url;
    }


    /** 
     * @return true when a seedURL's domain exactly matches a topsite such as blogspot.com,
     * with or without www. prefix. This method tests for such as case as it would be dangerous
     * to do a SUBDOMAIN-COPY on such a site and thereby crawl that entire domain.
     */
    private boolean isExactDomainMatch(String seedURLDomain, String domain) {
    // check for an exact match as-is
    if(seedURLDomain.equals(domain)) {
        return true;
    }

    // else check if with or without a www. prefix we have an exact match with domain
    if(seedURLDomain.startsWith("www.")) {
        if(seedURLDomain.substring(4).equals(domain)) {
        return true;
        }
    } else {
        if(domain.equals("www."+seedURLDomain)) {
        return true;
        }
    }

    return false;
     }
    

    /**
     * Check if the domain of the seedurl, either in its entirety or when stripped of 
     * www/subdomains, is in the list of top sites.
     * If it is, and the given url matches the regex for that topsite, then add the url to the
     * whitelist and a regex disallowing the rest of the topsite to the url regex filter file.
     * @param fullSeedDomain: domain of seedURL without the protocol. May include www. prefix.
     * @return one of the following values:
     *  - This function returns null if the seedURL's domain does not match any of the topsites.
     *  - The empty String is returned if the seedURL's domain matched a topsite but no (allowed-
     * url-pattern) value was defined for it. The empty String is also returned if the seedURL's
     * domain exactly matched a topsite and had a value of SUBDOMAIN-COPY, because we still don't
     * want to blindly crawl a topsite (as would happen with SUBDOMAIN-COPY).
     *  - A non-emptry String is returned if the seedURL's domain matched a topsite and a value
     * was defined for it. (The value will be one of "SUBDOMAIN-COPY", "SINGLEPAGE" or an allowed
     * URL pattern.
     */
    private String isURLinTopSitesMap(String fullSeedDomain) {
    boolean keepLooping = true;

    String domain = fullSeedDomain;
    
    // domain aprameter will have retained www or subdomains, but is stripped of protocol
    
    // keep looping, stripping subdomains from url and checking if it matches a topsite domain
    // if it does, return the value for that topsite domain in the topSitesMap
    // If no match at all, return null.
    do {
        
        String allowed_url_pattern = topSitesMap.get(domain);
        if(allowed_url_pattern != null) { // if topSitesMap.containsKey(domain);
        // there's an entry for the URL in the topSitesMap
        logger.debug("##### A top site matches URL domain " + domain);

        // if we're dealing with SUBDOMAIN-COPY, then the fullSeedDomain, with or without
        // www prefix, should not exactly match the topSitesMap domain
        // e.g. we don't want to crawl a seed URL with domain www.blogspot.com
        // despite it matching topsite blogspot.com with a value of SUBDOMAIN-COPY.
        
        if(allowed_url_pattern.equals(SUBDOMAIN_COPY) && isExactDomainMatch(fullSeedDomain, domain)) {
            return ""; // means don't crawl site, write url into unprocessed-topsite-matches file
        }
        return allowed_url_pattern;
        }
        // else, no entry for the URL in the topSitesMap
        // We're not done yet: strip subDomain from URL and check it against topSitesMap again
        
        String newDomain = stripSubDomain(domain);
        if(domain.equals(newDomain)) {
        keepLooping = false;
        } else {
        domain = newDomain;
        }
    } while(keepLooping);

    // url in entirety or stripped of subdomains did not match any of the topsites
    return null;
    }

    private boolean isListedInFilterList(Map<String, Integer> filterListMap, String url) {
    //Set<Map.Entry<String,Integer>> entries = filterListMap.entrySet();
    //Iterator<Map.Entry<String, Integer>> i = entries.iterator();
    //while(i.hasNext()) {
    // Map.Entry<String, Integer> entry = i.next();
    for(Map.Entry<String,Integer> entry : filterListMap.entrySet()) {
        String urlPattern = entry.getKey();
        Integer matchRule = entry.getValue();

        if(matchRule == LIST_ENTRY_CONTAINS && url.contains(urlPattern)) {
        return true;
        }
        else if(matchRule == LIST_ENTRY_STARTSWITH && url.startsWith(urlPattern)) {
        return true;
        }
        else if(matchRule == LIST_ENTRY_ENDSWITH && url.endsWith(urlPattern)) {
        return true;
        }
        else if(matchRule == LIST_ENTRY_MATCHES && url.equals(urlPattern)) {
        return true;
        }
        // else check the rest of the filter list against this url
        // before returning false to be certain it's not been listed in the filter list
    }
    
    return false;
    }

    /**
     * Returns true if the url or pattern is found in the blacklist file.
     * Note that if eventually the same url pattern is found in the greylist or whitelist too,
     * it won't get blacklisted after all. But that's not implemented here.
     */
    public boolean isBlacklisted(String url) {
    boolean isBlackListed = isListedInFilterList(blackList, url);

    // if any portion of the URL contains the word "livejasmin", or even "jasmin" actually,
    // then it's an adult site, so blacklist the entire domain if it wasn't already blacklisted
    String domainWithoutProtocol = Utility.getDomainForURL(url, false); // remove protocol
    if(!isBlackListed && url.contains("jasmin")) {
        logger.warn("### Blacklisting additional domain (likely an adult site): " + domainWithoutProtocol);
        blackList.put(domainWithoutProtocol, LIST_ENTRY_CONTAINS);
    }
    return isBlackListed;
    }
    
    /**
     * Returns true if the url or pattern is explicitly mentioned in the greylist file.
     * Will eventually take precedence over if the same URL pattern was mentioned in the blacklist.
     * Will eventually be pre-empted into the whitelist if mentioned in the whitelist.
     */
    public boolean isGreylisted(String url) {
    // auto-translated product sites
    return isListedInFilterList(greyList, url);
    }

    /**
     * Returns true if the url or pattern is explicitly mentioned in the whitelist file
     * Its mention in a whitelist moreover overrides any mention in the blacklist and greylist.
     */
    public boolean isWhitelisted(String url) {
    return isListedInFilterList(whiteList, url);
    }
    
    /**
     * Checks URL parameter against each line ("filter") of conf/url-black|grey|whitelist-filter.txt to decide
     * whether it is in the mentioned black|grey|white list.
     * Filters don't represent actual regex, just ^ and $ as start and end terminators.
     * By not having this method deal with actual regex for filters, this has the advantage that
     * we don't have to remember to escape or double escape each filter to turn it into a regex.
     */
    public void initURLFilterList(Map<String, Integer> list, String filterListFilename) {
    
    // if filterListFilename does not exist in the conf folder, just return
    if(MY_CLASSLOADER.getResource(filterListFilename) == null) {
        logger.warn("Filter list filename: " + filterListFilename + " does not exist");
        return;     
    }

    try (
         BufferedReader reader = new BufferedReader(new InputStreamReader(MY_CLASSLOADER.getResourceAsStream(filterListFilename), "UTF-8"));
         ) {
        String filter = null;
        while((filter = reader.readLine()) != null) {
        // skip comments and empty lines
        filter = filter.trim();
        if(filter.equals("") || filter.startsWith("#")) {
            continue;
        }
        
        if(filter.startsWith("^") && filter.endsWith("$")) {
            filter = filter.substring(1, filter.length()-1);
            list.put(filter, LIST_ENTRY_MATCHES);
        }
        else if(filter.startsWith("^")) {
            filter = filter.substring(1);
            list.put(filter, LIST_ENTRY_STARTSWITH);
            //logger.debug("Match filter startswith: " + filter);
        }
        else if(filter.endsWith("$")) {
            filter = filter.substring(0, filter.length()-1);
            list.put(filter, LIST_ENTRY_ENDSWITH);
            //logger.debug("@@@ Match filter endswith: " + filter);
        }
        else {
            list.put(filter, LIST_ENTRY_CONTAINS);
        }
        //logger.debug("Got filter: " + filter);
        }
        
    } catch (IOException ioe) {
        logger.error("@@@@@@@@@ Error reading into map from file " + filterListFilename, ioe);
    }
    
    }

    /** Maintain a count of all WET files processed. */
    public void setWETFileCount(int count) { this.wetFileCount = count; }
    
    /** Maintain a count of all WET records processed. */
    //public int getRecordCount() { return this.totalRecordCount; }
    //public void addToRecordCount(int count) { this.totalRecordCount += count; }
    public void setRecordCount(int count) { this.totalRecordCount = count; }

    public void processAllWETFilesOfCrawl(File ccrawlWETFileDir) {
    
    // Will list all the warc.wet files in the input directory or else their gzipped versions
    File[] WETFiles = ccrawlWETFileDir.listFiles(new WETFilenameFilter());

    int wetRecordCount = 0;
    int wetFileCount = 0;
    
    for(int i = 0; i < WETFiles.length; i++) {
        File WETFile = WETFiles[i];     
        logger.debug("Processing WETfile: " + WETFile);

        // Any .gz files listed means they haven't been unzipped yet. So unzip.
        String WETFilename = WETFile.toString();
        if(WETFilename.endsWith(".gz")) {
        File GZippedWETFile = WETFile;
        String WETGZippedFilename = WETFilename;
        WETFilename = WETFilename.substring(0, WETFilename.lastIndexOf(".gz"));     

        WETFile = new File(WETFilename);
        Utility.unzipFile(GZippedWETFile, WETFile);
        }
        // hereafter all WETFiles should refer to the unzipped version
        // Check the unzipped WETFile exists        

        if(!WETFile.exists() || !WETFile.isFile()) {        
        logger.error("Error: " + WETFile + " does not exist (failure to unzip?)");
        return;
        }

        // Finally, we can process this WETFile's records into the keep and discard pile
        wetFileCount++;
        logger.debug("Off to process " + WETFile);
        String crawlID = ccrawlWETFileDir.getName(); // something like CC-MAIN-YYYY-##-wet-files
        crawlID = crawlID.substring("CC-MAIN-".length(), crawlID.indexOf("-wet-files")); // YYYY-##     
        WETProcessor wetFileProcessor = new WETProcessor(WETFile, crawlID, this);
        wetFileProcessor.processWETFile();
        wetRecordCount += wetFileProcessor.getRecordCount();
    }

    // for information purposes
    this.setWETFileCount(wetFileCount);
    this.setRecordCount(wetRecordCount);
    }


    // --------------- STATIC METHODS AND INNER CLASSED USED BY MAIN -------------- //    
    public static void printUsage() {
    System.err.println("Run this program as:");
    System.err.println("\tCCWetProcessor <path to 'ccrawl-data' input folder> <output folder path> [--check-for-product-sites]");   
    }

    /** Filename filter to only list warc.wet files or else warc.wet.gz files
     * for which unzipped warc.wet equivalents don't yet exist.
     */
    private static class WETFilenameFilter implements FilenameFilter {
    
    public boolean accept(File dir, String name) {
        if(name.endsWith(".warc.wet")) {
        logger.debug("Will include " + name + " for processing.");
        return true;
        }

        if(name.endsWith(".warc.wet.gz")) {
        String nameWithoutGZext = name.substring(0, name.lastIndexOf(".gz"));
        File unzippedVersion = new File(dir, nameWithoutGZext);
        if(unzippedVersion.exists()) {
            logger.debug("--- Unzipped version " + unzippedVersion + " exists.");
            logger.debug("Skipping " + name);
            return false; // don't count gzipped version if unzipped version exists.
        }
        else {
            logger.debug("Only zipped version " + name + " exists.");
            return true; // No unzipped version, so have to work with gzipped version
        }
        }

        // we're not even interested in any other file extensions
        logger.debug("Not a WET file. Skipping " + name);
        return false;
    }
    }


    private static class CCrawlWETFolderFilenameFilter implements FilenameFilter {
    
    public boolean accept(File dir, String name) {
        File f = new File (dir, name);
        if(f.isDirectory()) {
        if(name.matches("CC-MAIN-\\d{4}-\\d{2}-wet-files")) {
            return true;
        }
        }
        else {
        logger.info("File " + f + " is not a directory");
        }
        return false;                  
    }
    }

    public static void main(String[] args) {
    if(args.length < 2 || args.length > 3) {
        printUsage();
        return;
    }
    
    boolean checkForPossibleProductSites = false;
    if(args.length == 3) {
        if(!args[2].equals("--check-for-product-sites")) {
        printUsage();
        return;
        } else {
        checkForPossibleProductSites = true;
        }
    }
    
    File commoncrawlDir = new File(args[0]);
    if(!commoncrawlDir.exists() || !commoncrawlDir.isDirectory()) {
        logger.error("Error: " + args[0] + " does not exist or is not a directory");
        return;
    }
    
    File outFolder = new File(args[1]);
    if(!outFolder.exists() || !outFolder.isDirectory()) {
        logger.error("Error: " + args[1] + " does not exist or is not a directory.");
        return;
    }


    try {
    CCWETProcessor ccWETFilesProcessor = new CCWETProcessor(commoncrawlDir, outFolder);

    File[] ccrawlFolders = commoncrawlDir.listFiles(new CCrawlWETFolderFilenameFilter());
    
    for(int i = 0; i < ccrawlFolders.length; i++) {
        File ccrawlFolder = ccrawlFolders[i];
        logger.info("About to process commoncrawl WET files folder: " + ccrawlFolder);
        ccWETFilesProcessor.processAllWETFilesOfCrawl(ccrawlFolder);        
    }
    
    // create the global files of all domains, seedURLs and regex-urlfilters across all wet files of all commoncrawls
    // The former is the only unique one. seedURLs and regex-urlfilters are
    // repeated on a per site/domain basis too, stored in the sites folder
    File seedURLsFile = new File(outFolder, "seedURLs.txt");
    File urlFilterFile = new File(outFolder, "regex-urlfilter.txt");
    File domainURLsFile = new File(outFolder, "all-domain-urls.txt");
    File topSitesMatchedFile = new File(outFolder, "unprocessed-topsite-matches.txt");
    File possibleProductSitesFile = new File(outFolder, "possible-product-sites.txt");

    
    ccWETFilesProcessor.prepareSitesForNutchCrawling(seedURLsFile, urlFilterFile, domainURLsFile, topSitesMatchedFile, checkForPossibleProductSites, possibleProductSitesFile);

    logger.info("\n*** Inspect urls in greylist at " + ccWETFilesProcessor.greyListedFile + "\n");

    if(checkForPossibleProductSites) {
        logger.info("\n*** Check " + topSitesMatchedFile + " for sites not prepared for crawling because they matched top sites for which no regex of allowed url patterns were specified in sites-too-big-to-exhaustively-crawl.txt.\n");
    } else {
        possibleProductSitesFile.delete();
    }
    
    
    } catch(Exception e) {
    // can get an exception when instantiating CCWETProcessor instance
    logger.error(e.getMessage(), e);
    }
    
    return; 
    
    }
}