@Override
    public void reduce(Text key, Iterable<HMapStIW> values, Context context)
        throws IOException, InterruptedException {
      Iterator<HMapStIW> iter = values.iterator();
      HMapStIW map = new HMapStIW();

      while (iter.hasNext()) {
        map.plus(iter.next());
      }

      HMapStFW writeMap = new HMapStFW();

      double pmi = 0.0;
      for (MapKI.Entry<String> entry : map.entrySet()) {
        String k = entry.getKey();

        if (map.get(k) >= 10) {
          if (wordCounts.containsKey(key.toString()) && wordCounts.containsKey(k)) {
            int px = wordCounts.get(key.toString());
            int py = wordCounts.get(k);
            pmi = Math.log10(((double) (map.get(k)) / (px * py)) * wordCounts.get("numLines*"));
            writeMap.put(k, (float) pmi);
          }
        }
      }
      if (writeMap.size() > 0) {
        context.write(key, writeMap);
      }
    }