Mahout
  1. Mahout
  2. MAHOUT-939

ASF Email Classification Examples don't always produce good results

    Details

    • Type: Bug Bug
    • Status: Closed
    • Priority: Major Major
    • Resolution: Fixed
    • Affects Version/s: 0.6
    • Fix Version/s: 0.7
    • Component/s: None

      Description

      The classification examples for the ASF email don't work all that well currently in terms of quality when it comes to more than a few labels. Also, need to determine how much memory is required for vectors of cardinality size 100K.

      1. asf_sample_list.txt
        37 kB
        Lance Norskog
      2. bayes.patch
        3 kB
        Lance Norskog
      3. 939.patch
        14 kB
        Lance Norskog
      4. strip_reject.patch
        16 kB
        Lance Norskog
      5. MAHOUT-939.patch
        16 kB
        Grant Ingersoll
      6. MAHOUT-939.patch
        8 kB
        Grant Ingersoll
      7. MAHOUT-939.patch
        4 kB
        Grant Ingersoll

        Issue Links

          Activity

          Hide
          Lance Norskog added a comment -

          Details please.

          1. Data set and provenance
          2. Arguments
          3. Number of iterations
          4. Evaluation at each snapshot of SGD model - really illuminating
          Show
          Lance Norskog added a comment - Details please. Data set and provenance Arguments Number of iterations Evaluation at each snapshot of SGD model - really illuminating
          Hide
          Grant Ingersoll added a comment -

          It's the asf-email-examples.sh in examples/bin and the data set is the ASF email archive.

          Show
          Grant Ingersoll added a comment - It's the asf-email-examples.sh in examples/bin and the data set is the ASF email archive.
          Hide
          Grant Ingersoll added a comment -

          Here's a start on this. Added some more construction options to the AdaptiveLogisticRegression class. Still testing what values to use in TrainASFEmail, but thought I would put this up for now.

          Show
          Grant Ingersoll added a comment - Here's a start on this. Added some more construction options to the AdaptiveLogisticRegression class. Still testing what values to use in TrainASFEmail, but thought I would put this up for now.
          Hide
          Grant Ingersoll added a comment -

          Adds in some CLI options

          Show
          Grant Ingersoll added a comment - Adds in some CLI options
          Hide
          Grant Ingersoll added a comment -

          Add quote stripping, amongst other changes. Results are good for simple two class version, still trying on bigger number of labels.

          Show
          Grant Ingersoll added a comment - Add quote stripping, amongst other changes. Results are good for simple two class version, still trying on bigger number of labels.
          Hide
          Grant Ingersoll added a comment -

          Committed some progress on this. I marked the classification examples as experimental for now and am going to change the fix version to be 0.7 so that we can move towards the release.

          Show
          Grant Ingersoll added a comment - Committed some progress on this. I marked the classification examples as experimental for now and am going to change the fix version to be 0.7 so that we can move towards the release.
          Hide
          Hudson added a comment -

          Integrated in Mahout-Quality #1295 (See https://builds.apache.org/job/Mahout-Quality/1295/)
          MAHOUT-939: Add in ability to alter pool size and thread count, mark ASF email classification examples as experimental

          gsingers : http://svn.apache.org/viewcvs.cgi/?root=Apache-SVN&view=rev&rev=1228875
          Files :

          • /mahout/trunk/core/src/main/java/org/apache/mahout/classifier/sgd/AdaptiveLogisticRegression.java
          • /mahout/trunk/core/src/main/java/org/apache/mahout/common/AbstractJob.java
          • /mahout/trunk/examples/bin/asf-email-examples.sh
          • /mahout/trunk/examples/src/main/java/org/apache/mahout/classifier/sgd/TrainASFEmail.java
          • /mahout/trunk/integration/src/main/java/org/apache/mahout/text/SequenceFilesFromMailArchives.java
          • /mahout/trunk/integration/src/main/java/org/apache/mahout/utils/email/MailOptions.java
          • /mahout/trunk/integration/src/main/java/org/apache/mahout/utils/email/MailProcessor.java
          • /mahout/trunk/integration/src/test/java/org/apache/mahout/utils/email/MailProcessorTest.java
          Show
          Hudson added a comment - Integrated in Mahout-Quality #1295 (See https://builds.apache.org/job/Mahout-Quality/1295/ ) MAHOUT-939 : Add in ability to alter pool size and thread count, mark ASF email classification examples as experimental gsingers : http://svn.apache.org/viewcvs.cgi/?root=Apache-SVN&view=rev&rev=1228875 Files : /mahout/trunk/core/src/main/java/org/apache/mahout/classifier/sgd/AdaptiveLogisticRegression.java /mahout/trunk/core/src/main/java/org/apache/mahout/common/AbstractJob.java /mahout/trunk/examples/bin/asf-email-examples.sh /mahout/trunk/examples/src/main/java/org/apache/mahout/classifier/sgd/TrainASFEmail.java /mahout/trunk/integration/src/main/java/org/apache/mahout/text/SequenceFilesFromMailArchives.java /mahout/trunk/integration/src/main/java/org/apache/mahout/utils/email/MailOptions.java /mahout/trunk/integration/src/main/java/org/apache/mahout/utils/email/MailProcessor.java /mahout/trunk/integration/src/test/java/org/apache/mahout/utils/email/MailProcessorTest.java
          Hide
          Lance Norskog added a comment -

          SGD now does:

          • 88% with just the subject,
          • 98% with just the body, with and without quoted text
          • 2% with body with quoted text
          • 3% with subject and body without quoted text
          • 2% with subject and body and quoted text

          The subject-only test is the only believable output. One guess is that this gives many fewer terms. Based on that guess, would hashing vectorization with a small dimension give better results?

          Show
          Lance Norskog added a comment - SGD now does: 88% with just the subject, 98% with just the body, with and without quoted text 2% with body with quoted text 3% with subject and body without quoted text 2% with subject and body and quoted text The subject-only test is the only believable output. One guess is that this gives many fewer terms. Based on that guess, would hashing vectorization with a small dimension give better results?
          Hide
          Grant Ingersoll added a comment -

          On what dataset? It works fine w/ just commons and cocoon, but if you add in more labels, it doesn't seem to do so hot, AFAICT.

          Show
          Grant Ingersoll added a comment - On what dataset? It works fine w/ just commons and cocoon, but if you add in more labels, it doesn't seem to do so hot, AFAICT.
          Hide
          Lance Norskog added a comment -

          This patch includes the MAHOUT-941 code for stripping quoted text, and also an option for rejecting messages which contain specific lines. The rejecter allows you to identify and remove "spam" messages.

          For the Apache mails, we can add a job props file that lists patterns to remove, like build notifications.

          Show
          Lance Norskog added a comment - This patch includes the MAHOUT-941 code for stripping quoted text, and also an option for rejecting messages which contain specific lines. The rejecter allows you to identify and remove "spam" messages. For the Apache mails, we can add a job props file that lists patterns to remove, like build notifications.
          Hide
          Ted Dunning added a comment -

          Are these results with held-out data? Or are they what is reported by the cross fold learners?

          The cross fold stuff has a known issue when there is item to item correlation (as with quoted text or other conversational structure). This amounts to a target leak that causes the ALR to stop learning too early and to kill regularization.

          I think that the long-term solution is to give the ALR training and test sets and not worry about the cross validation. Cross validation helps with small data sets and hurts with large ones which seems a contradiction with our basic mission. Also, going with this option would radically decrease the memory required.

          Show
          Ted Dunning added a comment - Are these results with held-out data? Or are they what is reported by the cross fold learners? The cross fold stuff has a known issue when there is item to item correlation (as with quoted text or other conversational structure). This amounts to a target leak that causes the ALR to stop learning too early and to kill regularization. I think that the long-term solution is to give the ALR training and test sets and not worry about the cross validation. Cross validation helps with small data sets and hurts with large ones which seems a contradiction with our basic mission. Also, going with this option would radically decrease the memory required.
          Hide
          Lance Norskog added a comment -

          I did my testing on the Apache commons/cocoon dataset. rejectionPercent 20, mapreduce splits. The SGD option. Key sequence 3-3-2 for classification, sgd, 2 labels.

          39903 test files
          =======================================================
          Summary
          -------------------------------------------------------
          Correctly Classified Instances : 1198 3.0023%
          Incorrectly Classified Instances : 38705 96.9977%
          Total Classified Instances : 39903

          =======================================================
          Confusion Matrix
          -------------------------------------------------------
          a b <--Classified as
          861 19244 | 20105 a = commons_apache_org
          19461 337 | 19798 b = cocoon_apache_org

          Avg. Log-likelihood: -2.17279868506715 25%-ile: -2.572078768074387 75%-ile: -1.8312213190676514

          Show
          Lance Norskog added a comment - I did my testing on the Apache commons/cocoon dataset. rejectionPercent 20, mapreduce splits. The SGD option. Key sequence 3-3-2 for classification, sgd, 2 labels. 39903 test files ======================================================= Summary ------------------------------------------------------- Correctly Classified Instances : 1198 3.0023% Incorrectly Classified Instances : 38705 96.9977% Total Classified Instances : 39903 ======================================================= Confusion Matrix ------------------------------------------------------- a b <--Classified as 861 19244 | 20105 a = commons_apache_org 19461 337 | 19798 b = cocoon_apache_org Avg. Log-likelihood: -2.17279868506715 25%-ile: -2.572078768074387 75%-ile: -1.8312213190676514
          Hide
          Lance Norskog added a comment -

          Update to trunk.

          This patch lets you reject mail messages if they match a one-line pattern in the headers. Intended for stripping out spam leaker mails like build messages.

          Show
          Lance Norskog added a comment - Update to trunk. This patch lets you reject mail messages if they match a one-line pattern in the headers. Intended for stripping out spam leaker mails like build messages.
          Hide
          Lance Norskog added a comment -

          Another oddity: using the full apache commons v.s. cocoon database of tens of thousands of emails, Bayesian classification ends up with 300 emails. This is with the default script.

          Show
          Lance Norskog added a comment - Another oddity: using the full apache commons v.s. cocoon database of tens of thousands of emails, Bayesian classification ends up with 300 emails. This is with the default script.
          Hide
          Grant Ingersoll added a comment -

          Are these results with held-out data? Or are they what is reported by the cross fold learners?

          Here are the steps we do currently:

          1. Convert mail archives to sequence files
          2. Encode the text using seq2encoded:
            $MAHOUT seq2encoded --input $MAIL_OUT --output $SEQ2SP --analyzerName org.apache.mahout.text.MailArchivesClusteringAnalyzer --cardinality 100000
          3. Do some minor reworking of the vectors to get decent labels
          4. Split the vectors into a train and test set, randomizing as we go thanks to MAHOUT-904
            $MAHOUT split --input $SEQ2SPLABEL --mapRedOutputDir $MAPREDOUT  --randomSelectionPct 20 --overwrite --sequenceFiles --method mapreduce
          5. Run the training
          6. Run the test

          All of this is in examples/bin/asf-email-examples.sh

          The code for TrainASFModel more or less mirrors what is in the 20NewsGroup by using ALR. I even refactored the two a bit to share some common code. Hopefully I didn't mess things up there despite the tests passing and the results looking reasonable.

          Show
          Grant Ingersoll added a comment - Are these results with held-out data? Or are they what is reported by the cross fold learners? Here are the steps we do currently: Convert mail archives to sequence files Encode the text using seq2encoded: $MAHOUT seq2encoded --input $MAIL_OUT --output $SEQ2SP --analyzerName org.apache.mahout.text.MailArchivesClusteringAnalyzer --cardinality 100000 Do some minor reworking of the vectors to get decent labels Split the vectors into a train and test set, randomizing as we go thanks to MAHOUT-904 $MAHOUT split --input $SEQ2SPLABEL --mapRedOutputDir $MAPREDOUT --randomSelectionPct 20 --overwrite --sequenceFiles --method mapreduce Run the training Run the test All of this is in examples/bin/asf-email-examples.sh The code for TrainASFModel more or less mirrors what is in the 20NewsGroup by using ALR. I even refactored the two a bit to share some common code. Hopefully I didn't mess things up there despite the tests passing and the results looking reasonable.
          Hide
          Lance Norskog added a comment -

          This patches examples/bin/asf-email-examples.sh so that bayesian classification works. The split output directory MapRedDir thing was set wrong.

          I just ran through reccos, classification, and the kmeans clusterer. Dirichlet and minhash take forever, so haven't tested those yet.

          Show
          Lance Norskog added a comment - This patches examples/bin/asf-email-examples.sh so that bayesian classification works. The split output directory MapRedDir thing was set wrong. I just ran through reccos, classification, and the kmeans clusterer. Dirichlet and minhash take forever, so haven't tested those yet.
          Hide
          Lance Norskog added a comment -

          In answer to the previous comment: I only ran example/bin/asf-email-examples.sh. I did not copy out any scripting or code.

          Show
          Lance Norskog added a comment - In answer to the previous comment: I only ran example/bin/asf-email-examples.sh. I did not copy out any scripting or code.
          Hide
          Lance Norskog added a comment -

          asf_samples_list.txt is a complete listing of the ASF sample email corpus I used for these tests. Does it match your copy?

          Show
          Lance Norskog added a comment - asf_samples_list.txt is a complete listing of the ASF sample email corpus I used for these tests. Does it match your copy?
          Hide
          Robin Anil added a comment -

          Fixed this, the new naivebayes classifier shows awesome results with asf mail archives.

          encoding takes 200 seconds
          train 222s
          test 117s
          12/06/04 18:18:49 INFO test.TestNaiveBayesDriver: Complementary Results: =======================================================
          Summary
          -------------------------------------------------------
          Correctly Classified Instances : 68302 97.8342%
          Incorrectly Classified Instances : 1512 2.1658%
          Total Classified Instances : 69814
          =======================================================
          Confusion Matrix
          -------------------------------------------------------
          a b <--Classified as
          27633 796 | 28429 a = commons.apache.org
          716 40669 | 41385 b = cocoon.apache.org

          Show
          Robin Anil added a comment - Fixed this, the new naivebayes classifier shows awesome results with asf mail archives. encoding takes 200 seconds train 222s test 117s 12/06/04 18:18:49 INFO test.TestNaiveBayesDriver: Complementary Results: ======================================================= Summary ------------------------------------------------------- Correctly Classified Instances : 68302 97.8342% Incorrectly Classified Instances : 1512 2.1658% Total Classified Instances : 69814 ======================================================= Confusion Matrix ------------------------------------------------------- a b <--Classified as 27633 796 | 28429 a = commons.apache.org 716 40669 | 41385 b = cocoon.apache.org
          Hide
          Robin Anil added a comment -

          Verified SGD works as well.
          encoding time: 200sec
          training time: 510sec
          testing time: 4sec

          Running SGD Training
          hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running locally
          SLF4J: Class path contains multiple SLF4J bindings.
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/mahout-examples-0.7-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-jcl-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
          12/06/05 14:29:01 WARN driver.MahoutDriver: No org.apache.mahout.classifier.sgd.TrainASFEmail.props found on classpath, will use command-line arguments only
          12/06/05 14:29:01 INFO common.AbstractJob: Command line arguments: {--cardinality=[100000], --categories=[2], --endPhase=[2147483647], --input=[/tmp/mahout-asf/classification/sgd/splits/mapRedOut/], --output=[/tmp/mahout-asf/classification/sgd/models], --poolSize=[5], --startPhase=[0], --tempDir=[temp], --threads=[20]}
          2012-06-05 14:29:01.949 java[91795:1903] Unable to load realm info from SCDynamicStore
          159915 training files
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          0.00 0.00 0.00 0.00 0.0000000 0.0000000 2 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 3 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 4 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 6 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 8 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 10 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 12 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 15 0.000 0.00 none
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          0.00 0.00 0.00 0.00 0.0000000 0.0000000 25 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 30 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 40 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 50 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 60 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 70 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 80 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 100 0.000 0.00 none
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          0.00 0.00 0.00 0.00 0.0000000 0.0000000 300 0.000 0.00 none
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          0.00 0.00 0.00 0.00 0.0000000 0.0000000 700 0.000 0.00 none
          0.00 0.00 0.00 0.00 0.0000000 0.0000000 800 0.000 0.00 none
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          0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1200 -0.692 93.38 none
          0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1400 -0.692 93.38 none
          0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1500 -0.692 93.38 none
          0.00 286.00 500.00 0.01 0.079926227 1.0000000e-08 2000 -0.692 94.13 none
          0.00 207.00 555.00 0.01 0.079926227 1.0000000e-08 2500 -0.692 94.13 none
          0.00 207.00 555.00 0.01 0.079926227 1.0000000e-08 3000 -0.692 94.13 none
          0.00 89.00 196.00 0.01 0.079926227 1.0000000e-08 4000 -0.692 94.23 none
          0.00 74.00 244.00 0.01 0.079926264 1.0000000e-08 5000 -0.691 94.88 none
          0.00 74.00 998.00 0.01 0.079955672 1.0000000e-08 6000 -0.691 93.95 none
          0.00 70.00 1127.00 0.01 0.079955672 1.0000000e-08 7000 -0.691 93.80 none
          0.00 70.00 2057.00 0.01 0.079955672 1.0000000e-08 8000 -0.691 93.73 none
          0.00 70.00 630.00 0.01 0.079955672 1.0000000e-08 10000 -0.691 94.08 none
          0.00 70.00 365.00 0.01 0.079955672 1.0000000e-08 12000 -0.691 93.99 none
          0.00 66.00 674.00 0.01 0.079955672 1.0000000e-08 14000 -0.691 94.22 none
          0.00 66.00 310.00 0.01 0.079955672 1.0000000e-08 15000 -0.691 94.25 none
          0.00 66.00 449.00 0.01 0.079955672 1.0000000e-08 20000 -0.691 94.31 none
          0.00 65.00 418.00 0.01 0.079955672 1.0000000e-08 25000 -0.691 94.26 none
          0.00 63.00 409.00 0.01 0.079955672 1.0000000e-08 30000 -0.691 94.41 none
          0.00 61.00 461.00 0.01 0.079955672 1.0000000e-08 40000 -0.691 94.55 none
          0.00 61.00 855.00 0.01 0.079955672 1.0000000e-08 50000 -0.691 94.41 none
          0.00 59.00 229.00 0.01 0.079955672 1.0000000e-08 60000 -0.691 93.88 none
          0.00 59.00 211.00 0.01 0.079955672 1.0000000e-08 70000 -0.691 94.56 none
          0.00 58.00 576.00 0.01 0.079955672 1.0000000e-08 80000 -0.691 93.99 none
          0.00 55.00 250.00 0.01 0.079955672 1.0000000e-08 100000 -0.691 95.35 none
          0.00 55.00 419.00 0.01 0.079955672 1.0000000e-08 120000 -0.691 94.26 none
          0.00 55.00 94.00 0.01 0.079955672 1.0000000e-08 140000 -0.691 94.01 none
          0.00 55.00 117.00 0.01 0.079955672 1.0000000e-08 150000 -0.691 93.45 none
          exiting main, writing model to /tmp/mahout-asf/classification/sgd/models
          Word counts
          12/06/05 14:37:32 INFO driver.MahoutDriver: Program took 510979 ms (Minutes: 8.516316666666667)
          Running Test
          hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running locally
          SLF4J: Class path contains multiple SLF4J bindings.
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/mahout-examples-0.7-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-jcl-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
          SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
          12/06/05 14:37:32 WARN driver.MahoutDriver: No org.apache.mahout.classifier.sgd.TestASFEmail.props found on classpath, will use command-line arguments only
          2012-06-05 14:37:33.401 java[93869:1903] Unable to load realm info from SCDynamicStore
          40085 test files
          =======================================================
          Summary
          -------------------------------------------------------
          Correctly Classified Instances : 38346 95.6617%
          Incorrectly Classified Instances : 1739 4.3383%
          Total Classified Instances : 40085

          =======================================================
          Confusion Matrix
          -------------------------------------------------------
          a b <--Classified as
          18683 1478 | 20161 a = cocoon_apache_org
          261 19663 | 19924 b = commons_apache_org

          Avg. Log-likelihood: -0.6909925745820731 25%-ile: -0.6923558418191567 75%-ile: -0.6915062054522141

          12/06/05 14:37:37 INFO driver.MahoutDriver: Program took 4247 ms (Minutes: 0.07078333333333334)

          Show
          Robin Anil added a comment - Verified SGD works as well. encoding time: 200sec training time: 510sec testing time: 4sec Running SGD Training hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running locally SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/mahout-examples-0.7-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-jcl-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. 12/06/05 14:29:01 WARN driver.MahoutDriver: No org.apache.mahout.classifier.sgd.TrainASFEmail.props found on classpath, will use command-line arguments only 12/06/05 14:29:01 INFO common.AbstractJob: Command line arguments: {--cardinality= [100000] , --categories= [2] , --endPhase= [2147483647] , --input= [/tmp/mahout-asf/classification/sgd/splits/mapRedOut/] , --output= [/tmp/mahout-asf/classification/sgd/models] , --poolSize= [5] , --startPhase= [0] , --tempDir= [temp] , --threads= [20] } 2012-06-05 14:29:01.949 java [91795:1903] Unable to load realm info from SCDynamicStore 159915 training files 0.00 0.00 0.00 0.00 0.0000000 0.0000000 1 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 2 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 3 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 4 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 6 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 8 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 10 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 12 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 15 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 20 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 25 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 30 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 40 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 50 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 60 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 70 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 80 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 100 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 120 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 140 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 150 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 200 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 250 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 300 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 400 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 500 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 600 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 700 0.000 0.00 none 0.00 0.00 0.00 0.00 0.0000000 0.0000000 800 0.000 0.00 none 0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1000 -0.692 93.38 none 0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1200 -0.692 93.38 none 0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1400 -0.692 93.38 none 0.00 290.00 284.00 0.00 0.079926227 1.0003742e-08 1500 -0.692 93.38 none 0.00 286.00 500.00 0.01 0.079926227 1.0000000e-08 2000 -0.692 94.13 none 0.00 207.00 555.00 0.01 0.079926227 1.0000000e-08 2500 -0.692 94.13 none 0.00 207.00 555.00 0.01 0.079926227 1.0000000e-08 3000 -0.692 94.13 none 0.00 89.00 196.00 0.01 0.079926227 1.0000000e-08 4000 -0.692 94.23 none 0.00 74.00 244.00 0.01 0.079926264 1.0000000e-08 5000 -0.691 94.88 none 0.00 74.00 998.00 0.01 0.079955672 1.0000000e-08 6000 -0.691 93.95 none 0.00 70.00 1127.00 0.01 0.079955672 1.0000000e-08 7000 -0.691 93.80 none 0.00 70.00 2057.00 0.01 0.079955672 1.0000000e-08 8000 -0.691 93.73 none 0.00 70.00 630.00 0.01 0.079955672 1.0000000e-08 10000 -0.691 94.08 none 0.00 70.00 365.00 0.01 0.079955672 1.0000000e-08 12000 -0.691 93.99 none 0.00 66.00 674.00 0.01 0.079955672 1.0000000e-08 14000 -0.691 94.22 none 0.00 66.00 310.00 0.01 0.079955672 1.0000000e-08 15000 -0.691 94.25 none 0.00 66.00 449.00 0.01 0.079955672 1.0000000e-08 20000 -0.691 94.31 none 0.00 65.00 418.00 0.01 0.079955672 1.0000000e-08 25000 -0.691 94.26 none 0.00 63.00 409.00 0.01 0.079955672 1.0000000e-08 30000 -0.691 94.41 none 0.00 61.00 461.00 0.01 0.079955672 1.0000000e-08 40000 -0.691 94.55 none 0.00 61.00 855.00 0.01 0.079955672 1.0000000e-08 50000 -0.691 94.41 none 0.00 59.00 229.00 0.01 0.079955672 1.0000000e-08 60000 -0.691 93.88 none 0.00 59.00 211.00 0.01 0.079955672 1.0000000e-08 70000 -0.691 94.56 none 0.00 58.00 576.00 0.01 0.079955672 1.0000000e-08 80000 -0.691 93.99 none 0.00 55.00 250.00 0.01 0.079955672 1.0000000e-08 100000 -0.691 95.35 none 0.00 55.00 419.00 0.01 0.079955672 1.0000000e-08 120000 -0.691 94.26 none 0.00 55.00 94.00 0.01 0.079955672 1.0000000e-08 140000 -0.691 94.01 none 0.00 55.00 117.00 0.01 0.079955672 1.0000000e-08 150000 -0.691 93.45 none exiting main, writing model to /tmp/mahout-asf/classification/sgd/models Word counts 12/06/05 14:37:32 INFO driver.MahoutDriver: Program took 510979 ms (Minutes: 8.516316666666667) Running Test hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running locally SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/mahout-examples-0.7-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-jcl-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/Users/robinanil/mahout-revert/examples/target/dependency/slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. 12/06/05 14:37:32 WARN driver.MahoutDriver: No org.apache.mahout.classifier.sgd.TestASFEmail.props found on classpath, will use command-line arguments only 2012-06-05 14:37:33.401 java [93869:1903] Unable to load realm info from SCDynamicStore 40085 test files ======================================================= Summary ------------------------------------------------------- Correctly Classified Instances : 38346 95.6617% Incorrectly Classified Instances : 1739 4.3383% Total Classified Instances : 40085 ======================================================= Confusion Matrix ------------------------------------------------------- a b <--Classified as 18683 1478 | 20161 a = cocoon_apache_org 261 19663 | 19924 b = commons_apache_org Avg. Log-likelihood: -0.6909925745820731 25%-ile: -0.6923558418191567 75%-ile: -0.6915062054522141 12/06/05 14:37:37 INFO driver.MahoutDriver: Program took 4247 ms (Minutes: 0.07078333333333334)
          Hide
          Hudson added a comment -

          Integrated in Mahout-Quality #1530 (See https://builds.apache.org/job/Mahout-Quality/1530/)
          MAHOUT-939 Remove warnings from the asf example script (Revision 1346373)

          Result = SUCCESS
          robinanil : http://svn.apache.org/viewcvs.cgi/?root=Apache-SVN&view=rev&rev=1346373
          Files :

          • /mahout/trunk/core/src/main/java/org/apache/mahout/classifier/naivebayes/ComplementaryNaiveBayesClassifier.java
          • /mahout/trunk/examples/bin/asf-email-examples.sh
          Show
          Hudson added a comment - Integrated in Mahout-Quality #1530 (See https://builds.apache.org/job/Mahout-Quality/1530/ ) MAHOUT-939 Remove warnings from the asf example script (Revision 1346373) Result = SUCCESS robinanil : http://svn.apache.org/viewcvs.cgi/?root=Apache-SVN&view=rev&rev=1346373 Files : /mahout/trunk/core/src/main/java/org/apache/mahout/classifier/naivebayes/ComplementaryNaiveBayesClassifier.java /mahout/trunk/examples/bin/asf-email-examples.sh
          Hide
          Grant Ingersoll added a comment -

          I think Robin was just waiting to try this on a bigger set of data, so assigning to him

          Show
          Grant Ingersoll added a comment - I think Robin was just waiting to try this on a bigger set of data, so assigning to him
          Hide
          Robin Anil added a comment -

          I dont think this is a release blocker. Please go ahead without this.

          I will try to see if I can fix the ngram issue. But given the last few hours I have in berlin, I have less confidence that I will be to find it and fix it. I will be off the next few days in travelling. So Please if I cant fix the ngram issue, can someone take over it ?

          Show
          Robin Anil added a comment - I dont think this is a release blocker. Please go ahead without this. I will try to see if I can fix the ngram issue. But given the last few hours I have in berlin, I have less confidence that I will be to find it and fix it. I will be off the next few days in travelling. So Please if I cant fix the ngram issue, can someone take over it ?
          Hide
          Robin Anil added a comment -

          Tested on full Apache mail archive snapshot using a 80%-20% random split

          Downloaded Compressed Archive Size = 9.8G
          Size of Sequence file generated = 31GB
          Size of SparseVectors generated = 11G
          Size of model generated = 95MB

          Training took 93Mins, Testing took 131 Minutes, when run locally. Most of the time was stupidly spent in spinning up mappers and writing out data. I believe more optimization can be done. But this is good enough to say NB and CNB works.

          Check out the classification accuracy of CNB.

          12/06/08 16:54:59 INFO test.TestNaiveBayesDriver: Complementary Results: =======================================================
          Summary
          -------------------------------------------------------
          Correctly Classified Instances          :    1083765	    79.426%
          Incorrectly Classified Instances        :     280732	    20.574%
          Total Classified Instances              :    1364497
          
          =======================================================
          Confusion Matrix
          -------------------------------------------------------
          a    	b    	c    	d    	e    	f    	g    	h    	i    	j    	k    	l    	m    	n    	o    	p    	q    	r    	s    	t    	u    	v    	w    	x    	y    	z    	ba   	bb   	bc   	bd   	be   	bf   	bg   	bh   	bi   	bj   	bk   	bl   	bm   	bn   	bo   	bp   	bq   	br   	bs   	bt   	bu   	bv   	bw   	bx   	by   	bz   	ca   	cb   	cc   	cd   	ce   	cf   	cg   	ch   	ci   	cj   	ck   	cl   	cm   	cn   	co   	cp   	cq   	cr   	cs   	ct   	cu   	cv   	cw   	cx   	cy   	cz   	da   	db   	dc   	dd   	de   	df   	dg   	dh   	di   	dj   	dk   	dl   	dm   	dn   	do   	dp   	dq   	dr   	ds   	dt   	du   	dv   	dw   	dx   	dy   	dz   	ea   	eb   	ec   	ed   	ee   	ef   	eg   	eh   	ei   	ej   	ek   	el   	em   	en   	eo   	ep   	eq   	<--Classified as
          20522	15   	48   	11   	19   	363  	404  	5    	60   	102  	59   	31   	28   	11   	140  	168  	72   	68   	132  	25   	37   	29   	81   	7    	43   	23   	90   	7    	59   	18   	20   	3    	10   	436  	88   	94   	40   	291  	2    	599  	1    	27   	48   	4    	2    	11   	136  	3    	11   	8    	2265 	57   	0    	170  	335  	227  	45   	12   	5    	4    	10   	13   	41   	1    	2    	7    	1    	13   	2    	13   	17   	134  	12   	2    	180  	2    	232  	54   	17   	6    	419  	7    	103  	4    	11   	158  	7    	25   	273  	11   	52   	117  	5    	0    	5    	2    	0    	78   	5    	4    	1    	3    	120  	0    	2    	3    	1    	2    	0    	52   	20   	32   	106  	3    	60   	16   	10   	1    	3    	1    	5    	 |  30117 	a     = geronimo.apache.org
          9    	34457	61   	2    	17   	169  	195  	22   	37   	131  	1    	1    	12   	5    	130  	12   	29   	83   	12   	35   	12   	32   	2    	3    	151  	1    	22   	7    	6    	4    	69   	14   	27   	3    	132  	10   	34   	1    	1    	89   	1    	71   	21   	0    	2    	42   	1    	5    	10   	16   	152  	24   	5    	13   	60   	92   	6    	36   	3    	50   	4    	4    	118  	9    	4    	17   	4    	4    	29   	18   	4    	2    	21   	1    	38   	66   	2    	62   	5    	0    	15   	7    	20   	1    	7    	5    	11   	61   	1    	32   	3    	210  	25   	28   	5    	281  	7    	5    	6    	172  	8    	50   	16   	8    	17   	3    	0    	22   	57   	6    	3    	10   	99   	43   	119  	754  	22   	4    	10   	4    	7    	 |  39226 	b     = lucene.apache.org
          7    	19   	33722	2    	2    	446  	584  	53   	31   	31   	6    	11   	44   	20   	149  	25   	10   	87   	29   	60   	7    	17   	0    	0    	101  	3    	50   	3    	56   	33   	587  	3    	13   	0    	341  	14   	391  	1    	1    	187  	0    	32   	76   	2    	4    	219  	2    	245  	7    	11   	377  	25   	1    	1    	49   	126  	12   	7    	20   	333  	3    	2    	58   	6    	26   	36   	14   	13   	7    	39   	9    	138  	5    	0    	33   	8    	0    	38   	4    	4    	25   	2    	638  	0    	18   	5    	2    	16   	10   	88   	6    	266  	9    	4    	32   	418  	1    	23   	11   	6    	2    	5    	21   	2    	7    	7    	0    	4    	0    	10   	65   	3    	140  	6    	59   	23   	6    	4    	0    	0    	14   	 |  41096 	c     = cocoon.apache.org
          2    	3    	7    	12331	0    	72   	13   	1    	5    	16   	3    	12   	2    	1    	32   	16   	7    	4    	26   	1    	0    	2    	139  	0    	0    	0    	7    	1    	2    	14   	0    	1    	3    	11   	5    	14   	7    	522  	0    	37   	0    	13   	2    	3    	0    	8    	1    	0    	0    	7    	92   	5    	0    	151  	17   	5    	9    	15   	0    	0    	1    	0    	11   	2    	5    	2    	0    	0    	6    	0    	1    	1    	7    	0    	4    	1    	63   	4    	0    	1    	27   	3    	0    	1    	1    	4    	1    	15   	431  	10   	30   	51   	0    	0    	4    	1    	0    	0    	1    	1    	0    	0    	2    	0    	1    	1    	0    	0    	0    	0    	1    	1    	6    	1    	9    	2    	0    	0    	1    	1    	1    	 |  14364 	d     = camel.apache.org
          5    	29   	18   	0    	18339	24   	28   	2    	14   	105  	0    	7    	3    	0    	12   	9    	4    	21   	9    	21   	4    	3    	1    	1    	5    	18   	24   	4    	1    	2    	24   	1    	1    	1    	94   	2    	22   	0    	0    	4    	0    	57   	2    	2    	0    	11   	0    	0    	1    	3    	283  	7    	2    	0    	41   	2    	2    	1    	2    	0    	2    	0    	65   	0    	0    	1    	0    	47   	1    	1    	0    	80   	2    	2    	194  	1    	0    	25   	1    	3    	13   	3    	4    	1    	5    	0    	10   	8    	0    	8    	6    	17   	2    	5    	2    	0    	0    	20   	0    	16   	0    	0    	3    	0    	1    	3    	1    	1    	1    	0    	0    	2    	38   	3    	52   	13   	6    	1    	2    	1    	0    	 |  19951 	e     = harmony.apache.org
          33   	15   	45   	29   	5    	36651	1037 	17   	98   	80   	1    	124  	14   	16   	223  	11   	22   	103  	14   	13   	36   	8    	5    	4    	445  	13   	11   	1    	57   	80   	12   	0    	2    	2    	304  	10   	30   	23   	1    	310  	0    	32   	22   	2    	20   	72   	8    	2    	19   	4    	295  	251  	1    	1    	306  	9    	16   	38   	919  	18   	3    	12   	108  	0    	0    	54   	3    	4    	4    	19   	35   	29   	4    	3    	121  	2    	8    	3    	3    	0    	8    	1    	15   	1    	639  	7    	4    	17   	11   	76   	4    	345  	18   	0    	41   	825  	1    	7    	4    	4    	0    	0    	131  	1    	2    	10   	0    	1    	0    	5    	0    	13   	69   	2    	15   	12   	2    	1    	49   	2    	2    	 |  44700 	f     = struts.apache.org
          46   	40   	278  	0    	19   	3855 	65740	54   	227  	62   	23   	8    	428  	16   	260  	71   	62   	237  	50   	156  	32   	15   	8    	2    	1529 	18   	49   	15   	123  	34   	46   	1    	9    	63   	882  	41   	224  	0    	2    	206  	0    	81   	33   	9    	19   	71   	39   	5    	1    	11   	226  	433  	1    	20   	2    	169  	23   	7    	27   	56   	5    	0    	157  	0    	0    	23   	5    	20   	9    	102  	37   	7    	19   	12   	288  	9    	1    	37   	40   	19   	2    	1    	110  	2    	64   	1    	142  	2    	9    	327  	19   	963  	4    	3    	15   	997  	3    	39   	2    	11   	4    	3    	0    	3    	4    	9    	5    	2    	0    	1    	3    	0    	290  	8    	43   	53   	15   	4    	11   	0    	5    	 |  80133 	g     = tomcat.apache.org
          1    	140  	59   	0    	2    	67   	92   	14129	26   	18   	12   	1    	10   	1    	30   	24   	1    	35   	21   	28   	0    	5    	0    	0    	23   	0    	8    	1    	2    	2    	18   	4    	3    	0    	197  	0    	510  	0    	0    	65   	1    	9    	145  	2    	0    	44   	1    	5    	2    	3    	73   	25   	4    	0    	30   	8    	3    	5    	2    	2    	2    	0    	38   	1    	0    	0    	0    	2    	0    	10   	0    	3    	1    	16   	16   	5    	2    	9    	2    	23   	7    	1    	16   	0    	0    	0    	7    	9    	0    	8    	2    	49   	0    	0    	0    	28   	0    	4    	3    	2    	0    	0    	11   	0    	2    	1    	2    	1    	0    	1    	1    	3    	33   	2    	13   	9    	0    	0    	0    	0    	1    	 |  16245 	h     = xerces.apache.org
          0    	4    	11   	1    	2    	57   	254  	6    	9711 	43   	0    	1    	14   	2    	82   	11   	2    	39   	3    	12   	0    	9    	0    	0    	80   	0    	1    	12   	2    	1    	10   	0    	0    	0    	148  	7    	13   	1    	1    	51   	1    	14   	3    	0    	0    	9    	2    	12   	40   	3    	89   	18   	16   	1    	92   	69   	4    	63   	1    	3    	1    	0    	39   	5    	0    	0    	7    	9    	1    	13   	0    	3    	3    	3    	27   	1    	0    	6    	2    	0    	9    	9    	73   	0    	0    	0    	43   	18   	0    	14   	1    	57   	3    	0    	2    	222  	0    	3    	0    	1    	9    	0    	43   	1    	1    	8    	0    	0    	0    	2    	19   	9    	33   	24   	42   	4    	1    	1    	2    	0    	1    	 |  11806 	i     = logging.apache.org
          161  	213  	214  	27   	61   	677  	361  	24   	141  	23604	93   	48   	164  	56   	212  	126  	229  	392  	369  	138  	1265 	217  	198  	28   	108  	34   	120  	50   	152  	94   	273  	139  	325  	57   	639  	61   	101  	65   	18   	807  	31   	212  	75   	97   	17   	143  	272  	14   	213  	167  	4496 	99   	33   	69   	3587 	82   	34   	566  	8    	99   	155  	75   	148  	108  	357  	36   	529  	147  	181  	24   	76   	148  	223  	39   	123  	75   	20   	356  	16   	17   	215  	283  	363  	61   	251  	130  	25   	1148 	100  	59   	197  	295  	198  	123  	143  	873  	28   	301  	125  	66   	85   	44   	527  	69   	28   	182  	614  	141  	22   	133  	102  	523  	235  	242  	1686 	197  	135  	41   	47   	21   	117  	 |  55403 	j     = incubator.apache.org
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          Robin Anil added a comment - Tested on full Apache mail archive snapshot using a 80%-20% random split Downloaded Compressed Archive Size = 9.8G Size of Sequence file generated = 31GB Size of SparseVectors generated = 11G Size of model generated = 95MB Training took 93Mins, Testing took 131 Minutes, when run locally. Most of the time was stupidly spent in spinning up mappers and writing out data. I believe more optimization can be done. But this is good enough to say NB and CNB works. Check out the classification accuracy of CNB. 12/06/08 16:54:59 INFO test.TestNaiveBayesDriver: Complementary Results: ======================================================= Summary ------------------------------------------------------- Correctly Classified Instances : 1083765 79.426% Incorrectly Classified Instances : 280732 20.574% Total Classified Instances : 1364497 ======================================================= Confusion Matrix ------------------------------------------------------- a b c d e f g h i j k l m n o p q r s t u v w x y z ba bb bc bd be bf bg bh bi bj bk bl bm bn bo bp bq br bs bt bu bv bw bx by bz ca cb cc cd ce cf cg ch ci cj ck cl cm cn co cp cq cr cs ct cu cv cw cx cy cz da db dc dd de df dg dh di dj dk dl dm dn do dp dq dr ds dt du dv dw dx dy dz ea eb ec ed ee ef eg eh ei ej ek el em en eo ep eq <--Classified as 20522 15 48 11 19 363 404 5 60 102 59 31 28 11 140 168 72 68 132 25 37 29 81 7 43 23 90 7 59 18 20 3 10 436 88 94 40 291 2 599 1 27 48 4 2 11 136 3 11 8 2265 57 0 170 335 227 45 12 5 4 10 13 41 1 2 7 1 13 2 13 17 134 12 2 180 2 232 54 17 6 419 7 103 4 11 158 7 25 273 11 52 117 5 0 5 2 0 78 5 4 1 3 120 0 2 3 1 2 0 52 20 32 106 3 60 16 10 1 3 1 5 | 30117 a = geronimo.apache.org 9 34457 61 2 17 169 195 22 37 131 1 1 12 5 130 12 29 83 12 35 12 32 2 3 151 1 22 7 6 4 69 14 27 3 132 10 34 1 1 89 1 71 21 0 2 42 1 5 10 16 152 24 5 13 60 92 6 36 3 50 4 4 118 9 4 17 4 4 29 18 4 2 21 1 38 66 2 62 5 0 15 7 20 1 7 5 11 61 1 32 3 210 25 28 5 281 7 5 6 172 8 50 16 8 17 3 0 22 57 6 3 10 99 43 119 754 22 4 10 4 7 | 39226 b = lucene.apache.org 7 19 33722 2 2 446 584 53 31 31 6 11 44 20 149 25 10 87 29 60 7 17 0 0 101 3 50 3 56 33 587 3 13 0 341 14 391 1 1 187 0 32 76 2 4 219 2 245 7 11 377 25 1 1 49 126 12 7 20 333 3 2 58 6 26 36 14 13 7 39 9 138 5 0 33 8 0 38 4 4 25 2 638 0 18 5 2 16 10 88 6 266 9 4 32 418 1 23 11 6 2 5 21 2 7 7 0 4 0 10 65 3 140 6 59 23 6 4 0 0 14 | 41096 c = cocoon.apache.org 2 3 7 12331 0 72 13 1 5 16 3 12 2 1 32 16 7 4 26 1 0 2 139 0 0 0 7 1 2 14 0 1 3 11 5 14 7 522 0 37 0 13 2 3 0 8 1 0 0 7 92 5 0 151 17 5 9 15 0 0 1 0 11 2 5 2 0 0 6 0 1 1 7 0 4 1 63 4 0 1 27 3 0 1 1 4 1 15 431 10 30 51 0 0 4 1 0 0 1 1 0 0 2 0 1 1 0 0 0 0 1 1 6 1 9 2 0 0 1 1 1 | 14364 d = camel.apache.org 5 29 18 0 18339 24 28 2 14 105 0 7 3 0 12 9 4 21 9 21 4 3 1 1 5 18 24 4 1 2 24 1 1 1 94 2 22 0 0 4 0 57 2 2 0 11 0 0 1 3 283 7 2 0 41 2 2 1 2 0 2 0 65 0 0 1 0 47 1 1 0 80 2 2 194 1 0 25 1 3 13 3 4 1 5 0 10 8 0 8 6 17 2 5 2 0 0 20 0 16 0 0 3 0 1 3 1 1 1 0 0 2 38 3 52 13 6 1 2 1 0 | 19951 e = harmony.apache.org 33 15 45 29 5 36651 1037 17 98 80 1 124 14 16 223 11 22 103 14 13 36 8 5 4 445 13 11 1 57 80 12 0 2 2 304 10 30 23 1 310 0 32 22 2 20 72 8 2 19 4 295 251 1 1 306 9 16 38 919 18 3 12 108 0 0 54 3 4 4 19 35 29 4 3 121 2 8 3 3 0 8 1 15 1 639 7 4 17 11 76 4 345 18 0 41 825 1 7 4 4 0 0 131 1 2 10 0 1 0 5 0 13 69 2 15 12 2 1 49 2 2 | 44700 f = struts.apache.org 46 40 278 0 19 3855 65740 54 227 62 23 8 428 16 260 71 62 237 50 156 32 15 8 2 1529 18 49 15 123 34 46 1 9 63 882 41 224 0 2 206 0 81 33 9 19 71 39 5 1 11 226 433 1 20 2 169 23 7 27 56 5 0 157 0 0 23 5 20 9 102 37 7 19 12 288 9 1 37 40 19 2 1 110 2 64 1 142 2 9 327 19 963 4 3 15 997 3 39 2 11 4 3 0 3 4 9 5 2 0 1 3 0 290 8 43 53 15 4 11 0 5 | 80133 g = tomcat.apache.org 1 140 59 0 2 67 92 14129 26 18 12 1 10 1 30 24 1 35 21 28 0 5 0 0 23 0 8 1 2 2 18 4 3 0 197 0 510 0 0 65 1 9 145 2 0 44 1 5 2 3 73 25 4 0 30 8 3 5 2 2 2 0 38 1 0 0 0 2 0 10 0 3 1 16 16 5 2 9 2 23 7 1 16 0 0 0 7 9 0 8 2 49 0 0 0 28 0 4 3 2 0 0 11 0 2 1 2 1 0 1 1 3 33 2 13 9 0 0 0 0 1 | 16245 h = xerces.apache.org 0 4 11 1 2 57 254 6 9711 43 0 1 14 2 82 11 2 39 3 12 0 9 0 0 80 0 1 12 2 1 10 0 0 0 148 7 13 1 1 51 1 14 3 0 0 9 2 12 40 3 89 18 16 1 92 69 4 63 1 3 1 0 39 5 0 0 7 9 1 13 0 3 3 3 27 1 0 6 2 0 9 9 73 0 0 0 43 18 0 14 1 57 3 0 2 222 0 3 0 1 9 0 43 1 1 8 0 0 0 2 19 9 33 24 42 4 1 1 2 0 1 | 11806 i = logging.apache.org 161 213 214 27 61 677 361 24 141 23604 93 48 164 56 212 126 229 392 369 138 1265 217 198 28 108 34 120 50 152 94 273 139 325 57 639 61 101 65 18 807 31 212 75 97 17 143 272 14 213 167 4496 99 33 69 3587 82 34 566 8 99 155 75 148 108 357 36 529 147 181 24 76 148 223 39 123 75 20 356 16 17 215 283 363 61 251 130 25 1148 100 59 197 295 198 123 143 873 28 301 125 66 85 44 527 69 28 182 614 141 22 133 102 523 235 242 1686 197 135 41 47 21 117 | 55403 j = incubator.apache.org 29 30 47 0 18 194 548 99 31 54 13802 4 34 4 96 4466 19 77 263 24 1 6 232 5 70 0 41 2 10 4 54 0 0 2 123 13 3293 30 2 446 7 49 171 1351 1 26 0 4 23 0 1142 155 0 21 285 57 24 63 1 24 4 0 97 2 0 8 1 143 1 134 4 19 4 26 37 4 0 10 215 187 11 2 22 9 4 2 21 40 9 131 6 439 21 2 2 17 1 16 21 5 0 0 75 0 2 7 2 0 0 0 15 6 60 16 57 35 13 0 0 1 0 | 29543 k = ws.apache.org 5 3 27 2 0 180 60 1 15 18 1 6300 1 0 8 9 9 3 11 3 1 1 9 0 0 18 2 0 1 4 2 0 6 0 25 4 4 33 0 110 1 7 1 1 0 10 0 4 6 4 70 5 0 2 5 1 23 0 0 2 0 0 10 0 91 1 0 6 4 1 1 0 2 0 3 2 0 1 1 1 119 0 7 0 1 2 0 5 449 3 15 69 1 2 8 1 0 2 1 2 151 0 1 1 2 1 0 0 0 0 0 0 19 6 12 4 4 0 2 0 2 | 8034 l = felix.apache.org 4 50 106 1 7 177 1320 24 76 61 4 4 50281 6 122 66 26 410 16 3672 7 77 1 0 98 5 12 69 12 9 94 2 6 7 270 20 102 0 41 10 0 64 78 2 2 57 4 2 11 10 1312 35 17 3 3 0 7 6 2 26 6 2 103 0 1 2 2 10 6 19 4 3 16 65 56 26 0 202 2 12 2 3 79 0 5 1 5620 3 2 362 17 282 4 9 10 1442 3 375 1 13 4 3 13 1 188 13 0 7 2 4 1 1 424 14 94 32 11 6 4 2 8 | 68518 m = httpd.apache.org 9 15 20 1 0 258 159 3 19 32 0 2 10 13993 69 20 8 104 10 15 3 5 1 1 3 1 44 10 7 30 9 0 16 0 55 14 25 4 0 13 0 9 4 1 1 21 0 2 1 20 129 9 0 4 3 0 19 2 4 0 3 0 30 0 0 0 9 3 0 5 5 0 23 8 11 4 2 35 3 1 15 0 1 2 5 7 0 11 3 2 0 140 4 1 7 8 0 5 2 2 0 3 1 8 1 4 2 0 0 1 0 1 42 1 40 14 9 2 2 1 1 | 15707 n = ofbiz.apache.org 2 9 2 2 3 124 45 1 33 7 0 0 2 0 5357 5 4 14 2 6 0 5 0 0 5 0 55 2 3 2 7 0 0 1 18 0 4 0 0 47 0 9 1 0 0 1 0 0 2 0 60 10 0 1 43 1 6 3 0 2 4 2 34 1 0 2 0 1 3 3 7 6 3 1 16 0 0 6 1 0 0 1 0 1 3 8 1 33 2 1 2 30 1 1 11 0 0 1 18 2 0 0 7 0 0 0 3 0 0 0 0 10 10 1 3 3 4 2 5 0 0 | 6160 o = ibatis.apache.org 56 12 82 0 9 287 821 135 119 22 6201 1 41 5 140 32157 17 80 119 49 2 18 35 1 83 2 8 2 9 9 17 0 5 10 538 3 1038 3 0 309 0 58 269 1421 59 23 2 0 25 0 851 46 6 9 206 109 37 46 1 6 9 4 214 0 2 0 0 13 9 5 2 4 4 32 22 0 0 18 29 68 3 4 80 20 3 1 23 80 3 232 5 500 9 1 5 277 3 8 2 6 0 1 103 1 12 0 1 2 2 0 2 55 134 0 32 12 21 1 0 1 1 | 47700 p = axis.apache.org 2 0 2 0 0 5 7 0 3 12 0 0 0 1 4 0 1803 0 3 1 1 1 2 0 0 6 0 0 0 1 0 0 0 0 3 0 0 7 0 23 0 0 0 2 0 0 0 0 2 1 61 1 0 0 5 5 0 2 1 0 1 0 9 1 1 1 0 0 0 0 0 2 4 0 2 0 0 1 0 0 6 1 0 0 0 8 2 1 6 0 15 8 1 0 2 0 0 0 1 0 1 0 3 0 0 1 1 0 0 0 0 1 5 0 7 1 0 1 0 0 0 | 2061 q = shiro.apache.org 3 9 5 0 2 47 34 3 13 30 0 0 92 3 54 5 5 20895 0 203 2 4 0 1 1 12 9 144 3 0 17 1 2 9 14 30 15 2 11 2 0 13 8 2 1 24 0 0 1 8 179 4 4 0 1 0 3 3 0 7 1 1 22 3 3 0 3 2 1 4 4 0 5 3 4 4 0 43 2 1 0 6 0 1 5 1 21 0 1 4 1 41 1 2 4 36 0 9 0 6 3 1 1 1 7 0 0 1 21 0 4 0 65 6 14 13 8 1 2 4 0 | 22337 r = spamassassin.apache.org 25 15 9 0 7 159 21 9 13 27 16 9 5 0 71 138 6 7 15592 6 1 18 24 2 3 1 21 5 0 1 3 0 1 5 30 1 16 19 1 87 1 16 37 23 1 7 0 1 3 0 677 3 5 1 70 4 4 1 0 0 1 1 40 0 0 0 2 23 1 2 0 39 3 1 7 2 1 5 3 5 13 1 3 14 7 5 2 17 5 2 3 45 0 0 1 2 0 0 8 3 1 0 7 1 2 5 0 1 0 2 1 2 23 7 69 14 13 0 1 0 1 | 17645 s = tuscany.apache.org 2 8 30 0 0 109 63 6 6 3 0 1 231 4 39 8 5 165 0 17164 1 5 0 2 7 1 10 8 2 4 4 1 2 1 4 3 30 0 2 0 0 7 2 0 0 14 0 0 0 3 38 5 0 1 0 1 4 0 1 6 0 0 28 0 0 1 0 1 0 10 1 1 2 7 19 3 0 11 2 3 0 0 5 0 1 0 40 2 1 9 3 71 2 0 3 2 0 7 0 5 0 0 0 0 10 4 0 0 19 0 0 0 94 2 13 8 4 3 0 0 0 | 18410 t = perl.apache.org 11 12 54 1 0 1694 164 7 49 72 0 3 11 16 421 9 36 34 25 11 21638 13 2 1 24 1 10 6 68 85 30 1 5 2 31 4 19 0 1 321 0 72 31 1 3 42 286 1 37 1 638 21 1 0 364 5 11 36 45 11 50 1 147 1 1 2 4 8 2 1 11 816 8 4 18 2 6 35 5 2 10 5 9 0 1543 1 1 51 30 5 0 125 26 1 83 11 0 17 3 14 2 0 52 3 1 6 0 2 0 24 1 19 99 3 25 6 0 10 4 1 5 | 29820 u = myfaces.apache.org 9 29 1 0 2 10 8 0 9 47 0 0 6 0 56 1 12 24 8 8 1 16450 1 0 2 0 5 7 0 0 2 1 3 0 11 3 0 0 1 25 0 13 5 0 0 3 1 0 25 3 50 2 0 5 14 4 3 174 1 0 24 9 35 1 1 0 3 3 60 2 3 1 9 2 2 0 1 44 1 0 4 6 0 3 2 3 4 22 2 3 0 27 0 2 2 1 3 4 3 18 3 1 139 5 3 3 1 1 0 1 1 0 21 8 26 24 6 0 0 3 4 | 17605 v = cassandra.apache.org 28 4 11 215 4 158 59 11 8 18 29 56 7 1 37 358 34 1 12 3 0 5 13154 1 1 0 5 0 2 7 4 1 0 10 17 3 21 214 1 60 0 14 29 5 3 10 1 0 2 5 283 4 0 4 32 2 13 4 0 1 1 0 37 0 2 2 4 7 1 2 1 6 5 1 5 3 84 7 15 16 25 3 4 3 2 3 0 19 160 20 6 75 2 1 4 1 0 1 4 6 2 1 4 0 0 7 0 0 0 1 0 2 22 0 11 2 1 0 8 0 2 | 15573 w = cxf.apache.org 4 9 5 1 1 47 9 1 22 28 8 2 5 3 4 14 2 13 13 14 0 4 12 9343 4 2 7 2 0 0 5 2 0 0 26 0 5 5 0 35 0 4 1 23 0 6 0 0 1 0 148 4 2 31 5 1 1 12 0 0 2 1 7 0 0 0 0 2 1 0 0 0 6 2 5 1 92 13 6 0 3 3 1 0 1 0 6 7 5 10 22 48 1 0 0 2 0 3 0 2 0 1 49 1 1 2 2 0 0 0 0 0 15 0 29 4 5 0 0 0 1 | 10258 x = qpid.apache.org 4 41 278 0 9 959 1476 24 210 21 2 1 37 1 59 10 12 98 10 63 4 12 0 0 16097 1 33 3 44 29 33 1 15 2 668 57 148 0 0 347 0 16 27 14 4 47 2 7 0 1 393 375 0 5 27 560 46 0 5 6 1 0 58 1 0 0 0 27 1 541 3 4 3 3 522 1 3 17 4 5 0 1 303 3 18 3 4 0 0 217 3 1123 0 3 6 316 0 143 0 4 0 0 1 0 1 2 0 0 0 0 1 0 70 3 23 31 4 2 1 1 0 | 25825 y = jakarta.apache.org 52 21 39 21 5 91 132 3 42 35 2 112 56 3 67 6 77 64 58 35 0 11 2 1 16 11005 20 2 6 4 18 1 8 1 36 18 11 11 1 434 0 9 24 1 0 9 0 19 125 2 638 41 1 2 400 32 16 49 4 2 19 3 25 1 6 11 2 10 4 12 8 221 1 0 20 0 38 36 2 4 33 6 77 1 3 2 2 124 24 7 1065 56 7 1 15 2 1 18 18 4 4 0 121 0 4 2 5 1 0 3 7 49 34 12 40 24 43 1 1 0 5 | 16146 z = directory.apache.org 19 24 159 0 3 476 206 6 28 46 2 5 13 6 344 6 16 81 10 22 5 17 1 0 67 5 28866 6 96 8 100 2 3 2 150 26 34 1 1 123 0 23 16 2 1 18 3 7 5 0 258 57 1 6 10 240 14 4 3 3 3 9 79 2 11 12 1 24 2 1546 9 24 9 3 59 0 10 32 5 7 28 3 25 5 2 260 0 8 7 7 2 116 4 1 6 12 1 29 4 3 3 4 5 0 3 0 1 1 0 1 1 0 66 3 118 11 7 1 30 0 2 | 34283 ba = db.apache.org 2 39 23 0 3 36 70 9 56 54 1 0 164 0 79 29 25 70 2 169 5 25 0 2 18 6 6 10341 2 0 40 2 7 5 89 8 4 0 1 28 0 24 13 1 0 24 0 5 3 2 221 4 10 1 7 0 2 3 0 7 1 1 45 0 0 1 0 6 2 3 1 4 15 6 18 7 0 133 3 4 2 1 3 0 0 0 96 2 1 16 2 78 4 2 8 4 0 45 0 10 3 0 7 1 18 2 1 1 3 0 0 0 13 6 58 23 10 4 5 1 4 | 12431 bb = subversion.apache.org 17 9 114 0 3 375 293 4 18 15 6 0 5 2 62 35 6 23 3 5 18 1 2 0 105 11 27 2 13831 12 10 1 6 0 66 2 14 2 1 89 0 12 7 0 2 8 0 11 2 0 246 2 0 2 59 33 8 2 15 2 3 0 38 0 10 3 19 4 1 309 2 2 2 1 48 0 0 3 6 0 7 0 13 0 3 0 0 5 1 22 1 97 2 0 11 28 1 2 0 0 0 0 7 0 2 3 0 0 0 0 1 7 46 0 13 6 6 1 2 0 3 | 16347 bc = portals.apache.org 2 5 22 1 1 478 199 3 22 13 0 0 10 4 73 6 26 37 5 11 14 3 0 0 136 0 3 1 21 21499 5 0 2 18 47 14 7 0 0 168 0 32 6 0 0 25 2 1 4 1 103 17 0 0 34 41 852 21 1 7 25 1 77 1 0 0 0 0 1 4 0 0 3 2 12 0 8 2 0 0 1 0 2 2 10 2 1 27 1 11 4 131 2 1 38 33 1 2 0 1 0 0 21 0 1 4 1 0 0 0 1 39 51 0 33 13 10 6 2 0 0 | 24591 bd = tapestry.apache.org 4 9 377 0 0 24 15 4 3 10 4 0 4 0 8 0 0 25 23 8 1 0 0 0 8 1 2 2 1 2 7720 1 0 0 46 1 23 0 0 65 0 6 3 0 0 40 0 1 7 3 164 2 0 0 123 25 2 28 2 36 8 0 20 1 0 0 4 3 0 1 0 2 7 0 3 1 0 8 0 1 3 5 29 0 0 0 1 34 0 3 1 11 20 0 3 4 0 16 1 1 0 3 33 0 2 0 0 0 0 0 2 15 34 3 63 8 0 0 0 0 1 | 9188 be = forrest.apache.org 0 3 2 0 0 3 4 1 0 15 0 0 2 0 6 1 0 6 1 1 0 3 1 0 0 0 3 0 0 0 0 2173 0 0 1 0 0 0 0 17 0 4 1 0 0 0 0 0 0 0 22 0 0 0 2 0 1 1 0 1 2 4 9 0 0 0 0 3 4 1 0 1 4 0 4 1 0 8 0 1 3 0 2 0 0 2 0 2 3 1 1 15 3 0 0 1 0 1 2 4 0 0 0 0 0 0 0 0 0 1 0 38 6 0 14 5 3 0 0 0 1 | 2425 bf = jena.apache.org 2 48 42 0 1 53 40 4 19 24 0 2 4 1 49 7 7 7 7 2 2 8 0 0 18 0 17 2 4 5 3 0 9148 3 16 6 11 0 0 38 26 5 10 1 2 4 0 2 0 0 141 6 0 1 18 4 3 1 0 21 2 0 9 0 217 9 2 2 0 5 1 2 4 0 6 24 0 9 1 1 1 2 0 1 0 3 0 14 0 5 2 50 13 0 7 3 0 2 3 2 2 0 7 1 0 1 2 0 0 0 2 1 16 4 14 27 0 1 1 0 1 | 10327 bg = jackrabbit.apache.org 186 6 5 5 1 62 69 1 11 10 2 2 2 0 13 8 14 15 22 4 7 1 10 1 0 0 7 3 1 4 2 3 1 5225 12 1 3 7 0 52 0 4 1 0 0 2 124 0 1 2 233 4 0 14 47 11 7 15 0 1 5 0 2 0 0 0 2 0 1 0 2 500 10 1 8 0 76 11 1 0 16 1 0 0 1 39 0 35 44 5 3 17 0 0 3 0 0 3 0 5 2 0 5 0 1 0 8 0 0 3 2 2 6 1 30 2 3 0 0 1 0 | 7101 bh = openejb.apache.org 7 32 97 1 11 312 319 41 81 72 3 14 22 4 75 30 9 79 20 34 4 8 1 0 209 1 20 2 7 8 53 0 3 0 28115 21 122 1 0 151 1 36 34 6 0 74 0 2 25 6 164 74 0 2 386 324 28 3 0 12 30 65 72 2 8 2 2 5 33 48 1 4 10 0 136 4 13 18 7 0 4 12 455 0 9 0 3 5 3 45 8 418 5 0 9 459 0 32 10 2 1 1 43 0 0 0 0 1 0 1 3 0 55 72 29 57 59 0 2 0 2 | 33431 bi = ant.apache.org 2 12 24 2 2 186 238 2 26 12 0 2 20 0 23 8 5 86 14 8 3 1 0 0 67 1 8 0 2 1 10 0 4 0 75 13045 13 0 0 90 0 10 7 3 0 16 0 7 10 21 136 13 0 12 8 82 13 0 0 5 4 0 31 0 1 1 1 24 1 25 2 2 5 1 23 14 1 15 1 1 8 11 325 0 2 5 0 26 3 105 9 194 8 0 0 10 0 9 3 3 0 0 24 3 1 0 1 1 0 0 0 1 34 13 20 5 1 0 2 0 0 | 15315 bj = james.apache.org 21 28 752 0 8 202 563 833 36 36 147 2 39 5 96 658 2 435 8 304 2 11 6 0 106 4 23 4 20 4 189 1 12 3 495 6 15004 2 1 138 0 34 894 6 3 152 1 7 9 2 171 53 7 3 10 99 8 4 0 16 2 1 84 1 2 0 3 11 2 106 6 4 4 3 57 1 1 21 16 65 16 0 100 0 7 1 7 4 0 93 3 434 4 2 4 393 1 47 8 8 1 1 22 3 5 8 0 0 1 2 0 0 134 16 52 14 4 2 0 2 2 | 23476 bk = xml.apache.org 16 0 2 165 3 55 16 1 8 12 8 127 3 2 17 58 4 3 25 1 1 1 91 0 0 2 1 0 0 1 3 0 0 0 4 5 15 9510 0 57 0 9 2 9 0 3 1 1 0 1 49 0 0 74 3 0 3 0 0 0 1 0 24 1 1 0 0 0 4 1 0 73 1 0 2 0 19 3 2 2 17 1 0 37 0 1 1 1 316 2 6 64 2 0 2 1 0 1 1 0 0 0 0 1 0 0 0 0 0 1 0 0 11 1 2 2 0 0 2 0 0 | 10979 bl = servicemix.apache.org 0 5 3 0 0 4 4 1 4 5 0 1 20 0 20 3 3 11 0 14 0 18 0 0 0 0 0 3 1 2 2 2 0 1 0 1 5 0 2861 0 0 0 2 0 0 1 0 1 1 0 42 1 1 0 39 0 1 13 0 0 1 0 6 0 0 0 0 4 1 1 0 1 2 2 1 0 1 12 0 1 1 1 4 0 0 0 6 119 0 3 0 20 0 0 0 0 0 5 0 1 0 0 36 4 0 2 0 0 0 0 0 1 8 0 11 3 0 0 0 0 1 | 3355 bm = trafficserver.apache.org 42 35 130 2 7 1277 304 15 88 118 10 32 16 1 111 93 37 35 33 25 64 11 27 0 183 28 13 1 61 47 45 2 9 11 773 37 8 21 0 43450 10 49 45 13 1 52 12 34 2 9 437 261 0 7 30 67 67 19 16 19 1 0 117 8 32 618 4 32 28 630 14 5024 10 8 250 11 22 3 25 1 117 0 124 2 43 11 11 64 38 46 34 522 5 1 53 10 0 7 19 5 12 0 6 0 2 5 0 3 0 21 1 25 62 267 16 55 75 2 19 0 22 | 56895 bn = maven.apache.org 1 1 2 0 0 6 2 1 2 5 1 2 0 0 3 2 3 0 3 0 1 0 2 0 0 0 1 0 0 0 0 0 43 1 0 0 1 0 0 6 1527 0 0 0 0 0 0 0 1 0 42 1 0 0 30 0 0 0 0 0 7 0 3 0 3 0 0 0 0 0 0 0 1 0 2 2 2 1 0 0 1 1 0 0 0 0 0 36 3 2 0 12 5 0 0 0 0 0 0 0 0 5 5 0 0 0 0 0 0 0 0 2 5 0 16 0 0 0 0 0 0 | 1804 bo = chemistry.apache.org 2 24 13 1 0 130 25 1 18 42 1 6 2 2 31 4 11 7 4 6 2 16 1 0 2 0 6 2 0 23 12 4 8 0 34 5 12 0 0 25 0 3062 4 1 2 16 1 1 6 2 246 9 0 3 75 0 3 20 3 1 5 0 21 4 3 1 3 18 0 3 2 0 3 0 24 2 2 11 0 2 5 0 13 1 4 0 1 6 2 5 1 11 16 0 34 4 0 2 3 10 7 1 15 0 3 2 0 0 0 1 12 19 2 5 17 4 12 5 1 0 0 | 4265 bp = pivot.apache.org 1 1 6 0 0 22 12 17 4 7 6 1 0 0 8 26 0 1 0 0 0 1 2 0 4 0 1 1 0 0 10 0 0 0 19 1 34 0 0 50 0 11 2744 0 4 3 0 0 0 0 56 2 0 0 1 2 1 1 0 0 0 0 14 0 0 0 0 1 0 3 0 0 0 0 5 0 0 0 0 4 0 0 3 1 0 0 2 1 0 1 0 16 0 0 0 9 0 2 0 0 0 0 3 0 0 0 0 0 0 0 0 0 4 0 3 1 2 0 0 0 0 | 3135 bq = xmlbeans.apache.org 1 1 0 0 0 3 2 1 0 1 13 0 1 0 5 33 0 3 4 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 3 1 0 17 1 3 3 3970 0 1 0 1 0 0 14 4 0 1 1 0 0 3 0 0 0 0 19 0 1 0 0 10 1 0 0 1 2 0 0 0 0 0 0 0 4 0 0 0 0 0 0 10 0 48 0 19 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 1 11 4 3 0 0 0 0 0 0 | 4230 br = synapse.apache.org 2 0 1 0 0 107 19 0 4 5 1 0 1 0 11 29 1 16 1 2 5 0 0 0 2 0 4 1 2 2 9 0 0 0 19 0 3 0 0 6 0 3 13 1 2884 2 0 0 0 0 41 3 0 0 4 0 4 1 0 3 1 0 17 1 0 0 0 2 0 0 0 0 1 0 4 0 0 3 0 0 3 0 0 0 1 1 0 0 0 0 1 13 0 0 1 0 0 2 1 0 0 0 4 0 1 0 0 0 0 0 0 0 1 0 8 2 3 2 0 0 2 | 3287 bs = beehive.apache.org 1 13 437 1 2 127 131 59 39 15 1 0 11 1 72 6 1 70 5 18 1 11 0 0 52 1 6 4 1 5 176 0 0 0 253 2 276 1 0 21 0 43 56 1 0 18117 1 5 0 3 77 40 0 0 1 80 4 4 0 6 2 1 144 1 0 0 1 23 0 7 1 0 0 0 26 3 0 3 2 2 5 1 102 0 1 0 2 3 1 18 0 93 43 0 4 743 1 8 1 8 1 0 0 0 0 0 0 0 1 0 1 1 76 4 39 5 4 1 0 0 1 | 21642 bt = xmlgraphics.apache.org 3 0 1 0 0 4 1 0 0 5 0 0 0 0 0 0 2 1 7 0 9 1 0 0 0 0 1 0 0 0 0 0 0 7 0 0 0 0 0 7 0 0 0 0 0 0 1626 0 0 0 11 0 0 0 1 0 1 1 0 0 0 0 3 0 2 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 1 0 0 6 1 0 0 1 1 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 1 0 2 2 0 4 0 0 0 0 0 0 | 1719 bu = openwebbeans.apache.org 0 0 31 0 0 1 1 0 0 0 0 2 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 4 0 0 0 5 0 0 0 0 0 0 0 738 0 0 9 1 0 0 0 18 0 0 0 0 0 0 2 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 0 0 0 70 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 | 893 bv = excalibur.apache.org 0 1 0 0 0 0 1 0 2 5 0 0 1 0 4 0 1 1 0 0 0 5 0 0 0 0 0 1 0 0 5 0 0 0 0 0 0 0 0 12 0 4 0 0 0 0 0 0 2438 1 3 0 1 0 8 0 0 0 0 5 2 2 3 0 0 0 0 0 4 1 0 0 0 4 1 0 0 3 0 0 0 0 0 0 0 0 2 4 1 2 1 2 1 0 0 0 0 0 0 5 0 0 2 0 1 0 4 0 1 0 0 0 0 0 1 2 1 0 0 0 2 | 2551 bw = avro.apache.org 0 3 8 0 3 3 0 0 1 6 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 3 1 1 0 7 6 0 0 0 6 0 2 1 0 0 2 0 0 0 1105 45 1 0 0 12 0 0 0 0 0 0 0 1 0 0 0 0 8 0 0 0 1 2 0 2 4 15 0 0 0 0 0 0 0 0 9 2 0 0 1 9 0 1 0 1 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 1 0 17 1 35 1 0 0 0 0 0 | 1335 bx = labs.apache.org 53 22 77 1 9 46 96 4 15 87 11 15 861 6 68 21 19 358 31 133 48 15 25 10 48 15 12 11 15 4 26 5 29 10 57 37 30 47 2 194 3 52 13 10 1 27 23 8 4 1 8443 42 6 10 8 16 4 12 3 13 1 8 63 5 15 15 8 2 6 31 2 10 10 14 53 7 7 29 5 2 4 9 54 1 21 35 33 7 22 23 22 21 6 7 6 18 2 110 1 3 0 4 2 0 6 4 3 6 2 18 2 4 217 7 195 4 8 0 3 0 4 | 12459 by = www.apache.org 2 94 152 2 36 1263 840 42 234 37 5 12 25 2 91 27 5 42 26 22 4 31 1 2 610 5 122 4 17 16 9 3 17 2 735 80 74 3 0 851 1 59 37 8 1 70 6 14 273 9 443 25048 6 6 548 797 316 42 36 13 55 9 32 5 3 25 7 12 3 313 3 419 3 1 380 18 4 9 6 6 29 32 483 0 123 4 41 80 10 1014 43 188 76 0 7 841 0 73 4 207 9 1 98 0 2 3 2 1 0 38 5 46 51 19 37 21 7 7 3 0 2 | 38198 bz = commons.apache.org 0 0 1 0 1 6 4 4 2 7 0 0 3 2 3 0 0 9 1 5 0 0 0 0 4 0 0 2 0 0 5 0 0 0 1 1 4 0 0 0 0 3 2 0 0 2 0 0 0 0 47 1 2911 0 0 0 0 0 0 2 0 0 4 0 0 0 0 0 0 0 0 0 0 0 1 1 0 4 0 0 0 0 0 0 0 0 9 0 0 0 0 3 0 0 0 0 0 6 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 1 0 0 0 0 1 | 3068 ca = stdcxx.apache.org 56 4 1 166 1 67 33 3 31 20 0 1 9 0 28 5 9 6 15 8 1 6 6 8 2 2 12 0 0 5 0 0 0 5 9 32 6 243 0 76 0 4 5 5 0 3 0 0 6 5 77 2 1 11842 79 8 10 15 0 1 4 0 5 8 2 0 0 2 2 0 0 14 2 3 2 0 1 16 1 1 2 15 1 0 2 2 8 16 55 8 6 137 2 1 0 1 0 2 0 2 0 0 19 1 1 0 0 1 0 0 0 7 8 0 4 5 2 0 0 0 1 | 13311 cb = activemq.apache.org 2 51 8 0 9 45 52 2 43 206 0 0 15 0 95 13 12 61 6 37 4 269 0 0 2 2 8 3 0 3 21 3 3 0 81 3 13 2 0 44 0 63 18 0 0 15 1 1 246 3 131 7 0 0 27985 1 3 328 0 18 209 385 40 1 0 1 1 10 38 1 1 0 10 19 2 5 1 58 5 0 2 82 3 1 1 1 2 961 5 7 5 118 2 7 5 2 2 12 0 943 0 3 28 0 7 1 79 0 1 0 248 34 97 1 80 790 7 1 0 30 53 | 34346 cc = hadoop.apache.org 1 5 75 0 0 18 12 4 25 7 0 0 5 1 0 2 0 4 0 7 0 0 0 0 187 5 8 2 6 0 64 0 0 0 324 5 11 0 0 108 0 1 2 0 0 8 0 81 0 1 136 47 0 0 1 2620 2 0 0 2 0 0 3 0 0 2 0 0 0 58 0 1 0 0 43 0 0 8 2 0 0 0 198 0 0 0 3 0 0 4 0 11 0 0 2 8 0 10 0 0 0 0 0 0 6 0 0 0 0 0 11 0 17 4 4 1 0 0 0 1 0 | 4184 cd = gump.apache.org 0 0 0 0 0 1 1 1 0 0 0 0 0 0 2 1 1 1 0 0 2 0 0 0 0 0 0 1 0 11 2 0 0 1 4 0 0 0 0 1 0 5 0 0 0 0 0 0 0 0 5 0 0 0 6 0 1221 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 1 0 0 0 0 | 1283 ce = hivemind.apache.org 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 0 0 1 0 4 0 0 0 1 0 0 1440 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 7 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 4 | 1479 cf = whirr.apache.org 1 0 2 0 0 131 6 0 0 2 0 0 0 0 2 0 0 4 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 5 0 1 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 1 1285 1 0 0 0 0 0 0 0 0 0 0 0 30 0 0 13 0 0 0 0 0 0 0 1 0 26 0 0 4 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 4 4 2 0 0 0 0 0 1 | 1549 cg = tiles.apache.org 0 18 410 0 0 83 114 5 8 7 0 1 16 0 12 1 1 7 8 7 0 2 0 0 14 1 0 0 7 1 93 2 11 0 86 0 8 0 0 5 0 13 11 1 0 18 0 4 0 2 18 5 0 0 0 7 3 1 0 7996 0 0 21 0 0 0 1 0 2 3 2 0 1 0 11 1 0 0 1 0 8 0 13 0 0 0 1 0 0 18 0 72 0 0 6 363 0 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 14 0 14 17 0 1 1 0 0 | 9582 ch = lenya.apache.org 0 6 1 0 0 15 0 0 7 21 0 0 1 2 16 3 1 14 1 4 1 25 0 0 0 0 0 0 0 0 5 0 0 0 10 0 1 0 0 2 0 3 1 0 0 7 0 0 21 0 9 0 0 0 116 6 0 11 0 10 6420 15 4 0 0 0 0 0 2 0 1 0 1 0 2 0 0 12 0 0 2 4 0 0 0 0 0 21 0 2 0 34 1 1 0 2 0 1 0 49 0 0 0 0 0 2 10 1 0 0 2 2 14 1 18 16 3 0 3 0 1 | 6967 ci = pig.apache.org 0 7 2 0 4 5 2 0 4 30 0 0 0 1 62 2 1 5 0 1 0 39 0 0 0 4 4 0 0 0 6 1 0 0 9 0 2 0 0 2 0 8 6 0 2 0 0 0 5 0 17 4 0 0 122 1 0 13 0 1 17 6955 17 0 0 0 1 0 6 0 0 0 1 0 2 0 0 2 1 0 1 1 0 1 1 0 0 28 0 0 1 16 0 0 0 0 0 1 0 16 2 0 8 0 0 0 22 0 0 0 0 4 21 1 10 12 2 0 0 0 2 | 7524 cj = hive.apache.org 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 7 1 0 0 0 0 0 0 0 0 0 0 130 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 | 153 ck = attic.apache.org 0 19 4 0 0 20 11 4 3 30 0 2 2 0 7 5 4 4 11 1 1 1 0 1 0 0 2 0 0 0 5 0 0 0 9 0 8 0 0 30 0 0 5 2 0 6 0 0 0 0 38 0 1 9 2 0 4 0 0 0 1 1 4 4835 0 0 0 4 0 0 0 1 2 2 4 2 0 4 0 1 1 0 0 0 0 0 0 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0 32 3 1 6 0 0 1 2 1 0 0 19 0 1 1 0 0 0 0 0 3 21 0 30 8 1 1 1 0 2 | 4290 cs = roller.apache.org 1 1 16 0 1 39 33 0 3 7 0 0 2 0 17 4 12 5 2 11 16 0 0 0 2 7 9 1 0 1 0 0 1 0 13 3 0 4 0 376 0 2 0 0 0 1 0 0 0 0 42 2 0 1 0 0 1 0 3 0 1 0 8 0 1 29 0 0 0 4 0 4058 0 0 0 0 0 1 2 1 0 0 0 0 6 5 0 1 0 2 6 42 0 0 2 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 3 1 1 6 2 0 0 0 0 | 4823 ct = continuum.apache.org 0 0 0 0 0 3 1 0 1 2 0 0 0 1 1 0 0 2 0 0 0 1 0 0 0 1 1 0 0 1 1 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 8 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 1326 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 3 1 8 0 0 0 0 0 0 | 1391 cu = esme.apache.org 0 0 2 0 0 13 14 1 1 0 0 0 5 0 2 1 0 2 1 16 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 2 0 0 0 0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1193 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 | 1275 cv = tcl.apache.org 1 10 14 0 0 183 91 2 17 11 1 0 2 0 13 1 2 17 3 8 2 1 0 1 29 0 9 0 9 5 4 0 1 0 98 4 8 0 0 69 0 1 7 1 1 8 0 1 0 0 29 12 1 1 1 124 2 5 73 0 0 0 17 2 0 2 1 8 1 154 2 1 0 0 7372 1 2 2 1 0 0 0 8 0 1 1 2 0 0 7 1 48 6 0 2 80 0 3 1 0 0 0 0 1 0 0 1 1 0 0 0 0 3 26 7 3 1 19 1 0 4 | 8676 cw = velocity.apache.org 0 18 3 0 0 1 1 2 2 6 0 0 0 0 2 1 0 4 2 0 0 1 0 0 0 0 0 4 0 0 0 0 4 0 1 2 4 0 0 15 1 2 3 0 0 1 0 0 1 2 23 2 0 0 0 1 0 2 0 1 0 0 5 1 25 0 0 5 6 0 0 0 0 0 0 1871 0 3 0 0 1 0 0 0 0 0 0 2 2 0 0 2 26 60 0 11 0 0 2 4 1 0 0 0 0 0 0 0 0 0 1 0 6 8 6 44 1 0 0 0 0 | 2205 cx = tika.apache.org 4 11 8 0 2 80 41 0 12 5 0 0 5 4 62 5 8 16 2 7 3 6 0 0 5 0 49 1 1 23 0 0 1 0 12 2 3 0 0 53 0 7 1 1 0 4 0 0 20 0 100 4 0 1 62 2 2 10 0 0 27 1 9 0 0 1 0 2 3 3 0 2 4 0 19 0 4889 13 2 1 8 0 0 0 1 19 0 28 0 1 0 23 1 0 7 0 0 7 0 0 1 0 13 0 0 3 0 0 0 0 1 0 19 1 37 3 2 14 0 1 2 | 5813 cy = cayenne.apache.org 0 26 3 0 0 21 5 1 3 7 0 0 19 2 18 0 3 19 0 8 0 3 0 0 0 0 3 3 0 4 3 1 2 1 1 2 5 1 1 1 0 13 2 0 0 8 0 0 0 4 41 0 0 0 1 0 0 3 0 0 0 0 6 1 0 0 0 0 0 0 0 0 5 0 8 0 0 7978 0 0 2 0 0 0 0 0 0 3 0 1 0 35 0 0 1 1 0 4 2 7 0 0 2 5 0 6 0 0 0 0 0 0 15 0 14 9 5 1 0 0 0 | 8349 cz = couchdb.apache.org 10 1 0 0 0 3 28 0 4 4 9 0 0 0 9 9 2 5 8 2 0 1 0 0 6 0 5 0 2 0 4 4 0 0 11 1 1 0 0 7 0 1 2 3 0 3 0 2 1 0 93 0 0 0 7 18 1 3 0 0 1 1 6 0 0 0 0 6 0 0 0 193 1 0 4 0 0 1 1789 0 0 0 2 0 0 0 0 0 0 0 0 10 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 4 5 1 3 1 0 0 0 0 0 | 2301 da = juddi.apache.org 0 0 7 0 1 7 13 20 6 1 3 0 2 0 6 19 0 1 6 10 1 1 5 0 1 0 1 0 1 0 13 0 1 0 29 0 39 0 0 7 0 1 10 1 0 1 0 0 7 0 48 3 0 0 1 15 0 2 0 0 0 0 2 0 0 1 0 0 0 3 0 1 0 2 4 0 0 3 0 1503 0 5 9 0 3 0 1 1 0 3 0 7 1 0 0 72 0 5 0 0 0 0 1 0 1 1 0 0 0 0 0 15 6 0 7 0 1 0 0 0 0 | 1948 db = santuario.apache.org 8 0 0 2 1 9 3 0 0 3 0 19 0 0 2 1 4 1 2 1 0 0 5 0 0 0 1 0 0 0 4 0 0 2 0 1 0 3 0 9 0 1 0 1 0 0 1 0 2 0 48 0 0 0 47 1 1 0 0 0 1 0 4 0 6 0 1 0 1 0 0 1 2 0 0 0 0 1 0 0 2794 1 0 0 0 4 0 2 102 0 2 1 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 7 0 9 0 0 0 0 0 2 | 3128 dc = aries.apache.org 0 7 0 1 0 4 4 0 2 13 0 0 3 0 1 1 6 4 1 4 0 22 0 1 0 0 0 0 0 0 8 1 1 0 6 2 1 0 0 5 0 3 0 1 0 1 0 0 2 0 26 0 0 4 7 1 0 28 0 4 2 0 5 0 0 0 0 16 0 0 0 0 2 0 0 0 0 13 0 1 0 4475 0 1 0 1 3 69 1 3 1 20 0 0 0 0 3 2 0 27 0 0 3 0 1 1 1 0 1 0 2 2 9 0 5 9 0 0 1 8 1 | 4864 dd = zookeeper.apache.org 0 5 133 0 0 34 48 6 38 3 0 0 3 0 2 3 0 9 2 7 0 1 0 0 49 3 6 0 0 0 15 0 0 0 117 41 3 0 0 86 0 2 1 0 0 12 0 132 0 2 37 17 0 0 0 29 5 0 0 6 0 0 13 0 0 0 0 9 0 42 0 0 0 0 31 1 0 0 1 0 1 1 9895 0 0 0 0 0 0 20 1 7 0 0 0 14 0 26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 5 0 0 0 0 0 0 | 10932 de = avalon.apache.org 5 2 4 7 0 9 23 2 6 11 2 13 2 0 15 58 4 3 14 1 2 0 2 0 1 0 5 0 0 4 1 2 3 1 4 1 15 75 0 11 0 13 3 5 0 1 0 0 5 1 66 0 0 1 74 1 3 8 0 0 8 1 18 0 0 0 0 0 3 1 0 0 2 0 3 2 28 10 4 0 0 1 0 3205 1 6 1 23 5 0 2 28 1 0 1 0 1 0 0 2 0 0 3 3 1 0 0 0 0 0 0 0 15 0 14 5 167 0 0 0 0 | 4054 df = ode.apache.org 0 0 0 0 0 22 2 0 1 1 0 0 0 0 0 0 0 4 1 0 16 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 6 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 8 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 702 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 1 0 0 0 0 0 0 | 775 dg = shale.apache.org 31 8 5 1 0 36 14 2 2 10 0 14 1 2 44 4 1 5 4 0 3 3 0 0 1 0 34 0 0 3 1 0 2 14 13 3 1 1 0 49 0 5 3 0 0 1 12 0 0 6 35 0 0 1 3 8 0 1 0 0 0 0 10 0 0 1 1 6 0 1 2 159 0 0 4 0 87 8 6 0 37 1 1 4 1 5022 0 0 10 0 0 8 0 1 2 0 0 0 0 0 0 0 2 0 0 1 1 1 0 10 0 0 10 0 6 4 3 1 0 0 3 | 5801 dh = openjpa.apache.org 1 2 5 0 1 3 105 8 13 6 0 0 390 3 14 6 1 22 2 206 0 3 0 0 7 0 2 30 0 0 11 0 0 0 14 1 2 0 7 0 0 4 1 0 0 5 1 0 0 0 63 4 4 0 0 0 0 0 1 0 0 0 6 0 1 0 0 0 0 1 0 2 2 14 4 0 0 9 0 2 0 0 5 0 1 0 6236 0 0 7 1 5 1 1 1 180 2 89 0 3 0 0 2 0 6 0 1 0 0 0 0 0 6 3 15 0 1 0 0 0 3 | 7558 di = apr.apache.org 2 49 7 0 1 20 11 1 13 48 1 0 2 1 32 2 10 29 1 11 0 131 0 1 2 0 9 0 0 5 13 5 0 0 8 8 0 12 1 27 0 14 1 0 0 4 1 0 14 5 34 1 0 0 272 3 0 114 2 5 17 29 12 2 0 1 0 1 58 1 3 2 10 1 4 0 1 35 4 0 0 42 1 1 0 2 2 14567 1 4 3 58 0 1 2 6 0 4 1 75 0 1 20 0 6 1 49 1 0 0 39 3 42 0 24 93 7 1 3 21 3 | 16198 dj = hbase.apache.org 4 0 0 39 1 4 3 0 3 3 0 14 0 0 10 1 5 0 1 0 1 2 2 0 0 5 1 0 0 0 0 0 0 0 1 0 0 4 0 4 0 2 2 1 0 2 0 0 0 1 5 2 0 5 2 0 0 8 0 0 0 0 7 0 0 2 1 0 1 0 0 0 0 0 0 0 0 3 0 0 16 0 0 0 0 0 0 2 3761 0 2 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 0 0 0 0 | 3940 dk = karaf.apache.org 0 3 1 0 0 31 22 1 18 6 0 1 4 0 6 13 1 1 5 4 2 2 0 0 22 0 0 0 2 0 0 0 0 0 9 0 3 3 0 34 0 5 2 17 0 3 0 2 1 3 18 31 1 0 2 22 0 3 1 4 0 1 12 0 0 0 2 1 0 0 3 28 1 1 1 1 0 2 0 0 1 1 1 0 0 0 0 19 0 6263 3 124 0 0 6 4 0 3 10 0 0 1 2 0 0 0 0 0 0 0 0 3 6 2 4 12 1 0 1 0 0 | 6829 dl = hc.apache.org 7 3 4 7 4 39 51 2 16 7 0 26 20 1 24 7 17 19 8 8 2 3 1 2 2 37 5 0 0 0 0 0 0 0 9 19 5 9 0 45 0 7 2 1 2 2 2 0 3 10 70 9 0 3 60 8 6 5 1 1 4 1 21 0 2 1 1 4 3 0 1 4 1 1 1 1 30 7 0 2 2 2 1 0 1 0 1 15 53 21 6135 100 0 0 2 3 0 4 5 1 0 1 5 0 0 0 0 0 0 0 0 6 29 0 10 13 2 0 1 0 0 | 7099 dm = mina.apache.org 0 1 0 0 2 5 8 0 0 0 0 0 0 0 11 3 0 4 0 1 1 0 0 0 249 0 0 1 0 1 0 0 0 0 10 2 2 0 0 8 1 8 1 0 0 1 0 0 0 3 3 2 0 1 0 12 0 0 0 1 0 0 5 0 0 0 0 0 1 3 0 0 0 0 1 2 0 2 0 1 2 0 2 0 1 0 1 0 0 7 0 4673 0 0 2 37 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 1 12 1 1 1 1 0 1 | 5104 dn = jmeter.apache.org 0 5 5 0 0 8 1 0 3 5 0 1 0 1 1 0 0 2 0 0 0 0 0 1 0 0 1 0 0 0 5 3 2 0 5 1 0 0 0 10 0 2 1 0 0 21 1 0 0 0 17 1 0 0 0 4 0 0 0 0 0 0 3 1 4 0 0 0 0 0 0 1 0 0 0 4 0 1 1 0 4 0 0 0 0 0 1 0 1 0 0 12 2241 0 1 0 0 0 5 3 1 0 0 0 0 0 0 0 0 0 0 0 2 0 2 7 2 1 0 0 0 | 2405 do = pdfbox.apache.org 0 1 1 0 0 3 1 2 0 4 0 0 0 0 5 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 2 0 0 8 0 1 0 0 0 0 0 0 0 0 12 0 0 0 1 1 0 0 0 0 0 1 3 0 1 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1377 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 3 0 17 0 1 0 0 0 1 | 1456 dp = oodt.apache.org 5 4 17 1 0 254 79 2 5 42 0 10 11 6 32 1 36 15 7 4 10 5 3 0 4 0 1 1 14 32 0 4 1 4 10 3 1 1 0 100 0 20 1 0 0 3 21 0 3 4 69 17 0 1 28 2 26 2 1 4 1 0 14 1 0 3 2 3 3 1 2 1 6 0 6 2 46 8 3 0 16 0 0 0 2 2 1 7 22 3 3 75 4 0 14522 3 0 0 0 0 0 0 0 2 1 6 0 2 1 1 0 2 19 5 8 4 9 3 23 0 1 | 15776 dq = wicket.apache.org 0 8 18 0 0 30 37 0 2 0 0 0 1 0 24 3 0 7 0 5 1 1 0 0 35 0 2 1 1 1 14 1 0 0 36 3 4 0 0 9 0 13 3 1 0 18 0 1 0 0 30 5 0 0 3 73 1 0 1 2 0 0 13 0 0 0 0 0 0 1 0 0 0 0 9 6 0 3 0 1 0 0 8 0 0 0 0 1 0 4 0 67 3 0 0 6629 0 2 0 3 0 0 0 0 0 0 1 0 0 0 0 0 11 2 9 6 2 0 0 0 0 | 7176 dr = poi.apache.org 0 3 1 0 0 3 0 0 0 18 0 0 0 0 0 2 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 2 0 0 0 1 0 0 0 0 31 0 0 0 17 0 0 23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 15 0 0 1 0 1 0 0 0 0 8 0 0 0 3 0 0 0 0 839 4 0 1 0 0 0 0 2 1 1 0 0 0 0 1 3 0 8 0 0 0 0 0 0 | 995 ds = libcloud.apache.org 0 0 1 0 0 1 1 0 0 0 0 0 6 0 0 0 0 5 1 0 0 0 0 0 0 0 0 2 0 0 9 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 213 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 | 262 dt = archive.apache.org 0 1 3 1 5 22 3 4 1 5 1 0 1 0 6 1 2 1 15 3 0 0 3 1 1 0 0 0 0 0 1 0 6 0 3 5 3 0 0 11 0 3 1 2 0 2 0 0 2 0 60 2 0 0 7 0 2 0 0 4 6 0 2 0 0 0 0 1 0 0 4 1 0 0 6 0 0 8 0 0 0 0 0 0 0 0 2 1 1 3 0 3 2 0 1 1 1 0 1169 2 0 0 9 0 1 15 0 0 0 0 0 0 3 0 9 1 2 0 0 0 0 | 1448 du = abdera.apache.org 1 58 2 0 1 11 6 0 7 5 0 1 0 0 8 2 2 25 4 3 2 7 0 0 1 0 3 0 0 1 10 1 0 0 11 3 1 0 0 49 0 6 0 0 0 4 0 0 4 1 25 5 0 1 34 2 1 96 2 0 3 0 9 1 1 4 1 1 5 0 0 1 3 0 5 2 1 5 1 0 3 2 0 0 0 0 0 22 2 0 0 12 0 1 0 0 1 4 0 7549 2 1 0 0 0 0 2 3 0 0 13 35 42 2 62 21 3 0 4 1 2 | 8238 dv = mahout.apache.org 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 0 182 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 | 199 dw = ace.apache.org 0 23 0 0 0 0 0 0 0 8 0 0 0 0 2 1 0 0 0 0 0 1 0 0 0 0 2 0 0 0 3 0 0 0 0 0 0 0 0 7 0 2 0 0 0 0 0 0 1 0 10 0 0 0 6 0 0 0 0 2 0 0 2 0 0 0 1 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 4 0 2 0 1 0 0 0 0 0 0 0 8 0 1634 0 0 0 0 2 0 0 0 0 2 5 0 11 3 3 0 0 0 0 | 1749 dx = manifoldcf.apache.org 0 3 0 0 1 7 3 1 0 8 1 2 3 1 5 2 0 5 2 10 0 36 1 0 0 0 0 0 0 0 1 0 0 0 8 2 2 0 1 2 0 6 0 1 0 1 0 0 15 0 30 1 1 1 0 1 2 0 0 2 0 1 1 0 0 0 2 2 1 0 1 0 4 1 0 1 0 14 0 1 0 3 0 0 0 1 1 9 0 5 5 18 1 0 3 0 0 2 0 4 1 0 3854 0 2 0 1 0 0 0 0 0 2 2 10 4 7 0 0 1 1 | 4134 dy = thrift.apache.org 0 3 0 0 0 3 3 0 0 12 0 0 2 0 0 1 0 3 0 2 1 2 0 1 0 1 1 0 0 0 1 0 0 0 1 0 2 0 0 0 0 1 0 0 0 0 2 0 0 0 30 0 0 0 30 0 0 19 0 0 0 0 1 0 0 0 0 1 2 0 1 0 3 0 1 0 0 8 0 0 0 0 0 0 0 0 1 3 1 0 0 2 1 0 0 0 3 0 0 0 0 0 5 1146 0 1 1 0 0 0 0 4 0 0 7 0 8 0 0 0 2 | 1323 dz = deltacloud.apache.org 0 0 0 0 0 2 1 0 0 0 0 0 8 0 0 0 0 2 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 0 5 0 0 0 0 0 0 966 0 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 | 1008 ea = quetz.apache.org 1 3 9 0 1 22 19 1 4 17 0 0 9 1 10 6 11 7 4 5 1 2 0 1 3 0 0 1 2 1 1 0 0 1 6 0 3 0 1 46 0 5 1 0 0 2 0 0 1 2 69 3 2 0 1 1 0 1 1 1 0 0 17 1 13 0 35 0 4 1 1 0 5 1 15 2 0 8 0 0 2 1 0 0 2 2 0 5 2 8 1 20 2 0 2 1 0 5 8 2 0 0 1 1 2 5919 1 0 0 1 1 0 22 0 15 4 3 1 1 0 0 | 6427 eb = shindig.apache.org 0 0 0 0 0 0 0 0 1 6 0 0 0 0 4 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 6 0 0 0 4 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 692 0 0 1 0 0 1 1 4 0 0 0 0 0 0 | 731 ec = sqoop.apache.org 0 2 0 0 0 2 2 0 0 2 0 0 0 1 0 0 2 5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 4 0 0 0 0 0 0 0 0 0 0 6 0 0 0 1 0 0 0 0 0 0 0 1 5 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 8 0 0 0 0 2 0 0 1226 0 0 0 0 0 0 8 0 0 0 0 0 0 | 1284 ed = opennlp.apache.org 0 39 0 0 0 1 0 0 0 5 0 0 0 0 0 0 1 0 0 5 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 0 0 0 2 0 0 0 1 0 0 1 0 28 0 0 0 16 0 0 5 0 0 3 0 0 0 0 0 0 0 8 0 0 0 0 2 1 1 0 1 0 0 1 0 0 0 0 0 0 3 0 0 0 0 0 13 0 0 0 0 0 1 0 0 2 0 0 0 0 0 1050 0 0 1 3 3 18 2 0 0 0 0 0 | 1221 ee = lucy.apache.org 0 0 0 0 0 6 0 0 0 2 0 0 0 0 0 0 0 1 0 0 5 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 12 0 5 0 8 1 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 474 0 0 0 0 4 0 2 0 0 0 0 | 533 ef = bval.apache.org 0 1 1 0 0 0 0 0 0 4 0 0 0 0 2 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 2 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 5 0 2 0 0 2 1 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 4 1 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 1993 8 2 1 18 0 0 0 0 0 0 | 2077 eg = hama.apache.org 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 2 597 0 1 4 0 0 0 0 0 1 | 626 eh = giraph.apache.org 0 0 2 0 0 1 0 0 0 3 0 0 1 0 0 0 0 6 0 2 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 4 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 4 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 139 0 2 0 0 0 0 0 0 | 173 ei = apachecon.com 0 2 1 0 0 0 0 0 0 6 0 0 0 0 0 0 0 3 0 2 0 0 0 0 0 0 0 1 0 1 6 0 0 1 13 3 0 0 0 9 0 0 0 0 0 0 0 0 8 0 37 1 0 0 4 1 0 20 0 0 0 0 0 0 0 1 0 0 1 0 1 0 2 0 0 5 0 0 0 0 2 0 0 0 0 2 0 1 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 355 9 1 0 0 0 0 0 | 504 ej = creadur.apache.org 0 0 0 0 1 2 0 1 0 2 0 0 0 0 0 1 0 2 0 0 1 1 0 0 1 0 0 0 0 0 1 0 1 0 0 0 1 0 2 1 0 0 0 0 0 0 0 0 0 0 13 0 0 0 6 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 2 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 5 0 2 0 302 0 0 0 0 0 0 | 361 ek = community.apache.org 0 132 4 0 6 13 41 1 5 2 0 2 6 0 17 1 1 35 2 7 4 9 0 0 5 0 2 1 1 2 9 0 1 0 13 1 2 0 0 5 0 11 4 0 0 2 0 0 6 3 11 0 0 0 72 0 1 1 0 21 2 1 24 0 1 0 0 1 161 0 2 1 3 1 4 37 0 3 0 0 2 0 1 0 0 0 0 7 0 13 1 41 6 19 1 4 0 1 1 20 1 0 0 0 0 1 0 0 1 0 3 0 25 0 8 6840 2 0 1 2 1 | 7705 el = nutch.apache.org 0 0 0 0 0 1 1 0 0 2 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 10 0 0 0 2 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 1677 1 0 0 0 | 1715 em = buildr.apache.org 0 3 2 0 0 25 9 0 1 5 0 0 2 1 6 1 3 1 1 0 0 2 0 0 0 0 0 0 1 4 0 1 1 0 2 0 0 0 0 3 0 5 0 0 0 4 1 0 0 1 10 0 0 0 4 0 1 5 0 0 0 0 2 0 4 0 0 0 0 0 0 0 1 0 7 0 8 1 0 0 0 0 0 0 0 0 0 1 0 0 0 9 1 0 10 1 0 2 0 0 1 0 2 0 0 1 0 0 0 0 0 0 2 0 3 1 1 1043 0 0 0 | 1206 en = click.apache.org 0 0 1 0 0 2 0 0 5 1 0 0 0 0 9 0 0 2 0 0 0 1 0 0 0 0 3 0 0 0 0 0 0 0 1 0 2 0 0 3 0 2 0 0 0 0 0 0 0 0 13 0 0 0 1 0 0 0 0 0 3 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 9 0 0 0 539 0 0 | 607 eo = empire-db.apache.org 0 2 0 0 0 2 2 0 1 2 0 0 1 0 3 0 3 1 2 0 0 11 0 0 0 0 0 0 0 0 0 1 0 0 2 0 1 0 0 16 0 1 0 0 0 0 0 0 0 0 20 0 0 0 2 0 0 10 0 0 0 0 4 0 0 0 0 0 6 0 0 0 1 0 0 0 0 3 0 0 0 1 0 0 2 0 0 18 0 0 0 1 1 0 0 0 0 2 0 4 1 0 0 0 0 0 0 0 1 0 2 9 0 0 7 1 0 0 0 1093 0 | 1240 ep = accumulo.apache.org 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 6 0 0 2 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 2 0 0 0 0 0 8 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 5 0 0 0 0 0 282 | 321 eq = mrunit.apache.org
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            • Assignee:
              Robin Anil
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              Grant Ingersoll
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