Fix line comments indentation

Project: http://git-wip-us.apache.org/repos/asf/incubator-samoa/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-samoa/commit/b79e92bd
Tree: http://git-wip-us.apache.org/repos/asf/incubator-samoa/tree/b79e92bd
Diff: http://git-wip-us.apache.org/repos/asf/incubator-samoa/diff/b79e92bd

Branch: refs/heads/master
Commit: b79e92bdb09f73de9c06c97318ed49cadab7b67a
Parents: 5543ecd
Author: Matthieu Morel <[email protected]>
Authored: Mon Feb 2 18:43:31 2015 +0100
Committer: Matthieu Morel <[email protected]>
Committed: Mon Feb 2 18:43:31 2015 +0100

----------------------------------------------------------------------
 .../measures/SilhouetteCoefficient.java         |  3 +--
 .../ensemble/BaggingDistributorProcessor.java   |  3 +--
 .../classifiers/rules/AMRulesRegressor.java     |  3 +--
 .../rules/HorizontalAMRulesRegressor.java       |  3 +--
 .../rules/VerticalAMRulesRegressor.java         |  3 +--
 .../centralized/AMRulesRegressorProcessor.java  |  3 +--
 .../classifiers/rules/common/Perceptron.java    |  9 +++------
 .../learners/classifiers/rules/common/Rule.java | 14 ++------------
 .../rules/common/RuleActiveRegressionNode.java  |  3 +--
 .../rules/common/RulePassiveRegressionNode.java |  3 +--
 .../rules/common/RuleRegressionNode.java        |  3 +--
 .../distributed/AMRDefaultRuleProcessor.java    |  3 +--
 .../distributed/AMRulesAggregatorProcessor.java |  3 +--
 .../distributed/PredicateContentEvent.java      |  3 +--
 .../rules/distributed/RuleContentEvent.java     |  3 +--
 ...NumericAttributeClassObserverRegression.java | 14 ++++----------
 .../classifiers/core/driftdetection/ADWIN.java  |  7 ++-----
 .../core/driftdetection/EWMAChartDM.java        |  3 +--
 .../InfoGainSplitCriterionMultilabel.java       |  4 +---
 .../core/voting/InverseErrorWeightedVote.java   |  3 +--
 .../rules/driftdetection/PageHinkleyFading.java |  8 ++------
 .../rules/driftdetection/PageHinkleyTest.java   |  8 ++------
 .../moa/clusterers/clustream/Clustream.java     |  3 +--
 .../moa/clusterers/clustream/WithKmeans.java    |  3 +--
 .../yahoo/labs/samoa/moa/core/DataPoint.java    |  3 +--
 .../streams/ClusteringEntranceProcessor.java    | 18 +++---------------
 .../labs/samoa/tasks/ClusteringEvaluation.java  |  3 +--
 .../java/com/yahoo/labs/samoa/utils/Utils.java  |  3 +--
 .../yahoo/labs/samoa/core/DoubleVectorTest.java | 15 ++++-----------
 samoa-instances/pom.xml                         | 20 ++++++++++++++++++++
 samoa-local/pom.xml                             | 20 ++++++++++++++++++++
 .../samoa/topology/impl/SimpleTopology.java     |  3 +--
 samoa-local/src/main/resources/log4j.xml        | 20 ++++++++++++++++++++
 samoa-s4/pom.xml                                | 20 ++++++++++++++++++++
 samoa-s4/samoa-s4-adapter/pom.xml               | 20 ++++++++++++++++++++
 samoa-s4/src/main/assembly/samoa-s4.xml         | 20 ++++++++++++++++++++
 samoa-samza/pom.xml                             | 20 ++++++++++++++++++++
 samoa-samza/src/main/assembly/samoa-samza.xml   | 20 ++++++++++++++++++++
 .../impl/SamzaEntranceProcessingItem.java       | 13 ++-----------
 .../topology/impl/SamzaProcessingItem.java      |  6 +-----
 samoa-samza/src/main/resources/log4j.xml        | 20 ++++++++++++++++++++
 samoa-storm/pom.xml                             | 20 ++++++++++++++++++++
 .../samoa/topology/impl/StormSamoaUtils.java    |  7 +------
 .../topology/impl/StormProcessingItemTest.java  |  3 +--
 .../samoa/topology/impl/ThreadsTopology.java    |  3 +--
 .../java/com/yahoo/labs/samoa/AlgosTest.java    |  3 +--
 46 files changed, 251 insertions(+), 144 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/evaluation/measures/SilhouetteCoefficient.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/evaluation/measures/SilhouetteCoefficient.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/evaluation/measures/SilhouetteCoefficient.java
index 3740910..e689b7f 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/evaluation/measures/SilhouetteCoefficient.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/evaluation/measures/SilhouetteCoefficient.java
@@ -88,8 +88,7 @@ public class SilhouetteCoefficient extends MeasureCollection {
         int minOwnIndex = -1;
         for (int fc : ownClusters) {
           double normDist = distanceByClusters[fc] / (double) 
countsByClusters[fc];
-          if (normDist < minAvgDistanceOwn) {// && pointInclusionProbFC[p][fc] 
>
-                                             // pointInclusionProbThreshold){
+          if (normDist < minAvgDistanceOwn) {// && pointInclusionProbFC[p][fc] 
> pointInclusionProbThreshold){
             minAvgDistanceOwn = normDist;
             minOwnIndex = fc;
           }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/ensemble/BaggingDistributorProcessor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/ensemble/BaggingDistributorProcessor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/ensemble/BaggingDistributorProcessor.java
index 44264ac..4f04d91 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/ensemble/BaggingDistributorProcessor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/ensemble/BaggingDistributorProcessor.java
@@ -59,8 +59,7 @@ public class BaggingDistributorProcessor implements Processor 
{
    * @return true, if successful
    */
   public boolean process(ContentEvent event) {
-    InstanceContentEvent inEvent = (InstanceContentEvent) event; // ((s4Event)
-                                                                 // 
event).getContentEvent();
+    InstanceContentEvent inEvent = (InstanceContentEvent) event; // 
((s4Event)event).getContentEvent();
     // InstanceEvent inEvent = (InstanceEvent) event;
 
     if (inEvent.getInstanceIndex() < 0) {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/AMRulesRegressor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/AMRulesRegressor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/AMRulesRegressor.java
index fc49ebe..9a88a9b 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/AMRulesRegressor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/AMRulesRegressor.java
@@ -102,8 +102,7 @@ public class AMRulesRegressor implements RegressionLearner, 
Configurable {
       "anomalyThreshold",
       'n',
       "The threshold value of anomalies to be used in the anomaly detection.",
-      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect
-                                 // anomalies. 15.
+      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect 
anomalies anomalies. 15.
 
   public FlagOption unorderedRulesOption = new 
FlagOption("setUnorderedRulesOn", 'U',
       "unorderedRules.");

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/HorizontalAMRulesRegressor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/HorizontalAMRulesRegressor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/HorizontalAMRulesRegressor.java
index f7038d3..74b3c8a 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/HorizontalAMRulesRegressor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/HorizontalAMRulesRegressor.java
@@ -102,8 +102,7 @@ public class HorizontalAMRulesRegressor implements 
RegressionLearner, Configurab
       "anomalyThreshold",
       'n',
       "The threshold value of anomalies to be used in the anomaly detection.",
-      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect
-                                 // anomalies. 15.
+      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect 
anomalies. 15.
 
   public FlagOption unorderedRulesOption = new 
FlagOption("setUnorderedRulesOn", 'U',
       "unorderedRules.");

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/VerticalAMRulesRegressor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/VerticalAMRulesRegressor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/VerticalAMRulesRegressor.java
index 01c72e5..21294bc 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/VerticalAMRulesRegressor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/VerticalAMRulesRegressor.java
@@ -101,8 +101,7 @@ public class VerticalAMRulesRegressor implements 
RegressionLearner, Configurable
       "anomalyThreshold",
       'n',
       "The threshold value of anomalies to be used in the anomaly detection.",
-      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect
-                                 // anomalies. 15.
+      30, 0, Integer.MAX_VALUE); // num minimum of instances to detect 
anomalies. 15.
 
   public FlagOption unorderedRulesOption = new 
FlagOption("setUnorderedRulesOn", 'U',
       "unorderedRules.");

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/centralized/AMRulesRegressorProcessor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/centralized/AMRulesRegressorProcessor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/centralized/AMRulesRegressorProcessor.java
index 4bdd5c0..f8a6a90 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/centralized/AMRulesRegressorProcessor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/centralized/AMRulesRegressorProcessor.java
@@ -251,8 +251,7 @@ public class AMRulesRegressorProcessor implements Processor 
{
         if (defaultRule.tryToExpand(this.splitConfidence, this.tieThreshold) 
== true) {
           ActiveRule newDefaultRule = newRule(defaultRule.getRuleNumberID(),
               (RuleActiveRegressionNode) defaultRule.getLearningNode(),
-              ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other
-                                                                               
                            // branch
+              ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other branch
           defaultRule.split();
           defaultRule.setRuleNumberID(++ruleNumberID);
           this.ruleSet.add(this.defaultRule);

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Perceptron.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Perceptron.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Perceptron.java
index f459b64..b33596e 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Perceptron.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Perceptron.java
@@ -40,8 +40,7 @@ import com.yahoo.labs.samoa.moa.core.Measurement;
  */
 public class Perceptron extends AbstractClassifier implements Regressor {
 
-  private final double SD_THRESHOLD = 0.0000001; // THRESHOLD for normalizing
-                                                 // attribute and target values
+  private final double SD_THRESHOLD = 0.0000001; // THRESHOLD for normalizing 
attribute and target values
 
   private static final long serialVersionUID = 1L;
 
@@ -215,8 +214,7 @@ public class Perceptron extends AbstractClassifier 
implements Regressor {
       // this.fadingFactor=this.fadingFactorOption.getValue();
       // this.classifierRandom.setSeed(randomSeedOption.getValue());
       this.classifierRandom.setSeed(randomSeed);
-      this.initialisePerceptron = false; // not in resetLearningImpl() because
-                                         // it needs Instance!
+      this.initialisePerceptron = false; // not in resetLearningImpl() because 
it needs Instance!
       this.weightAttribute = new double[inst.numAttributes()];
       for (int j = 0; j < inst.numAttributes(); j++) {
         weightAttribute[j] = 2 * this.classifierRandom.nextDouble() - 1;
@@ -273,8 +271,7 @@ public class Perceptron extends AbstractClassifier 
implements Regressor {
         return normalizedPrediction + meanY;
     }
     else
-      return normalizedPrediction; // Perceptron may have been "reseted". Use
-                                   // old weights to predict
+      return normalizedPrediction; // Perceptron may have been "reseted". Use 
old weights to predict
 
   }
 

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Rule.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Rule.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Rule.java
index 76edd19..cbb0b52 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Rule.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/Rule.java
@@ -96,20 +96,10 @@ public abstract class Rule extends AbstractMOAObject {
           .getSplitTest();
       if (nodeTest.isUsingSameAttribute(ruleSplitNodeTest)) {
         isIncludedInNodeList = true;
-        if (nodeTest.isIncludedInRuleNode(ruleSplitNodeTest) == true) { // 
remove
-                                                                        // this
-                                                                        // line
-                                                                        // to
-                                                                        // keep
-                                                                        // the
-                                                                        // most
-                                                                        // 
recent
-                                                                        // 
attribute
-                                                                        // 
value
+        if (nodeTest.isIncludedInRuleNode(ruleSplitNodeTest) == true) { // 
remove this line to keep the most recent attribute value
           // replace the value
           nodeTest.setAttributeValue(ruleSplitNodeTest);
-          isUpdated = true; // if is updated (i.e. an expansion happened) a new
-                            // learning node should be created
+          isUpdated = true; // if is updated (i.e. an expansion happened) a 
new learning node should be created
         }
       }
     }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleActiveRegressionNode.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleActiveRegressionNode.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleActiveRegressionNode.java
index 3fc7ad8..b038687 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleActiveRegressionNode.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleActiveRegressionNode.java
@@ -185,8 +185,7 @@ public class RuleActiveRegressionNode extends 
RuleRegressionNode implements Rule
     }
 
     this.perceptron.trainOnInstance(inst);
-    if (this.predictionFunction != 1) { // Train target mean if prediction
-                                        // function is not Perceptron
+    if (this.predictionFunction != 1) { // Train target mean if prediction 
function is not Perceptron
       this.targetMean.trainOnInstance(inst);
     }
   }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RulePassiveRegressionNode.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RulePassiveRegressionNode.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RulePassiveRegressionNode.java
index 1fe2db1..1ee25c8 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RulePassiveRegressionNode.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RulePassiveRegressionNode.java
@@ -68,8 +68,7 @@ public class RulePassiveRegressionNode extends 
RuleRegressionNode implements Rul
     nodeStatistics.addToValue(2, inst.classValue() * inst.classValue());
 
     this.perceptron.trainOnInstance(inst);
-    if (this.predictionFunction != 1) { // Train target mean if prediction
-                                        // function is not Perceptron
+    if (this.predictionFunction != 1) { // Train target mean if prediction 
function is not Perceptron
       this.targetMean.trainOnInstance(inst);
     }
   }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleRegressionNode.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleRegressionNode.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleRegressionNode.java
index e73d94f..e0379a0 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleRegressionNode.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/common/RuleRegressionNode.java
@@ -250,8 +250,7 @@ public abstract class RuleRegressionNode implements 
Serializable {
     double probability = 0.0;
 
     if (sd > 0.0) {
-      double k = (Math.abs(value - mean) / sd); // One tailed variant of
-                                                // Chebyshev's inequality
+      double k = (Math.abs(value - mean) / sd); // One tailed variant of 
Chebyshev's inequality
       probability = 1.0 / (1 + k * k);
     }
 

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRDefaultRuleProcessor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRDefaultRuleProcessor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRDefaultRuleProcessor.java
index 007c535..79db7c5 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRDefaultRuleProcessor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRDefaultRuleProcessor.java
@@ -139,8 +139,7 @@ public class AMRDefaultRuleProcessor implements Processor {
       if (defaultRule.tryToExpand(this.splitConfidence, this.tieThreshold) == 
true) {
         ActiveRule newDefaultRule = newRule(defaultRule.getRuleNumberID(),
             (RuleActiveRegressionNode) defaultRule.getLearningNode(),
-            ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other
-                                                                               
                          // branch
+            ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other branch
         defaultRule.split();
         defaultRule.setRuleNumberID(++ruleNumberID);
         // send out the new rule

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRulesAggregatorProcessor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRulesAggregatorProcessor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRulesAggregatorProcessor.java
index 3e3df01..d1eecf8 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRulesAggregatorProcessor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/AMRulesAggregatorProcessor.java
@@ -200,8 +200,7 @@ public class AMRulesAggregatorProcessor implements 
Processor {
         if (defaultRule.tryToExpand(this.splitConfidence, this.tieThreshold) 
== true) {
           ActiveRule newDefaultRule = newRule(defaultRule.getRuleNumberID(),
               (RuleActiveRegressionNode) defaultRule.getLearningNode(),
-              ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other
-                                                                               
                            // branch
+              ((RuleActiveRegressionNode) 
defaultRule.getLearningNode()).getStatisticsOtherBranchSplit()); // other branch
           defaultRule.split();
           defaultRule.setRuleNumberID(++ruleNumberID);
           this.ruleSet.add(new PassiveRule(this.defaultRule));

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/PredicateContentEvent.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/PredicateContentEvent.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/PredicateContentEvent.java
index f6c8934..c863da0 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/PredicateContentEvent.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/PredicateContentEvent.java
@@ -50,8 +50,7 @@ public class PredicateContentEvent implements ContentEvent {
 
   public PredicateContentEvent(int ruleID, RuleSplitNode ruleSplitNode, 
RulePassiveRegressionNode learningNode) {
     this.ruleNumberID = ruleID;
-    this.ruleSplitNode = ruleSplitNode; // is this is null: this is for 
updating
-                                        // learningNode only
+    this.ruleSplitNode = ruleSplitNode; // is this is null: this is for 
updating learningNode only
     this.learningNode = learningNode;
   }
 

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/RuleContentEvent.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/RuleContentEvent.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/RuleContentEvent.java
index 19f7e46..ed1c017 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/RuleContentEvent.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/learners/classifiers/rules/distributed/RuleContentEvent.java
@@ -37,8 +37,7 @@ public class RuleContentEvent implements ContentEvent {
   private static final long serialVersionUID = -9046390274402894461L;
 
   private final int ruleNumberID;
-  private final ActiveRule addingRule; // for removing rule, we only need the
-                                       // rule's ID
+  private final ActiveRule addingRule; // for removing rule, we only need the 
rule's ID
   private final boolean isRemoving;
 
   public RuleContentEvent() {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/attributeclassobservers/BinaryTreeNumericAttributeClassObserverRegression.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/attributeclassobservers/BinaryTreeNumericAttributeClassObserverRegression.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/attributeclassobservers/BinaryTreeNumericAttributeClassObserverRegression.java
index c05b76e..89aeada 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/attributeclassobservers/BinaryTreeNumericAttributeClassObserverRegression.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/attributeclassobservers/BinaryTreeNumericAttributeClassObserverRegression.java
@@ -50,13 +50,9 @@ public class 
BinaryTreeNumericAttributeClassObserverRegression extends AbstractO
 
     public double cut_point;
 
-    public double[] lessThan; // This array maintains statistics for the
-                              // instance reaching the node with attribute
-                              // values less than or iqual to the cutpoint.
+    public double[] lessThan; // This array maintains statistics for the 
instance reaching the node with attribute values less than or iqual to the 
cutpoint.
 
-    public double[] greaterThan; // This array maintains statistics for the
-                                 // instance reaching the node with attribute
-                                 // values greater than to the cutpoint.
+    public double[] greaterThan; // This array maintains statistics for the 
instance reaching the node with attribute values greater than to the cutpoint.
 
     public Node left;
 
@@ -67,10 +63,8 @@ public class 
BinaryTreeNumericAttributeClassObserverRegression extends AbstractO
       this.lessThan = new double[3];
       this.greaterThan = new double[3];
       this.lessThan[0] = target; // The sum of their target attribute values.
-      this.lessThan[1] = target * target; // The sum of the squared target
-                                          // attribute values.
-      this.lessThan[2] = 1.0; // A counter of the number of instances that have
-                              // reached the node.
+      this.lessThan[1] = target * target; // The sum of the squared target 
attribute values.
+      this.lessThan[2] = 1.0; // A counter of the number of instances that 
have reached the node.
       this.greaterThan[0] = 0.0;
       this.greaterThan[1] = 0.0;
       this.greaterThan[2] = 0.0;

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/ADWIN.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/ADWIN.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/ADWIN.java
index 5a52cf8..babb557 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/ADWIN.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/ADWIN.java
@@ -503,9 +503,7 @@ public class ADWIN extends AbstractMOAObject {
               break;
             }
             double absvalue = (u0 / n0) - (u1 / n1); // 
n1<WIDTH-mintMinWinLength-1
-            if ((n1 > mintMinWinLength + 1 && n0 > mintMinWinLength + 1) && // 
Diference
-                                                                            // 
NEGATIVE
-                // if(
+            if ((n1 > mintMinWinLength + 1 && n0 > mintMinWinLength + 1) && // 
Diference NEGATIVE if(
                 blnCutexpression(n0, n1, u0, u1, v0, v1, absvalue, delta)) {
               blnBucketDeleted = true;
               Detect = mintTime;
@@ -544,8 +542,7 @@ public class ADWIN extends AbstractMOAObject {
   private boolean blnCutexpression(int n0, int n1, double u0, double u1, 
double v0, double v1, double absvalue,
       double delta) {
     int n = getWidth();
-    double dd = Math.log(2 * Math.log(n) / delta); // -- ull perque el ln n va
-                                                   // al numerador.
+    double dd = Math.log(2 * Math.log(n) / delta); // -- ull perque el ln n va 
al numerador.
     // Formula Gener 2008
     double v = getVariance();
     double m = ((double) 1 / ((n0 - mintMinWinLength + 1))) + ((double) 1 / 
((n1 - mintMinWinLength + 1)));

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/EWMAChartDM.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/EWMAChartDM.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/EWMAChartDM.java
index b838e7d..0e0d357 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/EWMAChartDM.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/driftdetection/EWMAChartDM.java
@@ -90,8 +90,7 @@ public class EWMAChartDM extends AbstractChangeDetector {
 
     z_t += lambda * (prediction - z_t);
 
-    double L_t = 3.97 - 6.56 * m_p + 48.73 * Math.pow(m_p, 3) - 330.13 * 
Math.pow(m_p, 5) + 848.18 * Math.pow(m_p, 7); // %1
-                                                                               
                                        // FP
+    double L_t = 3.97 - 6.56 * m_p + 48.73 * Math.pow(m_p, 3) - 330.13 * 
Math.pow(m_p, 5) + 848.18 * Math.pow(m_p, 7); // %1 FP
     this.estimation = m_p;
     this.isChangeDetected = false;
     this.isWarningZone = false;

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/splitcriteria/InfoGainSplitCriterionMultilabel.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/splitcriteria/InfoGainSplitCriterionMultilabel.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/splitcriteria/InfoGainSplitCriterionMultilabel.java
index 814fd5f..f96a06e 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/splitcriteria/InfoGainSplitCriterionMultilabel.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/core/splitcriteria/InfoGainSplitCriterionMultilabel.java
@@ -44,9 +44,7 @@ public class InfoGainSplitCriterionMultilabel extends 
InfoGainSplitCriterion {
       for (double num : dist) {
         double d = num / sum;
         if (d > 0.0) { // TODO: how small can d be before log2 overflows?
-          entropy -= d * Utils.log2(d) + (1 - d) * Utils.log2(1 - d); // 
Extension
-                                                                      // to
-                                                                      // 
Multilabel
+          entropy -= d * Utils.log2(d) + (1 - d) * Utils.log2(1 - d); // 
Extension to Multilabel
         }
       }
     }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/core/voting/InverseErrorWeightedVote.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/core/voting/InverseErrorWeightedVote.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/core/voting/InverseErrorWeightedVote.java
index 8ed0799..c27c2b5 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/core/voting/InverseErrorWeightedVote.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/core/voting/InverseErrorWeightedVote.java
@@ -31,8 +31,7 @@ public class InverseErrorWeightedVote extends 
AbstractErrorWeightedVote {
   /**
         * 
         */
-  private static final double EPS = 0.000000001; // just to prevent divide by 0
-                                                 // in 1/X -> 1/(x+EPS)
+  private static final double EPS = 0.000000001; // just to prevent divide by 
0 in 1/X -> 1/(x+EPS)
   private static final long serialVersionUID = 6359349250620616482L;
 
   public InverseErrorWeightedVote() {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyFading.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyFading.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyFading.java
index d18134b..8c41569 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyFading.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyFading.java
@@ -58,12 +58,8 @@ public class PageHinkleyFading extends PageHinkleyTest {
     this.sumAbsolutError = fadingFactor * this.sumAbsolutError + absolutError;
     if (this.instancesSeen > 30) {
       double mT = absolutError - (this.sumAbsolutError / this.instancesSeen) - 
this.alpha;
-      this.cumulativeSum = this.cumulativeSum + mT; // Update the cumulative mT
-                                                    // sum
-      if (this.cumulativeSum < this.minimumValue) { // Update the minimum mT
-                                                    // value if the new mT is
-                                                    // smaller than the current
-                                                    // minimum
+      this.cumulativeSum = this.cumulativeSum + mT; // Update the cumulative 
mT sum
+      if (this.cumulativeSum < this.minimumValue) { // Update the minimum mT 
value if the new mT is smaller than the current minimum
         this.minimumValue = this.cumulativeSum;
       }
       return (((this.cumulativeSum - this.minimumValue) > this.threshold));

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyTest.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyTest.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyTest.java
index 354b9a8..e9f06c9 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyTest.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/classifiers/rules/driftdetection/PageHinkleyTest.java
@@ -70,12 +70,8 @@ public class PageHinkleyTest implements Serializable {
     this.sumAbsolutError = this.sumAbsolutError + absolutError;
     if (this.phinstancesSeen > 30) {
       double mT = absolutError - (this.sumAbsolutError / this.phinstancesSeen) 
- this.alpha;
-      this.cumulativeSum = this.cumulativeSum + mT; // Update the cumulative mT
-                                                    // sum
-      if (this.cumulativeSum < this.minimumValue) { // Update the minimum mT
-                                                    // value if the new mT is
-                                                    // smaller than the current
-                                                    // minimum
+      this.cumulativeSum = this.cumulativeSum + mT; // Update the cumulative 
mT sum
+      if (this.cumulativeSum < this.minimumValue) { // Update the minimum mT 
value if the new mT is smaller than the current minimum
         this.minimumValue = this.cumulativeSum;
       }
       return (((this.cumulativeSum - this.minimumValue) > this.threshold));

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/Clustream.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/Clustream.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/Clustream.java
index 101d297..7db68dd 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/Clustream.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/Clustream.java
@@ -145,8 +145,7 @@ public class Clustream extends AbstractClusterer {
 
     // 3. Date does not fit, we need to free
     // some space to insert a new kernel
-    long threshold = timestamp - timeWindow; // Kernels before this can be
-                                             // forgotten
+    long threshold = timestamp - timeWindow; // Kernels before this can be 
forgotten
 
     // 3.1 Try to forget old kernels
     for (int i = 0; i < kernels.length; i++) {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/WithKmeans.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/WithKmeans.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/WithKmeans.java
index ef8fed8..f03d5f7 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/WithKmeans.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/clusterers/clustream/WithKmeans.java
@@ -138,8 +138,7 @@ public class WithKmeans extends AbstractClusterer {
 
     // 3. Date does not fit, we need to free
     // some space to insert a new kernel
-    long threshold = timestamp - timeWindow; // Kernels before this can be
-                                             // forgotten
+    long threshold = timestamp - timeWindow; // Kernels before this can be 
forgotten
 
     // 3.1 Try to forget old kernels
     for (int i = 0; i < kernels.length; i++) {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/core/DataPoint.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/core/DataPoint.java 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/core/DataPoint.java
index a5a82af..45abea2 100644
--- a/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/core/DataPoint.java
+++ b/samoa-api/src/main/java/com/yahoo/labs/samoa/moa/core/DataPoint.java
@@ -44,8 +44,7 @@ public class DataPoint extends DenseInstance {
     measure_values = new HashMap<String, String>();
 
     Attribute classLabel = dataset().classAttribute();
-    noiseLabel = classLabel.indexOfValue("noise"); // -1 returned if there is 
no
-                                                   // noise
+    noiseLabel = classLabel.indexOfValue("noise"); // -1 returned if there is 
no noise
   }
 
   public void updateWeight(int cur_timestamp, double decay_rate) {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/streams/ClusteringEntranceProcessor.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/streams/ClusteringEntranceProcessor.java
 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/streams/ClusteringEntranceProcessor.java
index ddb047e..9247a7a 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/streams/ClusteringEntranceProcessor.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/streams/ClusteringEntranceProcessor.java
@@ -224,17 +224,7 @@ public final class ClusteringEntranceProcessor implements 
EntranceProcessor {
     // evaluationStream.put(evalEvent);
     // }
 
-    groundTruthSamplingFrequency = ((ClusteringStream) 
streamSource.getStream()).getDecayHorizon(); // FIXME
-                                                                               
                     // should
-                                                                               
                     // it
-                                                                               
                     // be
-                                                                               
                     // taken
-                                                                               
                     // from
-                                                                               
                     // the
-                                                                               
                     // ClusteringEvaluation
-                                                                               
                     // -f
-                                                                               
                     // option
-                                                                               
                     // instead?
+    groundTruthSamplingFrequency = ((ClusteringStream) 
streamSource.getStream()).getDecayHorizon(); // FIXME should it be takend from 
the ClusteringEvaluation -f option instead?
     if (isFinished()) {
       // send ending event
       ClusteringContentEvent contentEvent = new ClusteringContentEvent(-1, 
firstInstance);
@@ -245,10 +235,8 @@ public final class ClusteringEntranceProcessor implements 
EntranceProcessor {
       numInstanceSent++;
       if (numInstanceSent % groundTruthSamplingFrequency == 0) {
         // TODO implement an interface ClusteringGroundTruth with a
-        // getGeneratingClusters() method, check if the source implements the
-        // interface
-        // send a clustering evaluation event for external measures (distance
-        // from the gt clusters)
+        // getGeneratingClusters() method, check if the source implements the 
interface
+        // send a clustering evaluation event for external measures (distance 
from the gt clusters)
         Clustering gtClustering = ((RandomRBFGeneratorEvents) 
streamSource.getStream()).getGeneratingClusters();
         return new ClusteringEvaluationContentEvent(gtClustering, 
nextDataPoint, false);
       } else {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/tasks/ClusteringEvaluation.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/tasks/ClusteringEvaluation.java 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/tasks/ClusteringEvaluation.java
index c62de1e..f6a734d 100644
--- 
a/samoa-api/src/main/java/com/yahoo/labs/samoa/tasks/ClusteringEvaluation.java
+++ 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/tasks/ClusteringEvaluation.java
@@ -144,8 +144,7 @@ public class ClusteringEvaluation implements Task, 
Configurable {
     distributorStream = builder.createStream(distributor);
     distributor.setOutputStream(distributorStream);
     evaluationStream = builder.createStream(distributor);
-    distributor.setEvaluationStream(evaluationStream); // passes evaluation
-                                                       // events along
+    distributor.setEvaluationStream(evaluationStream); // passes evaluation 
events along
     logger.debug("Successfully instantiated Distributor");
 
     // instantiate learner and connect it to distributorStream

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/main/java/com/yahoo/labs/samoa/utils/Utils.java
----------------------------------------------------------------------
diff --git a/samoa-api/src/main/java/com/yahoo/labs/samoa/utils/Utils.java 
b/samoa-api/src/main/java/com/yahoo/labs/samoa/utils/Utils.java
index bd819ad..69b7480 100644
--- a/samoa-api/src/main/java/com/yahoo/labs/samoa/utils/Utils.java
+++ b/samoa-api/src/main/java/com/yahoo/labs/samoa/utils/Utils.java
@@ -43,8 +43,7 @@ public class Utils {
 
   public static void buildSamoaPackage() {
     try {
-      String output = "/tmp/samoa/samoa.jar";// System.getProperty("user.home")
-                                             // + "/samoa.jar";
+      String output = "/tmp/samoa/samoa.jar";// 
System.getProperty("user.home") + "/samoa.jar";
       Manifest manifest = createManifest();
 
       BufferedOutputStream bo;

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-api/src/test/java/com/yahoo/labs/samoa/core/DoubleVectorTest.java
----------------------------------------------------------------------
diff --git 
a/samoa-api/src/test/java/com/yahoo/labs/samoa/core/DoubleVectorTest.java 
b/samoa-api/src/test/java/com/yahoo/labs/samoa/core/DoubleVectorTest.java
index e8d589f..08ea475 100644
--- a/samoa-api/src/test/java/com/yahoo/labs/samoa/core/DoubleVectorTest.java
+++ b/samoa-api/src/test/java/com/yahoo/labs/samoa/core/DoubleVectorTest.java
@@ -71,29 +71,22 @@ public class DoubleVectorTest {
     // test automatic vector enlargement
     emptyVector.setValue(0, 1.0);
     assertEquals(1, emptyVector.getArrayRef().length);
-    assertEquals(1.0, emptyVector.getArrayRef()[0], 0.0); // should be exactly
-                                                          // the same, so
-                                                          // delta=0.0
+    assertEquals(1.0, emptyVector.getArrayRef()[0], 0.0); // should be exactly 
the same, so delta=0.0
 
     emptyVector.setValue(5, 5.5);
     assertEquals(6, emptyVector.getArrayRef().length);
     assertEquals(2, emptyVector.numNonZeroEntries());
-    assertEquals(5.5, emptyVector.getArrayRef()[5], 0.0); // should be exactly
-                                                          // the same, so
-                                                          // delta=0.0
+    assertEquals(5.5, emptyVector.getArrayRef()[5], 0.0); // should be exactly 
the same, so delta=0.0
   }
 
   @Test
   public void testAddToValue() {
     array5Vector.addToValue(2, 5.0);
-    assertEquals(5, array5Vector.getArrayRef()[2], 0.0); // should be exactly
-                                                         // the same, so
-                                                         // delta=0.0
+    assertEquals(5, array5Vector.getArrayRef()[2], 0.0); // should be exactly 
the same, so delta=0.0
 
     // test automatic vector enlargement
     emptyVector.addToValue(0, 1.0);
-    assertEquals(1, emptyVector.getArrayRef()[0], 0.0); // should be exactly 
the
-                                                        // same, so delta=0.0
+    assertEquals(1, emptyVector.getArrayRef()[0], 0.0); // should be exactly 
the same, so delta=0.0
   }
 
   @Test

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-instances/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-instances/pom.xml b/samoa-instances/pom.xml
index e8497d9..2db2eb8 100644
--- a/samoa-instances/pom.xml
+++ b/samoa-instances/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-local/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-local/pom.xml b/samoa-local/pom.xml
index 3716315..15d278c 100644
--- a/samoa-local/pom.xml
+++ b/samoa-local/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-local/src/main/java/com/yahoo/labs/samoa/topology/impl/SimpleTopology.java
----------------------------------------------------------------------
diff --git 
a/samoa-local/src/main/java/com/yahoo/labs/samoa/topology/impl/SimpleTopology.java
 
b/samoa-local/src/main/java/com/yahoo/labs/samoa/topology/impl/SimpleTopology.java
index e7fddbd..e7ed33f 100644
--- 
a/samoa-local/src/main/java/com/yahoo/labs/samoa/topology/impl/SimpleTopology.java
+++ 
b/samoa-local/src/main/java/com/yahoo/labs/samoa/topology/impl/SimpleTopology.java
@@ -40,8 +40,7 @@ public class SimpleTopology extends AbstractTopology {
 
     SimpleEntranceProcessingItem entrancePi = (SimpleEntranceProcessingItem) 
this.getEntranceProcessingItems()
         .toArray()[0];
-    entrancePi.getProcessor().onCreate(0); // id=0 as it is not used in simple
-                                           // mode
+    entrancePi.getProcessor().onCreate(0); // id=0 as it is not used in simple 
mode
     entrancePi.startSendingEvents();
   }
 }

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-local/src/main/resources/log4j.xml
----------------------------------------------------------------------
diff --git a/samoa-local/src/main/resources/log4j.xml 
b/samoa-local/src/main/resources/log4j.xml
index e79c05e..89da61a 100644
--- a/samoa-local/src/main/resources/log4j.xml
+++ b/samoa-local/src/main/resources/log4j.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-s4/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-s4/pom.xml b/samoa-s4/pom.xml
index 9cff7e9..b770fd5 100644
--- a/samoa-s4/pom.xml
+++ b/samoa-s4/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-s4/samoa-s4-adapter/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-s4/samoa-s4-adapter/pom.xml 
b/samoa-s4/samoa-s4-adapter/pom.xml
index 1f0ad5d..608266a 100644
--- a/samoa-s4/samoa-s4-adapter/pom.xml
+++ b/samoa-s4/samoa-s4-adapter/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-s4/src/main/assembly/samoa-s4.xml
----------------------------------------------------------------------
diff --git a/samoa-s4/src/main/assembly/samoa-s4.xml 
b/samoa-s4/src/main/assembly/samoa-s4.xml
index adfedcc..04ca68d 100644
--- a/samoa-s4/src/main/assembly/samoa-s4.xml
+++ b/samoa-s4/src/main/assembly/samoa-s4.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-samza/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-samza/pom.xml b/samoa-samza/pom.xml
index 07e7d8d..e54c361 100644
--- a/samoa-samza/pom.xml
+++ b/samoa-samza/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-samza/src/main/assembly/samoa-samza.xml
----------------------------------------------------------------------
diff --git a/samoa-samza/src/main/assembly/samoa-samza.xml 
b/samoa-samza/src/main/assembly/samoa-samza.xml
index 2bed2a6..b48217f 100644
--- a/samoa-samza/src/main/assembly/samoa-samza.xml
+++ b/samoa-samza/src/main/assembly/samoa-samza.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaEntranceProcessingItem.java
----------------------------------------------------------------------
diff --git 
a/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaEntranceProcessingItem.java
 
b/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaEntranceProcessingItem.java
index 16be4fd..5f9f4c3 100644
--- 
a/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaEntranceProcessingItem.java
+++ 
b/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaEntranceProcessingItem.java
@@ -107,11 +107,7 @@ public class SamzaEntranceProcessingItem extends 
AbstractEntranceProcessingItem
   @Override
   public void init(Config config, TaskContext context) throws Exception {
     String yarnConfHome = config.get(SamzaConfigFactory.YARN_CONF_HOME_KEY);
-    if (yarnConfHome != null && yarnConfHome.length() > 0) // if the property 
is
-                                                           // set , otherwise,
-                                                           // assume we are
-                                                           // running in
-      // local mode and ignore this
+    if (yarnConfHome != null && yarnConfHome.length() > 0) // if the property 
is set, otherwise, assume we are running in local mode and ignore this
       SystemsUtils.setHadoopConfigHome(yarnConfHome);
 
     String filename = config.get(SamzaConfigFactory.FILE_KEY);
@@ -161,12 +157,7 @@ public class SamzaEntranceProcessingItem extends 
AbstractEntranceProcessingItem
 
     public SamoaSystemConsumer(String systemName, Config config) {
       String yarnConfHome = config.get(SamzaConfigFactory.YARN_CONF_HOME_KEY);
-      if (yarnConfHome != null && yarnConfHome.length() > 0) // if the property
-                                                             // is set ,
-                                                             // otherwise,
-                                                             // assume we are
-                                                             // running in
-        // local mode and ignore this
+      if (yarnConfHome != null && yarnConfHome.length() > 0) // if the 
property is set, otherwise, assume we are running in local mode and ignore this
         SystemsUtils.setHadoopConfigHome(yarnConfHome);
 
       String filename = config.get(SamzaConfigFactory.FILE_KEY);

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaProcessingItem.java
----------------------------------------------------------------------
diff --git 
a/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaProcessingItem.java
 
b/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaProcessingItem.java
index 4aa2924..b7f12e0 100644
--- 
a/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaProcessingItem.java
+++ 
b/samoa-samza/src/main/java/com/yahoo/labs/samoa/topology/impl/SamzaProcessingItem.java
@@ -114,11 +114,7 @@ public class SamzaProcessingItem extends 
AbstractProcessingItem
   @Override
   public void init(Config config, TaskContext context) throws Exception {
     String yarnConfHome = config.get(SamzaConfigFactory.YARN_CONF_HOME_KEY);
-    if (yarnConfHome != null && yarnConfHome.length() > 0) // if the property 
is
-                                                           // set , otherwise,
-                                                           // assume we are
-                                                           // running in
-      // local mode and ignore this
+    if (yarnConfHome != null && yarnConfHome.length() > 0) // if the property 
is set, otherwise, assume we are running in local mode and ignore this          
                                                  // set , otherwise,
       SystemsUtils.setHadoopConfigHome(yarnConfHome);
 
     String filename = config.get(SamzaConfigFactory.FILE_KEY);

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-samza/src/main/resources/log4j.xml
----------------------------------------------------------------------
diff --git a/samoa-samza/src/main/resources/log4j.xml 
b/samoa-samza/src/main/resources/log4j.xml
index cef2be0..6cbcf2f 100644
--- a/samoa-samza/src/main/resources/log4j.xml
+++ b/samoa-samza/src/main/resources/log4j.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-storm/pom.xml
----------------------------------------------------------------------
diff --git a/samoa-storm/pom.xml b/samoa-storm/pom.xml
index 2f4f9ee..85655e3 100644
--- a/samoa-storm/pom.xml
+++ b/samoa-storm/pom.xml
@@ -1,5 +1,25 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!--
+  #%L
+  SAMOA
+  %%
+  Copyright (C) 2013 - 2015 Yahoo! Inc.
+  %%
+  Licensed under the Apache License, Version 2.0 (the "License");
+  you may not use this file except in compliance with the License.
+  You may obtain a copy of the License at
+  
+       http://www.apache.org/licenses/LICENSE-2.0
+  
+  Unless required by applicable law or agreed to in writing, software
+  distributed under the License is distributed on an "AS IS" BASIS,
+  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  See the License for the specific language governing permissions and
+  limitations under the License.
+  #L%
+  -->
+
+<!--
  Licensed to the Apache Software Foundation (ASF) under one or more
  contributor license agreements.  See the NOTICE file distributed with
  this work for additional information regarding copyright ownership.

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-storm/src/main/java/com/yahoo/labs/samoa/topology/impl/StormSamoaUtils.java
----------------------------------------------------------------------
diff --git 
a/samoa-storm/src/main/java/com/yahoo/labs/samoa/topology/impl/StormSamoaUtils.java
 
b/samoa-storm/src/main/java/com/yahoo/labs/samoa/topology/impl/StormSamoaUtils.java
index a90bfe2..e316c3b 100644
--- 
a/samoa-storm/src/main/java/com/yahoo/labs/samoa/topology/impl/StormSamoaUtils.java
+++ 
b/samoa-storm/src/main/java/com/yahoo/labs/samoa/topology/impl/StormSamoaUtils.java
@@ -50,12 +50,7 @@ public class StormSamoaUtils {
     Properties props = new Properties();
     InputStream is;
 
-    File f = new File("src/main/resources/samoa-storm-cluster.properties"); // 
FIXME
-                                                                            // 
it
-                                                                            // 
does
-                                                                            // 
not
-                                                                            // 
exist
-                                                                            // 
anymore
+    File f = new File("src/main/resources/samoa-storm-cluster.properties"); // 
FIXME it does not exist anymore
     is = new FileInputStream(f);
 
     try {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-storm/src/test/java/com/yahoo/labs/samoa/topology/impl/StormProcessingItemTest.java
----------------------------------------------------------------------
diff --git 
a/samoa-storm/src/test/java/com/yahoo/labs/samoa/topology/impl/StormProcessingItemTest.java
 
b/samoa-storm/src/test/java/com/yahoo/labs/samoa/topology/impl/StormProcessingItemTest.java
index d233ca6..7414540 100644
--- 
a/samoa-storm/src/test/java/com/yahoo/labs/samoa/topology/impl/StormProcessingItemTest.java
+++ 
b/samoa-storm/src/test/java/com/yahoo/labs/samoa/topology/impl/StormProcessingItemTest.java
@@ -68,8 +68,7 @@ public class StormProcessingItemTest {
       }
     };
 
-    pi.addToTopology(topology, PARRALLELISM_HINT_4); // this parallelism hint 
is
-                                                     // ignored
+    pi.addToTopology(topology, PARRALLELISM_HINT_4); // this parallelism hint 
is ignored
 
     new Verifications() {
       {

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-threads/src/main/java/com/yahoo/labs/samoa/topology/impl/ThreadsTopology.java
----------------------------------------------------------------------
diff --git 
a/samoa-threads/src/main/java/com/yahoo/labs/samoa/topology/impl/ThreadsTopology.java
 
b/samoa-threads/src/main/java/com/yahoo/labs/samoa/topology/impl/ThreadsTopology.java
index a6bad2b..4ce5e2b 100644
--- 
a/samoa-threads/src/main/java/com/yahoo/labs/samoa/topology/impl/ThreadsTopology.java
+++ 
b/samoa-threads/src/main/java/com/yahoo/labs/samoa/topology/impl/ThreadsTopology.java
@@ -46,8 +46,7 @@ public class ThreadsTopology extends AbstractTopology {
         .toArray()[0];
     if (entrancePi == null)
       throw new IllegalStateException("You need to set entrance PI before 
running the topology.");
-    entrancePi.getProcessor().onCreate(0); // id=0 as it is not used in simple
-                                           // mode
+    entrancePi.getProcessor().onCreate(0); // id=0 as it is not used in simple 
mode
     entrancePi.startSendingEvents();
   }
 

http://git-wip-us.apache.org/repos/asf/incubator-samoa/blob/b79e92bd/samoa-threads/src/test/java/com/yahoo/labs/samoa/AlgosTest.java
----------------------------------------------------------------------
diff --git a/samoa-threads/src/test/java/com/yahoo/labs/samoa/AlgosTest.java 
b/samoa-threads/src/test/java/com/yahoo/labs/samoa/AlgosTest.java
index 0b9b8a2..c2789b9 100644
--- a/samoa-threads/src/test/java/com/yahoo/labs/samoa/AlgosTest.java
+++ b/samoa-threads/src/test/java/com/yahoo/labs/samoa/AlgosTest.java
@@ -49,8 +49,7 @@ public class AlgosTest {
     TestParams baggingConfig = new TestParams.Builder()
         .inputInstances(100_000)
         .samplingSize(10_000)
-        .inputDelayMicroSec(100) // prevents saturating the system due to
-                                 // unbounded queues
+        .inputDelayMicroSec(100) // prevents saturating the system due to 
unbounded queues
         .evaluationInstances(90_000)
         .classifiedInstances(105_000)
         .classificationsCorrect(55f)

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