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my solution to Movie Recommender #90

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44 changes: 44 additions & 0 deletions .classpath
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<?xml version="1.0" encoding="UTF-8"?>
<classpath>
<classpathentry kind="src" output="target/classes" path="src/main/java">
<attributes>
<attribute name="optional" value="true"/>
<attribute name="maven.pomderived" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="src" output="target/test-classes" path="src/test/java">
<attributes>
<attribute name="optional" value="true"/>
<attribute name="maven.pomderived" value="true"/>
<attribute name="test" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/J2SE-1.5">
<attributes>
<attribute name="maven.pomderived" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="con" path="org.eclipse.m2e.MAVEN2_CLASSPATH_CONTAINER">
<attributes>
<attribute name="maven.pomderived" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="src" path="target/generated-sources/annotations">
<attributes>
<attribute name="optional" value="true"/>
<attribute name="maven.pomderived" value="true"/>
<attribute name="ignore_optional_problems" value="true"/>
<attribute name="m2e-apt" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="src" output="target/test-classes" path="target/generated-test-sources/test-annotations">
<attributes>
<attribute name="optional" value="true"/>
<attribute name="maven.pomderived" value="true"/>
<attribute name="ignore_optional_problems" value="true"/>
<attribute name="m2e-apt" value="true"/>
<attribute name="test" value="true"/>
</attributes>
</classpathentry>
<classpathentry kind="output" path="target/classes"/>
</classpath>
23 changes: 23 additions & 0 deletions .project
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<?xml version="1.0" encoding="UTF-8"?>
<projectDescription>
<name>big-data</name>
<comment></comment>
<projects>
</projects>
<buildSpec>
<buildCommand>
<name>org.eclipse.jdt.core.javabuilder</name>
<arguments>
</arguments>
</buildCommand>
<buildCommand>
<name>org.eclipse.m2e.core.maven2Builder</name>
<arguments>
</arguments>
</buildCommand>
</buildSpec>
<natures>
<nature>org.eclipse.jdt.core.javanature</nature>
<nature>org.eclipse.m2e.core.maven2Nature</nature>
</natures>
</projectDescription>
3 changes: 3 additions & 0 deletions .settings/org.eclipse.core.resources.prefs
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@@ -0,0 +1,3 @@
eclipse.preferences.version=1
encoding//src/test/java=UTF-8
encoding/<project>=UTF-8
2 changes: 2 additions & 0 deletions .settings/org.eclipse.jdt.apt.core.prefs
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@@ -0,0 +1,2 @@
eclipse.preferences.version=1
org.eclipse.jdt.apt.aptEnabled=false
9 changes: 9 additions & 0 deletions .settings/org.eclipse.jdt.core.prefs
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@@ -0,0 +1,9 @@
eclipse.preferences.version=1
org.eclipse.jdt.core.compiler.codegen.targetPlatform=1.5
org.eclipse.jdt.core.compiler.compliance=1.5
org.eclipse.jdt.core.compiler.problem.enablePreviewFeatures=disabled
org.eclipse.jdt.core.compiler.problem.forbiddenReference=warning
org.eclipse.jdt.core.compiler.problem.reportPreviewFeatures=ignore
org.eclipse.jdt.core.compiler.processAnnotations=disabled
org.eclipse.jdt.core.compiler.release=disabled
org.eclipse.jdt.core.compiler.source=1.5
4 changes: 4 additions & 0 deletions .settings/org.eclipse.m2e.core.prefs
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@@ -0,0 +1,4 @@
activeProfiles=
eclipse.preferences.version=1
resolveWorkspaceProjects=true
version=1
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/*
* To change this license header, choose License Headers in Project Properties.
* To change this template file, choose Tools | Templates
* and open the template in the editor.
*/
package nearsoft.academy.bigdata.recommendation;

import java.io.BufferedReader;
import java.io.BufferedWriter;
import java.io.File;
import java.io.FileNotFoundException;
import java.io.FileReader;
import java.io.FileWriter;
import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.logging.Level;
import java.util.logging.Logger;
import org.apache.mahout.cf.taste.common.TasteException;
import org.apache.mahout.cf.taste.impl.model.file.FileDataModel;
import org.apache.mahout.cf.taste.impl.neighborhood.ThresholdUserNeighborhood;
import org.apache.mahout.cf.taste.impl.recommender.GenericUserBasedRecommender;
import org.apache.mahout.cf.taste.impl.similarity.PearsonCorrelationSimilarity;
import org.apache.mahout.cf.taste.model.DataModel;
import org.apache.mahout.cf.taste.neighborhood.UserNeighborhood;
import org.apache.mahout.cf.taste.recommender.RecommendedItem;
import org.apache.mahout.cf.taste.recommender.UserBasedRecommender;
import org.apache.mahout.cf.taste.similarity.UserSimilarity;

/**
*
* @author jdov1
*/
class MovieRecommender {
private final HashMap<String, Integer> usersHash = new HashMap();
private final HashMap<String, Integer> productsHash = new HashMap();
private final HashMap<Integer, String> inverseProductsHash = new HashMap();

private int countReviews = 0, countUsers = 0, countProducts = 0, productNum, userNum;

MovieRecommender(String path) throws IOException, TasteException{

File file = new File(path);
BufferedReader br = new BufferedReader(new FileReader(file));
File reviews = new File("reviews.csv");
FileWriter fw = new FileWriter(reviews);
BufferedWriter wr = new BufferedWriter(fw);

String userId = "", productId = "", score;
String line;

while ((line = br.readLine()) != null) {

if(line.startsWith("product/productId:")) {
productId = line.split(" ")[1];
if (productsHash.containsKey(productId) == false) {
countProducts++;
productsHash.put(productId,countProducts);
inverseProductsHash.put(countProducts, productId);
productNum = countProducts;
} else {
productNum = productsHash.get(productId);
}
}
if (line.startsWith("review/userId:")) {
userId = line.split(" ")[1];
if(usersHash.containsKey(userId) == false) {
countUsers++;
usersHash.put(userId,countUsers);
userNum = countUsers;
} else {
userNum = usersHash.get(userId);
}
}
if (line.startsWith("review/score:")) {
score = line.split(" ")[1];
wr.write(userNum + "," + productNum + "," + score + "\n");
countReviews++;
}
}
br.close();
wr.close();
}

public int getTotalReviews(){
return countReviews;
}
public int getTotalProducts(){
return countProducts;
}
public int getTotalUsers(){
return countUsers;
}

List<String> getRecommendationsForUser(String UserId) throws IOException, TasteException {
DataModel model = new FileDataModel(new File("reviews.csv"));
UserSimilarity similarity = new PearsonCorrelationSimilarity(model);
UserNeighborhood neighborhood = new ThresholdUserNeighborhood(0.1, similarity, model);
UserBasedRecommender recommender = new GenericUserBasedRecommender(model, neighborhood, similarity);

List <RecommendedItem> recommendations = recommender.recommend(usersHash.get(UserId),3);
List <String> Response = new ArrayList <String>();

for (RecommendedItem recommendation : recommendations) {
Response.add(inverseProductsHash.get((int)recommendation.getItemID()));
}

return Response;
}
}
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