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@gonzalezgarciacristian
Created November 16, 2014 19:50
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import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class Mortgage {
public static class MortgageMapper extends Mapper<Object, Text, Text, IntWritable> {
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
/**
* The "Mapper" function. It receives a line of input from the file,
* extracts "state" and "Product" from it, which becomes
* the output only when the product is a mortage.
* The output key is "state" and the output value is
* "1".
* @param key - Input key - The line offset in the file - ignored.
* @param value - Input Value - This is the line itself.
* @param context - Provides access to the OutputCollector and Reporter.
* @throws IOException
* @throws InterruptedException
*/
public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
String[] line = value.toString().split(",");
// The output "state"
String state = line[5];
word.set(state);
// The output "product"
String product = line[1];
if(product.equals("Mortgage")){
// Record the output in the Context object
context.write(word, one);
}
}
}
public static class MortgageReducer extends Reducer<Text, IntWritable, Text, IntWritable> {
private IntWritable result = new IntWritable();
/**
* The "Reducer" function. Iterates through all states to find the number of mortgages.
* The output key is the "state" and
* the value is the "number of mortgages" for that state.
* @param key - Input key - Name of the region
* @param values - Input Value - Iterator over quake magnitudes for region
* @param context - Used for collecting output
* @throws IOException
* @throws InterruptedException
*/
@Override
public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0;
for (IntWritable val : values) {
sum += val.get();
}
result.set(sum);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
// Create the job specification object
Configuration conf = new Configuration();
Job job = Job.getInstance(conf, "Mortgage count");
job.setJarByClass(Mortgage.class);
// Setup input and output paths
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
// Set the Mapper and Reducer classes
job.setMapperClass(MortgageMapper.class);
job.setReducerClass(MortgageReducer.class);
// Specify the type of output keys and values
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
// Wait for the job to finish before terminating
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
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