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Average fare of each class in titanic
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Average fare of each class in titanic
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import java.io.IOException;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.io.*;
import org.apache.hadoop.mapreduce.*;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
public class Average_fare {
public static class Map extends Mapper<LongWritable, Text, Text, FloatWritable> {
private Text pclass = new Text();
private FloatWritable fare = new FloatWritable();
public void map(LongWritable key, Text value, Context context ) throws IOException, InterruptedException {
String line = value.toString();
String str[]=line.split(",");
if(str.length>10){
pclass.set(str[2]);
if(str[9].matches("\\d+.+")){
float i=Float.parseFloat(str[9]);
fare.set(i);
}
context.write(pclass, fare);
}
}
}
public static class Reduce extends Reducer<Text,FloatWritable, Text, FloatWritable> {
public void reduce(Text key, Iterable<FloatWritable> values, Context context)
throws IOException, InterruptedException {
float sum = 0;
int l=0;
for (FloatWritable val : values) {
l+=1;
sum += val.get();
}
sum=sum/l;
context.write(key, new FloatWritable(sum));
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
@SuppressWarnings("deprecation")
Job job = new Job(conf, "Averageage_survived");
job.setJarByClass(Average_fare.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(FloatWritable.class);
// job.setNumReduceTasks(0);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(FloatWritable.class);
job.setMapperClass(Map.class);
job.setReducerClass(Reduce.class);
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
Path out=new Path(args[1]);
out.getFileSystem(conf).delete(out);
job.waitForCompletion(true);
}
}