1.测试温度数据下载:
http://down.51cto.com/data/2213610
2.将数据上传到hdfs中
3.测试代码为:
MinTemperature
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
publicclass MinTemperature {
publicstaticvoid main(String[] args) throws Exception {
if(args.length != 2) {
System.err.println("Usage: MinTemperature<input path> <output path>");
System.exit(-1);
}
Job job = new Job();
job.setJarByClass(MinTemperature.class);
job.setJobName("Min temperature");
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.setMapperClass(MinTemperatureMapper.class);
job.setReducerClass(MinTemperatureReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
MinTemperatureMapper
import java.io.IOException;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
publicclass MinTemperatureMapper extends Mapper<LongWritable, Text, Text, IntWritable>{
privatestatic final intMISSING = 9999;
@Override
publicvoid map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
String year = line.substring(15, 19);
int airTemperature;
if(line.charAt(87) == '+') {
airTemperature = Integer.parseInt(line.substring(88, 92));
} else {
airTemperature = Integer.parseInt(line.substring(87, 92));
}
String quality = line.substring(92, 93);
if(airTemperature != MISSING && quality.matches("[01459]")) {
context.write(new Text(year), new IntWritable(airTemperature));
}
}
}
MinTemperatureReducer
import java.io.IOException;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;
publicclass MinTemperatureReducer extends Reducer<Text, IntWritable, Text, IntWritable> {
@Override
publicvoid reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int minValue = Integer.MAX_VALUE;
for(IntWritable value : values) {
minValue = Math.min(minValue, value.get());
}
context.write(key, new IntWritable(minValue));
}
}
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