安徽省大数据网络赛大数据分析第一小题

其他 2019-10-25 14:27:31 阅读次数: 0
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本文链接： https://blog.csdn.net/qq_41479464/article/details/101921445

 该数据集log.log是某APP用户日志，请你使用MapReduce程序对数据进

行预处理清洗提取。（15分）

1.1 原始数据预处理（编写相关代码及部分结果截图8分）

规则一：如果没有数据中没有uid、platform、app_version、pid四个字段同时出现的数据，请过滤掉

规则二：将数据中字段locationcity的值为0的全部替换为1

数据类型：

{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276436920","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"NEWLIVEVIEW_QUIT_TAB","value":"0","du":""}}

解题思路：

首先我们观察数据的格式，按照什么切分，最终确定按照逗号切分效果最好。

第一步：map阶段进行过滤，只要包含这四个字段就进行写进reduce,并且把包含locationcity的0直接替换为1.

核心算法我提取出来：来了一个value我们需要进行字符串转换，并且切割，然后对应的字段的位置是否包含我们想要的数据。

String line = value.toString();
//{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276436920","versionType":"1","pkg":"com.moji.mjweather"}
		//,"event":{"key":"NEWLIVEVIEW_QUIT_TAB","value":"0","du":""}}
		String split[] = line.split(",");
		if(split[1].contains("uid")&&split[3].contains("platform")&&split[4].contains("app_version")&&split[6].contains("pid")){
			//{"common":{"locationcity":0当成value
			//其余为key
			//把第一个字段中有0的替换为1；
			String convert = split[0];
			split[0]=convert.replaceAll("0","1");
					
			String val = line.substring(split[0].length(),line.length());
			String keys = split[0];
			context.write(new Text(keys),new Text(val));
		}
主函数：
package jinsai;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
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;
public class MapRedu {
	public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
Configuration conf = new Configuration();
		Job job = Job.getInstance(conf,MapRedu.class.getSimpleName());		
		job.setJarByClass(MapRedu.class);
		FileInputFormat.setInputPaths(job, new Path(args[0]));		
		job.setMapperClass(MAp.class);
		job.setMapOutputKeyClass(Text.class);
		job.setMapOutputValueClass(Text.class);

		job.setReducerClass(Red.class);
		job.setOutputKeyClass(Text.class);
		job.setOutputValueClass(Text.class);
		FileOutputFormat.setOutputPath(job, new Path(args[1]));
		job.waitForCompletion(true);
	}
}
Map函数中：
package jinsai;

import java.io.IOException;

import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;


public class MAp extends Mapper<LongWritable, Text, Text, Text>{
	@Override
	protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, Text, Text>.Context context)
			throws IOException, InterruptedException {
		//对进来的数据进行切分  hello sxt you very good  2
		String line = value.toString();
//{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276436920","versionType":"1","pkg":"com.moji.mjweather"}
		//,"event":{"key":"NEWLIVEVIEW_QUIT_TAB","value":"0","du":""}}
		String split[] = line.split(",");
		if(split[1].contains("uid")&&split[3].contains("platform")&&split[4].contains("app_version")&&split[6].contains("pid")){
			//{"common":{"locationcity":0当成value
			//其余为key
			//把第一个字段中有0的替换为1；
			String convert = split[0];
			split[0]=convert.replaceAll("0","1");
					
			String val = line.substring(split[0].length(),line.length());
			String keys = split[0];
			context.write(new Text(keys),new Text(val));
		}
	
	}

}Reduce函数：
package jinsai;
import java.io.IOException;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;

public class Red extends Reducer<Text, Text, Text, Text>{
	@Override
	protected void reduce(Text key, Iterable<Text> values,
			Reducer<Text, Text, Text, Text>.Context context) throws IOException, InterruptedException {
		for (Text text : values) {
			context.write(new Text(key),new Text(text));
		}
	}
}

部分数据：

{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276436920","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"NEWLIVEVIEW_QUIT_TAB","value":"0","du":""}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276436923","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"EVENT_ZIP_UPLOAD","value":"1","du":""},"properties":{"property1":"1"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276844841","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"AMAP_LOCATION_UPDATE","value":"0","du":"446"},"properties":{"property1":"0","property3":"1"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276844865","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_START","value":"http:\/\/weather.api.moji.com\/data\/detail","du":""},"properties":{"property1":"1","property2":"0","property3":"{\"common\":{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557276844828\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"},\"params\":{\"city\":[{\"avatarId\":8,\"type\":1,\"lat\":31.28037,\"lon\":104.452387,\"coordinate\":2,\"location\":\"四川省德阳市罗江区G5京昆高速靠近侯家湾\",\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]}}","property4":"1557276844829-f0fceefb1c2f4ef6a1fc271ed97a9bdf-188495963831271424"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845076","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_UPDATE","value":"http:\/\/weather.api.moji.com\/data\/detail","du":"243"},"properties":{"property1":0,"property4":"1","property5":"1557276844829-f0fceefb1c2f4ef6a1fc271ed97a9bdf-188495963831271424","property6":"weather.api.moji.com\/111.13.70.18:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845226","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"WEATHER_UPDATE","value":"1","du":"327"},"properties":{"property1":1,"property2":-1,"property3":"http:\/\/weather.api.moji.com\/data\/detail","property4":"2","property5":"RequestParams:[city=[{\"avatarId\":8,\"type\":1,\"lat\":31.28037,\"lon\":104.452387,\"coordinate\":2,\"location\":\"四川省德阳市罗江区G5京昆高速靠近侯家湾\",\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]], commonParams:{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557276844828\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"}","property6":"1557276844829-f0fceefb1c2f4ef6a1fc271ed97a9bdf-188495963831271424"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845304","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"SHOWER_CONDITION_CONSIS_MONITOR","value":"1","du":""},"properties":{"property1":0,"property2":0,"property3":"31.28037,104.452387"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845312","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"LOCATION_UPDATE","value":"0","du":"1096"},"properties":{"property1":"0","property3":"1"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845355","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_START","value":"http:\/\/weather.api.moji.com\/data\/detail","du":""},"properties":{"property1":"1","property2":"0","property3":"{\"common\":{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557276845347\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"},\"params\":{\"city\":[{\"avatarId\":8,\"type\":0,\"id\":53,\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]}}","property4":"1557276845347-c8d8d56a062940a98554f23110967f48-188495963831271424","property5":"weather.api.moji.com\/111.13.70.18:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845478","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_UPDATE","value":"http:\/\/weather.api.moji.com\/data\/detail","du":"129"},"properties":{"property1":0,"property4":"1","property5":"1557276845347-c8d8d56a062940a98554f23110967f48-188495963831271424","property6":"weather.api.moji.com\/111.13.70.18:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557276845558","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"WEATHER_UPDATE","value":"1","du":"130"},"properties":{"property1":1,"property2":-1,"property3":"http:\/\/weather.api.moji.com\/data\/detail","property4":"2","property5":"RequestParams:[city=[{\"avatarId\":8,\"type\":0,\"id\":53,\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]], commonParams:{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557276845347\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"}","property6":"1557276845347-c8d8d56a062940a98554f23110967f48-188495963831271424"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278042524","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"AMAP_LOCATION_UPDATE","value":"0","du":"418"},"properties":{"property1":"0","property3":"1"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278042550","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_START","value":"http:\/\/weather.api.moji.com\/data\/detail","du":""},"properties":{"property1":"1","property2":"0","property3":"{\"common\":{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557278042502\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"},\"params\":{\"city\":[{\"avatarId\":8,\"type\":1,\"lat\":31.280355,\"lon\":104.452402,\"coordinate\":2,\"location\":\"四川省德阳市罗江区G5京昆高速靠近侯家湾\",\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]}}","property4":"1557278042502-40f6f937c66d47c58047682933d963eb-188495963831271424","property5":"weather.api.moji.com\/111.13.70.18:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278042774","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_UPDATE","value":"http:\/\/weather.api.moji.com\/data\/detail","du":"265"},"properties":{"property1":0,"property4":"1","property5":"1557278042502-40f6f937c66d47c58047682933d963eb-188495963831271424","property6":"weather.api.moji.com\/111.13.70.10:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278042840","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"WEATHER_UPDATE","value":"1","du":"272"},"properties":{"property1":1,"property2":-1,"property3":"http:\/\/weather.api.moji.com\/data\/detail","property4":"2","property5":"RequestParams:[city=[{\"avatarId\":8,\"type\":1,\"lat\":31.280355,\"lon\":104.452402,\"coordinate\":2,\"location\":\"四川省德阳市罗江区G5京昆高速靠近侯家湾\",\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]], commonParams:{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557278042502\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"}","property6":"1557278042502-40f6f937c66d47c58047682933d963eb-188495963831271424"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278043026","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"LOCATION_UPDATE","value":"0","du":"940"},"properties":{"property1":"0","property3":"1"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278043027","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"SHOWER_CONDITION_CONSIS_MONITOR","value":"1","du":""},"properties":{"property1":0,"property2":0,"property3":"31.280355,104.452402"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278043080","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_START","value":"http:\/\/weather.api.moji.com\/data\/detail","du":""},"properties":{"property1":"1","property2":"0","property3":"{\"common\":{\"platform\":\"Android\",\"identifier\":\"869121033612809\",\"app_version\":\"1007090002\",\"os_version\":\"23\",\"device\":\"MYA-AL10\",\"pid\":\"5057\",\"language\":\"CN\",\"uid\":\"188495963831271424\",\"uaid\":\"0\",\"width\":720,\"height\":1192,\"package_name\":\"com.moji.mjweather\",\"amp\":\"1557278043024\",\"locationcity\":0,\"current_city\":2503,\"token\":\"ac96b2c49daaeb0e8fdc9671ede79022\"},\"params\":{\"city\":[{\"avatarId\":8,\"type\":0,\"id\":53,\"voice\":{\"lang\":\"CN\",\"tu\":\"c\",\"wu\":\"beau\"},\"cr\":1}]}}","property4":"1557278043024-5ae429c711e44432b746b1978ce2b38d-188495963831271424","property5":"weather.api.moji.com\/111.13.70.10:80"}}
{"common":{"locationcity":0,"uid":"188495963831271424","uaid":"0","platform":"Android","app_version":"1007090002","net":"WIFI","pid":"5057","identifier":"869121033612809","cityid":"2503","iccid":"89860077221897301901","snsid":"","ts":"1557278043158","versionType":"1","pkg":"com.moji.mjweather"},"event":{"key":"HTTP_UPDATE","value":"http:\/\/weather.api.moji.com\/data\/detail","du":"127"},"properties":{"property1":0,"property4":"1","property5":"1557278043024-5ae429c711e44432b746b1978ce2b38d-188495963831271424","property6":"weather.api.moji.com\/111.13.70.10:80"}}
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结果：

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