根据PV统计出前三的热门板块，并统计出热门板块下的用户数--方式一

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根据PV统计出前三的热门板块，并统计出热门板块下的用户数--方式一

测试数据

java代码

 package com.hzf.spark.study;

 import java.util.ArrayList;

 import java.util.Collections;

 import java.util.Comparator;

 import java.util.HashMap;

 import java.util.Iterator;

 import java.util.List;

 import java.util.Map;

 import java.util.Set;

 import org.apache.spark.SparkConf;

 import org.apache.spark.api.java.JavaPairRDD;

 import org.apache.spark.api.java.JavaRDD;

 import org.apache.spark.api.java.JavaSparkContext;

 import org.apache.spark.api.java.function.Function;

 import org.apache.spark.api.java.function.PairFunction;

 import org.apache.spark.api.java.function.VoidFunction;

 import org.apache.spark.broadcast.Broadcast;

 import scala.Tuple2;

 public class HotChannel01 {

     public static void main(String[] args) {

         SparkConf conf = new SparkConf()

                 .setAppName("HotChannel")

                 .setMaster("local")

                 .set("spark.testing.memory", "2147480000");

         JavaSparkContext sc = new JavaSparkContext(conf);

         JavaRDD<String> logRDD = sc.textFile("userLog1");

         String str = "View";

         final Broadcast<String> broadcast = sc.broadcast(str);

         hotChannel(sc, logRDD, broadcast);

     }

     private static void hotChannel(JavaSparkContext sc,JavaRDD<String> logRDD, final Broadcast<String> broadcast) {

         JavaRDD<String> filteredLogRDD = logRDD.filter(new Function<String, Boolean>() {

             private static final long serialVersionUID = 1L;

             @Override

             public Boolean call(String v1) throws Exception {

                 String actionParam = broadcast.value();

                 String action = v1.split("\t")[5];

                 return actionParam.equals(action);

             }

         });

         JavaPairRDD<String, String> channel2nullRDD = filteredLogRDD.mapToPair(new PairFunction<String, String,String>() {

             private static final long serialVersionUID = 1L;

             @Override

             public Tuple2<String, String> call(String val) throws Exception {

                 String channel = val.split("\t")[4];

                 return new Tuple2<String, String>(channel,null);

             }

         });

         Map<String, Object> channelPVMap = channel2nullRDD.countByKey();

         Set<String> keySet = channelPVMap.keySet();

         List<SortObj> channels  = new ArrayList<>();

         for(String channel : keySet){

             channels.add(new SortObj(channel, Integer.valueOf(channelPVMap.get(channel)+"")));

         }

         Collections.sort(channels, new Comparator<SortObj>() {

             @Override

             public int compare(SortObj o1, SortObj o2) {

                 return o2.getValue() - o1.getValue();

             }

         });

         List<String> hotChannelList = new ArrayList<>();

         for (int i = 0; i < 3; i++) {

             hotChannelList.add(channels.get(i).getKey());

         }

         for(String channle : hotChannelList){

             System.out.println("channle:" + channle);

         }

         final Broadcast<List<String>> hotChannelListBroadcast = sc.broadcast(hotChannelList);

         JavaRDD<String> filtedRDD = logRDD.filter(new Function<String, Boolean>() {

             @Override

             public Boolean call(String v1) throws Exception {

                 List<String> hostChannels = hotChannelListBroadcast.value();

                 String channel = v1.split("\t")[4];

                 String userId = v1.split("\t")[2];

                 return hostChannels.contains(channel) && !"null".equals(userId);

             }

         });

         JavaPairRDD<String, String> channel2UserRDD = filtedRDD.mapToPair(new PairFunction<String, String, String>() {

             @Override

             public Tuple2<String, String> call(String v1) throws Exception {

                 String[] splited = v1.split("\t");

                 String channel = splited[4];

                 String userId = splited[2];

                 return new Tuple2<String, String>(channel,userId);

             }

         });

         channel2UserRDD.groupByKey().foreach(new VoidFunction<Tuple2<String,Iterable<String>>>() {

             private static final long serialVersionUID = 1L;

             @Override

             public void call(Tuple2<String, Iterable<String>> tuple) throws Exception {

                 String channel = tuple._1;

                 Iterator<String> iterator = tuple._2.iterator();

                 Map<String, Integer> userNumMap = new HashMap<>();

                 while(iterator.hasNext()){

                     String userId = iterator.next();

                     Integer count = userNumMap.get(userId);

                     if(count == null){

                         count = 1;

                     }else{

                         count ++;

                     }

                     userNumMap.put(userId, count);

                 }

                 List<SortObj> lists = new ArrayList<>();

                 Set<String> keys = userNumMap.keySet();

                 for(String key : keys){

                     lists.add(new SortObj(key, userNumMap.get(key)));

                 }

                 Collections.sort(lists,new Comparator<SortObj>() {

                     @Override

                     public int compare(SortObj O1, SortObj O2) {

                         return O2.getValue() - O1.getValue();

                     }

                 });

                 System.out.println("HOT_CHANNEL:"+channel);

                 for(int i = 0 ; i < 3 ; i++){

                     SortObj sortObj = lists.get(i);

                     System.out.println(sortObj.getKey()+"=="+sortObj.getValue());

                 }

             }

         });

     }

 }

result