数据清洗：按照进行数据清洗，并将清洗后的数据导入hive数据库中。
Posted quyangzhangsiyuan
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虚拟机：
hadoop:3.2.0
hive:3.1.2
win10：
eclipse
两阶段数据清洗：
（1）第一阶段：把需要的信息从原始日志中提取出来
ip: 199.30.25.88
time: 10/Nov/2016:00:01:03 +0800
traffic: 62
文章： article/11325
视频： video/3235
（2）第二阶段：根据提取出来的信息做精细化操作
ip--->城市 city（IP）
date--> time:2016-11-10 00:01:03
day: 10
traffic:62
type:article/video
id:11325
（3）hive数据库表结构:
create table data( ip string, time string , day string, traffic bigint,
type string, id string )
由于对MapReduce不熟练就先使用了用java清洗，MapReduce清洗的方法将会在以后发出来。
对数据进行清洗：
package mapreduceShiYan; import java.io.BufferedReader; import java.io.BufferedWriter; import java.io.File; import java.io.FileNotFoundException; import java.io.FileOutputStream; import java.io.FileReader; import java.io.IOException; import java.io.OutputStreamWriter; import java.io.UnsupportedEncodingException; import java.io.Writer; public class Data { public static void main(String[] args) throws FileNotFoundException, UnsupportedEncodingException { FileReader read = new FileReader("result.txt"); BufferedReader br = new BufferedReader(read); Writer writer = null; File outFile = new File("result2.txt"); writer = new OutputStreamWriter(new FileOutputStream(outFile),"utf-8"); BufferedWriter bw = new BufferedWriter(writer); String row; String[] data=new String[6]; int hang=1; try { while((row = br.readLine())!=null){ data=change(row); data=chage(data); for(int i=0;i<data.length;i++) { System.out.print(data[i]+" "); } System.out.println(); row=data[0]+","+data[1]+","+data[2]+","+data[3]+","+data[4]+","+data[5]; bw.write(row + " "); //i++; } } catch (IOException e) { // TODO Auto-generated catch block e.printStackTrace(); } } private static String[] chage(String[] data) { /* * for(int i=0;i<data.length;i++) { data[] } */ data[0]=data[0]; char[] str=data[1].toCharArray(); String[] time=new String[7]; int j=0; int k=0; for(int i=0;i<str.length;i++) { if(str[i]==‘/‘||str[i]==‘:‘||str[i]==32) { time[k]=data[1].substring(j,i); j=i+1; k++; } } time[k]=data[1].substring(j, data[1].length()); switch(time[1]) { case "Jan":time[1]="01";break; case "Feb":time[1]="02";break; case "Mar":time[1]="03";break; case "Apr":time[1]="04";break; case "May":time[1]="05";break; case "Jun":time[1]="06";break; case "Jul":time[1]="07";break; case "Aug":time[1]="08";break; case "Sep":time[1]="09";break; case "Oct":time[1]="10";break; case "Nov":time[1]="11";break; case "Dec":time[1]="12";break; } data[1]=time[2]+"-"+time[1]+"-"+time[0]+" "+time[3]+":"+time[4]+":"+time[5]; data[3]=data[3].substring(0, data[3].length()-1); return data; } private static String [] change(String row) { char [] str1=row.toCharArray(); String [] data =new String [6]; int j=0; int k=0; for(int i=0;i<str1.length;i++) { if(str1[i]==‘,‘) { data[k]=row.substring(j, i); j=i+1; k++; } } data[k]=row.substring(j, str1.length); return data; } }
通过JDBC上传到hive:
package mapreduceShiYan; import java.sql.Connection; import java.sql.DriverManager; import java.sql.ResultSet; import java.sql.SQLException; import java.sql.Statement; import org.apache.hadoop.io.Text; import org.apache.log4j.Logger; public class Data1 { private static String driverName = "org.apache.hive.jdbc.HiveDriver"; private static String url = "jdbc:hive2://192.168.137.67:10000/hive";//远程连接虚拟机，则填写虚拟机ip，如果在虚拟机中则是localhost private static String user = "hive";//hive—site.xml中配置的用户名 private static String password = "password";//hive—site.xml中配置的密码 private static String sql; //private static ResultSet res; private static final Logger log = Logger.getLogger(Text.class); public static void main(String[] args) { try { Class.forName(driverName); Connection conn = DriverManager.getConnection(url, user, password); Statement stmt = conn.createStatement(); sql = "load data local inpath ‘/home/hadoop/result2.txt‘ overwrite into table data";//虚拟机中的本地文件 System.out.println("Running:" + sql); boolean f=stmt.execute(sql); System.out.println( sql); System.out.println("result:" + f); conn.close(); conn = null; } catch (ClassNotFoundException e) { e.printStackTrace(); log.error(driverName + " not found!", e); System.exit(1); } catch (SQLException e) { e.printStackTrace(); log.error("Connection error!", e); System.exit(1); } } }
本人在折腾了一天后遇到的一些问题：
1. java.lang.ClassNotFoundException: org.apachehive.jdbc.HiveDriver
不论是在虚拟机还是windows中进行操作，千万别忘记导入需要的包。解决方法：导入hive文件目录下lib文件夹中的hive开头所有包（可能只需要几个，但是本人为了课上节省时间导入了全部的hive开头的包）
2.java.net.ConnectException: Connection refused
这是由于远程hive集群没有启动hiveserver2导致的。
要切换到/usr/local/hive
然后运行 ./bin/hive --service hiveserver2
成功后运行netstat -tunlp |grep 10000查看端口情况，若有则启动成功。
3.User: hadoop is not allowed to impersonate hive
修改hadoop 配置文件 etc/hadoop/core-site.xml,加入如下配置项
<property>
<name>hadoop.proxyuser.root.hosts</name>
<value>*</value>
</property>
<property>
<name>hadoop.proxyuser.root.groups</name>
<value>*</value>
</property>
hadoop.proxyuser.root.hosts配置项名称中root部分为报错User:* 中的用户名部分
我的报错是hadoop,所有我改成：
<property> <name>hadoop.proxyuser.hadoop.hosts</name> <value>*</value> </property> <property> <name>hadoop.proxyuser.hadoop.groups</name> <value>*</value> </property>hive Permission denied: user=root, access=WRITE, inode="/user":hdfs:supergroup:drwxr-xr-x
4.
解决办法
hdfs dfs命令对文件夹下的文件赋予权限
hadoop dfs -chmod -R 777 /warehouse/tablespace/managed/hive/datacenter.db（报错的路径）
5.操作hive 报错FAILED:HiveException java.lang.RuntimeException:Unable to instantiate org.ap.......
很多错误会导致这个，本人的原因在1、所有数据库的所有表的所有权限赋给hive用户中的连接密码和hive-site.xml中的密码不一致
2、hive-site.xml中的localhost改成127.0.0.1
6.hive 1.2.1版本不支持hadoop过高的版本，本人的是3.2.0
文件：
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00:01:33,10,54,video,7479 182.100.26.109,2016-11-10 00:01:33,10,54,video,11709 114.248.224.214,2016-11-10 00:01:33,10,6690,video,1309 101.40.175.228,2016-11-10 00:01:34,10,67,video,11716 61.51.82.242,2016-11-10 00:01:34,10,54,video,3262 121.69.23.250,2016-11-10 00:01:34,10,54,video,12495 218.88.29.153,2016-11-10 00:01:34,10,54,video,1446 117.41.234.99,2016-11-10 00:01:34,10,54,video,1092 113.57.24.53,2016-11-10 00:01:34,10,54,video,2523 60.191.99.129,2016-11-10 00:01:34,10,54,video,3520 115.156.142.179,2016-11-10 00:01:34,10,54,video,12280 223.21.111.79,2016-11-10 00:01:34,10,54,video,11714 111.132.18.241,2016-11-10 00:01:34,10,54,video,3473 71.17.103.212,2016-11-10 00:01:34,10,67,video,7075 14.23.188.111,2016-11-10 00:01:34,10,54,video,2418 125.88.24.91,2016-11-10 00:01:34,10,54,video,1501 115.193.172.253,2016-11-10 00:01:34,10,72,video,3078 112.12.192.150,2016-11-10 00:01:34,10,54,video,1861 113.91.162.210,2016-11-10 00:01:34,10,67,video,1809 14.23.136.224,2016-11-10 00:01:34,10,54,video,2316 125.122.26.81,2016-11-10 00:01:35,10,54,video,3225 183.240.20.251,2016-11-10 00:01:35,10,54,video,3225 117.136.39.218,2016-11-10 00:01:35,10,54,video,1414 121.35.2.128,2016-11-10 00:01:35,10,54,video,12580 222.76.251.186,2016-11-10 00:01:35,10,54,video,11725 140.205.253.137,2016-11-10 00:01:35,10,524288,video,13181 14.28.139.202,2016-11-10 00:01:35,10,54,video,7727 171.37.141.121,2016-11-10 00:01:35,10,54,video,12163 180.173.242.43,2016-11-10 00:01:35,10,54,video,6046 223.20.63.251,2016-11-10 00:01:35,10,54,video,3246 27.42.25.21,2016-11-10 00:01:35,10,67,video,9888 113.87.161.137,2016-11-10 00:01:35,10,141,video,8006 183.66.87.224,2016-11-10 00:01:35,10,54,video,12133 220.168.79.189,2016-11-10 00:01:35,10,54,video,13038 175.10.206.212,2016-11-10 00:01:35,10,54,video,3956 118.207.116.20,2016-11-10 00:01:35,10,72,video,3002 112.10.27.228,2016-11-10 00:01:35,10,828,article,3669 112.10.27.228,2016-11-10 00:01:35,10,549,article,3669 112.10.27.228,2016-11-10 00:01:35,10,16756,article,3669 111.196.209.12,2016-11-10 00:01:35,10,54,video,11443 112.10.27.228,2016-11-10 00:01:35,10,498,article,3669 112.10.27.228,2016-11-10 00:01:35,10,12541,article,3669 171.8.199.118,2016-11-10 00:01:35,10,68,video,3738 112.10.27.228,2016-11-10 00:01:35,10,9800,article,3669 120.52.94.106,2016-11-10 00:01:36,10,54,video,678 112.10.27.228,2016-11-10 00:01:36,10,628,article,3669 112.10.27.228,2016-11-10 00:01:36,10,591,article,3669 112.10.27.228,2016-11-10 00:01:36,10,2951,article,3669 112.10.27.228,2016-11-10 00:01:36,10,270967,article,3669 117.100.231.8,2016-11-10 00:01:36,10,67,video,4017 182.138.128.41,2016-11-10 00:01:36,10,330,video,11239 182.138.128.41,2016-11-10 00:01:36,10,3892,video,11239 182.138.128.41,2016-11-10 00:01:36,10,66,video,11239 101.200.101.21,2016-11-10 00:01:36,10,524288,video,10506 182.138.128.41,2016-11-10 00:01:36,10,2959,video,11239 112.64.60.41,2016-11-10 00:01:36,10,54,video,4366 117.100.231.8,2016-11-10 00:01:36,10,7269,video,4017 112.10.27.228,2016-11-10 00:01:36,10,4468,article,3669 112.10.27.228,2016-11-10 00:01:36,10,2023,article,3669 182.138.128.41,2016-11-10 00:01:36,10,72,video,11239 114.242.167.68,2016-11-10 00:01:36,10,6511,video,4451 221.237.87.40,2016-11-10 00:01:36,10,54,video,8809 112.10.27.228,2016-11-10 00:01:36,10,18906,article,3669 1.85.61.37,2016-11-10 00:01:36,10,54,video,7212 112.10.27.228,2016-11-10 00:01:36,10,5102,article,3669 182.139.108.80,2016-11-10 00:01:36,10,54,video,1459 101.200.101.31,2016-11-10 00:01:36,10,524288,video,8175 182.138.128.41,2016-11-10 00:01:36,10,113,video,11239 114.248.224.214,2016-11-10 00:01:36,10,72,video,1309 182.138.128.41,2016-11-10 00:01:36,10,2614,video,11239 112.10.27.228,2016-11-10 00:01:36,10,890,article,3669 182.138.128.41,2016-11-10 00:01:36,10,330,video,11239 182.138.128.41,2016-11-10 00:01:36,10,643,video,11239 113.119.10.98,2016-11-10 00:01:36,10,67,video,6224 58.249.67.242,2016-11-10 00:01:37,10,54,video,11014 182.138.128.41,2016-11-10 00:01:37,10,303,video,11239 182.138.128.41,2016-11-10 00:01:37,10,318,video,11239 120.41.120.245,2016-11-10 00:01:37,10,54,video,5984 58.217.165.114,2016-11-10 00:01:37,10,54,video,10692 117.100.231.8,2016-11-10 00:01:37,10,2957,video,4018 182.138.128.41,2016-11-10 00:01:37,10,1541,video,11239 121.69.23.250,2016-11-10 00:01:37,10,67,video,12495 182.138.128.41,2016-11-10 00:01:37,10,74,video,11239 123.151.12.154,2016-11-10 00:01:37,10,3493,video,5865 182.138.128.41,2016-11-10 00:01:37,10,72,video,11239 39.159.109.210,2016-11-10 00:01:37,10,54,video,6203 222.73.202.154,2016-11-10 00:01:37,10,68,video,12678 61.152.132.230,2016-11-10 00:01:37,10,54,video,6495 182.138.128.41,2016-11-10 00:01:37,10,6207,video,11239 116.235.102.120,2016-11-10 00:01:37,10,54,video,8999 58.246.74.211,2016-11-10 00:01:37,10,67,video,11731 222.65.226.176,2016-11-10 00:01:37,10,54,video,10511 123.151.12.154,2016-11-10 00:01:37,10,2957,video,5866 218.106.145.12,2016-11-10 00:01:37,10,54,video,9447 110.65.101.188,2016-11-10 00:01:37,10,67,video,6721 117.100.231.8,2016-11-10 00:01:37,10,357,video,4018 116.237.53.200,2016-11-10 00:01:37,10,54,video,4161 27.41.69.240,2016-11-10 00:01:38,10,67,video,11610 58.217.165.114,2016-11-10 00:01:38,10,67,video,10690 71.17.103.212,2016-11-10 00:01:38,10,67,video,7075 117.100.231.8,2016-11-10 00:01:38,10,66,video,4018 117.100.231.8,2016-11-10 00:01:38,10,951,video,4018 49.77.220.79,2016-11-10 00:01:38,10,54,video,1102 117.100.231.8,2016-11-10 00:01:38,10,5363,video,4018 58.63.21.177,2016-11-10 00:01:38,10,54,video,10314 117.100.231.8,2016-11-10 00:01:38,10,894,video,4018 120.198.231.152,2016-11-10 00:01:38,10,54,video,1803 117.100.231.8,2016-11-10 00:01:38,10,5155,video,4018 117.100.231.8,2016-11-10 00:01:38,10,2286,video,4018 71.17.103.212,2016-11-10 00:01:38,10,6260,video,7075 121.207.222.221,2016-11-10 00:01:38,10,54,video,9328 39.187.166.65,2016-11-10 00:01:38,10,54,video,3632 117.100.231.8,2016-11-10 00:01:38,10,2536,video,4018 171.216.69.80,2016-11-10 00:01:38,10,54,video,8714 123.119.218.242,2016-11-10 00:01:38,10,54,video,13013 223.81.137.65,2016-11-10 00:01:38,10,54,video,7303 117.100.231.8,2016-11-10 00:01:38,10,357,video,4018 192.240.123.193,2016-11-10 00:01:38,10,67,video,12881 117.100.231.8,2016-11-10 00:01:38,10,72,video,4018 116.24.24.10,2016-11-10 00:01:38,10,54,video,2910 117.100.231.8,2016-11-10 00:01:38,10,1092,video,4018 114.248.224.214,2016-11-10 00:01:39,10,4022,video,1309 113.143.158.241,2016-11-10 00:01:39,10,141,video,4299 36.5.155.118,2016-11-10 00:01:39,10,54,video,4251 114.248.224.214,2016-11-10 00:01:39,10,13241,video,1309 117.100.231.8,2016-11-10 00:01:39,10,321,video,4018 39.186.247.142,2016-11-10 00:01:39,10,7227,video,3237 119.123.177.2,2016-11-10 00:01:39,10,54,video,6420 110.80.187.200,2016-11-10 00:01:39,10,54,video,8356 114.24.40.251,2016-11-10 00:01:39,10,54,video,1059 14.127.27.212,2016-11-10 00:01:39,10,54,video,10686 113.87.161.137,2016-11-10 00:01:39,10,67,video,8006 49.72.238.254,2016-11-10 00:01:39,10,54,video,2664 115.231.148.38,2016-11-10 00:01:39,10,54,video,5645 106.39.200.44,2016-11-10 00:01:39,10,54,video,9579 222.178.202.108,2016-11-10 00:01:39,10,54,video,2861 115.174.68.92,2016-11-10 00:01:39,10,54,video,9809 183.204.48.118,2016-11-10 00:01:39,10,54,video,8212 119.130.229.205,2016-11-10 00:01:39,10,54,video,4761 59.41.95.198,2016-11-10 00:01:39,10,54,video,9023 101.38.157.182,2016-11-10 00:01:39,10,67,video,2163 221.226.97.31,2016-11-10 00:01:40,10,54,video,5139 202.107.210.51,2016-11-10 00:01:40,10,68,video,8476 183.185.57.58,2016-11-10 00:01:40,10,54,video,10679 140.207.223.186,2016-11-10 00:01:40,10,54,video,13310 101.39.103.224,2016-11-10 00:01:40,10,54,video,1412 140.207.223.186,2016-11-10 00:01:40,10,67,video,5609 202.107.210.51,2016-11-10 00:01:40,10,68,video,3380 210.30.109.61,2016-11-10 00:01:40,10,54,video,9819 202.118.102.15,2016-11-10 00:01:40,10,54,video,8141 116.227.96.89,2016-11-10 00:01:40,10,54,video,7600 118.113.41.210,2016-11-10 00:01:40,10,54,video,1054 119.129.80.141,2016-11-10 00:01:40,10,54,video,13048 171.34.223.23,2016-11-10 00:01:40,10,54,video,9813 95.85.18.128,2016-11-10 00:01:40,10,67,video,12302 117.152.76.120,2016-11-10 00:01:40,10,54,video,2667 60.29.171.162,2016-11-10 00:01:41,10,54,video,8913 180.175.49.155,2016-11-10 00:01:41,10,54,video,3665 113.143.158.241,2016-11-10 00:01:41,10,67,video,4299 183.128.139.254,2016-11-10 00:01:41,10,54,video,365 115.60.4.28,2016-11-10 00:01:41,10,67,video,10198 58.132.202.208,2016-11-10 00:01:41,10,54,video,10710 113.143.158.241,2016-11-10 00:01:41,10,6686,video,4299 222.65.233.105,2016-11-10 00:01:41,10,67,video,1627 122.91.39.170,2016-11-10 00:01:41,10,54,video,9366 113.143.158.241,2016-11-10 00:01:41,10,2958,video,4311 112.10.127.193,2016-11-10 00:01:41,10,67,video,1090 123.124.147.8,2016-11-10 00:01:41,10,54,video,5677 120.198.231.151,2016-11-10 00:01:41,10,141,video,4242 113.143.158.241,2016-11-10 00:01:41,10,377,video,4311 113.67.224.172,2016-11-10 00:01:41,10,54,video,818 113.143.158.241,2016-11-10 00:01:41,10,752,video,4311 113.143.158.241,2016-11-10 00:01:41,10,66,video,4311 113.143.158.241,2016-11-10 00:01:41,10,395,video,4311 113.143.158.241,2016-11-10 00:01:41,10,3416,video,4311 113.97.199.198,2016-11-10 00:01:41,10,67,video,772 113.143.158.241,2016-11-10 00:01:41,10,2345,video,4311 111.0.200.141,2016-11-10 00:01:41,10,54,video,7558 111.201.78.80,2016-11-10 00:01:41,10,67,video,2452 113.143.158.241,2016-11-10 00:01:41,10,332,video,4311 27.38.60.148,2016-11-10 00:01:41,10,54,video,4650 182.138.128.41,2016-11-10 00:01:41,10,6207,video,11239 113.143.158.241,2016-11-10 00:01:42,10,348,video,4311 58.217.142.142,2016-11-10 00:01:42,10,72,video,6045 58.217.142.142,2016-11-10 00:01:42,10,66,video,6045 202.119.41.28,2016-11-10 00:01:42,10,67,video,2801 60.12.51.243,2016-11-10 00:01:42,10,54,video,6565 58.213.112.35,2016-11-10 00:01:42,10,54,video,5656 124.239.251.50,2016-11-10 00:01:42,10,67,video,2544 71.17.103.212,2016-11-10 00:01:42,10,2959,video,7076 113.14.0.15,2016-11-10 00:01:42,10,54,video,10811 27.38.115.174,2016-11-10 00:01:42,10,67,video,5986 120.236.154.86,2016-11-10 00:01:42,10,54,video,3653 58.217.142.142,2016-11-10 00:01:42,10,1953,video,6045 116.232.174.6,2016-11-10 00:01:42,10,54,video,2473 113.143.158.241,2016-11-10 00:01:42,10,6686,video,4311 171.217.47.216,2016-11-10 00:01:42,10,0,article,1204 202.119.41.28,2016-11-10 00:01:42,10,9013,video,2801 58.213.102.242,2016-11-10 00:01:42,10,54,video,9584 112.64.60.127,2016-11-10 00:01:42,10,54,video,9819 58.217.142.142,2016-11-10 00:01:42,10,3750,video,6045 113.143.158.241,2016-11-10 00:01:42,10,1296,video,4311 58.217.142.142,2016-11-10 00:01:42,10,179,video,6045 218.26.154.77,2016-11-10 00:01:42,10,54,video,1628 114.214.182.197,2016-11-10 00:01:42,10,67,video,1092 171.217.47.216,2016-11-10 00:01:42,10,2023,article,1204 113.143.158.241,2016-11-10 00:01:42,10,72,video,4311 125.85.67.44,2016-11-10 00:01:42,10,54,video,5224 58.217.142.142,2016-11-10 00:01:42,10,2353,video,6045 58.61.235.7,2016-11-10 00:01:42,10,54,video,10421 58.217.142.142,2016-11-10 00:01:42,10,634,video,6045 113.143.158.241,2016-11-10 00:01:42,10,377,video,4311 202.119.41.28,2016-11-10 00:01:42,10,2956,video,2801 118.198.203.49,2016-11-10 00:01:42,10,54,video,1478 61.142.10.231,2016-11-10 00:01:42,10,67,video,12483 14.156.71.170,2016-11-10 00:01:42,10,54,video,9906 117.23.82.56,2016-11-10 00:01:43,10,54,video,6845 113.143.158.241,2016-11-10 00:01:43,10,72,video,4311 140.205.253.137,2016-11-10 00:01:43,10,524288,video,4029 60.186.39.35,2016-11-10 00:01:43,10,67,video,7704 116.31.61.97,2016-11-10 00:01:43,10,67,video,4596 113.143.158.241,2016-11-10 00:01:43,10,4091,video,4311 222.209.9.194,2016-11-10 00:01:43,10,54,video,12535 202.119.41.28,2016-11-10 00:01:43,10,360,video,2801 163.125.235.161,2016-11-10 00:01:43,10,67,video,11639 119.131.143.179,2016-11-10 00:01:43,10,67,video,2402 202.119.41.28,2016-11-10 00:01:43,10,1422,video,2801 71.17.103.212,2016-11-10 00:01:43,10,66,video,7076 202.119.41.28,2016-11-10 00:01:43,10,66,video,2801 119.131.143.179,2016-11-10 00:01:43,10,12233,video,2402 60.186.194.249,2016-11-10 00:01:43,10,67,video,8643 202.119.41.28,2016-11-10 00:01:43,10,89,video,2801 117.100.231.8,2016-11-10 00:01:43,10,72,video,4018 59.172.246.60,2016-11-10 00:01:43,10,54,video,9820 58.217.142.142,2016-11-10 00:01:43,10,0,video,6045 58.217.142.142,2016-11-10 00:01:43,10,0,video,6045 60.176.120.135,2016-11-10 00:01:43,10,54,video,816 60.12.51.243,2016-11-10 00:01:43,10,67,video,6565 103.204.172.213,2016-11-10 00:01:43,10,54,video,7831 71.17.103.212,2016-11-10 00:01:43,10,516,video,7076 140.205.253.145,2016-11-10 00:01:43,10,524288,video,5609 118.250.42.145,2016-11-10
PS:给王建民老师：上课可以多讲些东西，让我们自学固然有好处，但是当我们走了弯路会浪费很多时间，我觉得这些时间可以用来学习更多别的东西！！
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