diff --git a/BDPA_Assign2_WJIN.md b/BDPA_Assign2_WJIN.md
index 8c9c8cb3139d6e8a74246cbb56f777d981bf953e..e7ada0e55146b7166439e3dd51a29d7a21e87270 100644
--- a/BDPA_Assign2_WJIN.md
+++ b/BDPA_Assign2_WJIN.md
@@ -1,5 +1,5 @@
 # Assignment 2 for BDPA
-### by Wenyao JIN
+##### by Wenyao JIN
 ---
 ### Preprocessing the input
 #### 1. Remake the stopwords file
@@ -40,7 +40,7 @@ In this step, several tasks should be done:
 	* sort them by their pre-calculated frequency 
 	* output words with their line number as key
 
-For this step, all task are done within the mapper. The tokenizer is " " or "--" as before. A set container is used to avoid duplicates. Java's build-in sort function is applied with a costumed compare function incorporating the word frequency. StringUtils's join function serves to join words together with a space.
+For this step, all task are done within the mapper. The tokenizer is " " or "--" as before. A set container is used to avoid duplicates. Java's build-in sort function is applied with a costumed compare function incorporating the word frequency. StringUtils's join function serves to join words together with a comma. The counter reveals a total of ```124787``` lines.
 
 ```java
       public void map(LongWritable key, Text value, Context context)
@@ -70,9 +70,16 @@ For this step, all task are done within the mapper. The tokenizer is " " or "--"
         		 return  wordFreq.get(s1).compareTo(wordFreq.get(s2));
         	 }
          });
-         words.set(StringUtils.join(wordList," "));
+         words.set(StringUtils.join(wordList,","));
          context.write(new LongWritable(counter.getValue()), words);
       }
-   }
 ```
-The output file can be found [here](https://gitlab.my.ecp.fr/2014jinwy/BDPA_Assign2_WJIN/blob/master/sortedline).
+The output file can be found [here](https://gitlab.my.ecp.fr/2014jinwy/BDPA_Assign2_WJIN/blob/master/sortedline). The total line number is output to HDFS as instructed, you can also find the file [here](https://gitlab.my.ecp.fr/2014jinwy/BDPA_Assign2_WJIN/blob/master/linenumber).
+
+---  
+### Set similarity joins
+
+
+
+
+