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Prefixspan with text data
Posted by: Marwa
Date: March 07, 2013 01:26AM

Hi PHILPPY

can u please modify the code of PrefixSpan or any sequential pattern mining algorithm to deal with data like this:

mvlsegewqlvlhvwakveadvaghgqdil
irlfkshpetlekfdrvkhlkteaemkase
dlkkhgvtvltalgailkkkghheaelkpl
aqshatkhkipikylefiseaiihvlhsrh
pgnfgadaqgamnkalelfrkdiaakykelgyqg
mnifemlrideglrlkiykdtegyytigighllt
kspslnaaakseldkaigrntngvit

i need it very urgently
please help

waiting ur reply
thx



Edited 1 time(s). Last edit at 03/28/2017 08:31AM by webmasterphilfv.

Options: ReplyQuote
Re: Help plz
Date: March 08, 2013 06:01PM

Hi,

The modification is simple. I will tell you how to do it. I'm assuming that you are using the source code version of SPMF.

You need to open the file SequenceDatabase.java in the package ca/pfv/spmf/sequentialpatterns/prefixspan_with_strings/

Then you should replace the method addSequence with this code:

public void addSequence(String[] line) {	//
		for(String element:  line){
			Sequence sequence = new Sequence(sequences.size());
			for(int i=0; i< element.length(); i++){
				Itemset itemset = new Itemset(""+element.charAt(i));
				sequence.addItemset(itemset);
			}
			sequences.add(sequence);
		}
}

That's all. After that you can use the file MainTestPrefixSpanWithStrings in the package ca/pfv/spmf/test/
to run the PrefixSpan algorithm on your data and get the sequential patterns.

For example, i have run the algorithm on the data that you provided with minsup = 0.50 (50%) and here is the result:

=============  Algorithm - STATISTICS =============
 Total time ~ 281 ms
 Frequent sequences count : 635
 ----------FREQUENT SEQUENTIAL PATTERNS -------
  L0 
  L1 
  pattern 0:  (f )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (e )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (m )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (h )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (i )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (v )  Sequence ID: 0 1 2 3 6     support :  0,71 (5/7) 
  pattern 0:  (t )  Sequence ID: 1 2 3 5 6     support :  0,71 (5/7) 
  pattern 0:  (s )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (p )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  L2 
  pattern 0:  (f )(r )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (f )(l )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (f )(e )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(k )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (g )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(v )  Sequence ID: 0 1 2 6     support :  0,57 (4/7) 
  pattern 0:  (d )(r )  Sequence ID: 1 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (d )(k )  Sequence ID: 1 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )(h )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (d )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (e )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (e )(l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (e )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (e )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (e )(i )  Sequence ID: 0 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (e )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (e )(e )  Sequence ID: 0 1 2 3 4 5     support :  0,86 (6/7) 
  pattern 0:  (e )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(k )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(i )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(e )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (l )(v )  Sequence ID: 0 1 2 3 6     support :  0,71 (5/7) 
  pattern 0:  (l )(s )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (l )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(h )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (l )(i )  Sequence ID: 0 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (l )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (m )(k )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (m )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(v )  Sequence ID: 0 1 2 3 6     support :  0,71 (5/7) 
  pattern 0:  (k )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(p )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (k )(k )  Sequence ID: 1 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (k )(h )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (k )(i )  Sequence ID: 0 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (k )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(e )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (k )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (h )(v )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(t )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (h )(l )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (h )(k )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(e )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (i )(r )  Sequence ID: 1 3 5 6     support :  0,57 (4/7) 
  pattern 0:  (i )(l )  Sequence ID: 0 1 2 3 4 5     support :  0,86 (6/7) 
  pattern 0:  (i )(k )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(h )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (i )(e )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(a )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (v )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (v )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (t )(v )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (t )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (t )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (t )(h )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (t )(i )  Sequence ID: 2 3 5 6     support :  0,57 (4/7) 
  pattern 0:  (t )(e )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (s )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (p )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (p )(k )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(e )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  L3 
  pattern 0:  (f )(l )(r )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (f )(e )(r )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (f )(e )(l )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(k )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(i )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(k )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(k )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(k )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(g )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(g )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (g )(g )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(l )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(l )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(l )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(i )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (d )(h )(l )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (d )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(g )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(g )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )(g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (d )(e )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(e )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(a )(i )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (d )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (e )(l )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (e )(l )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (e )(l )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (e )(l )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (e )(k )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(d )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(h )(l )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (e )(i )(l )  Sequence ID: 0 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(k )  Sequence ID: 1 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(e )(l )  Sequence ID: 0 1 2 3 4 5     support :  0,86 (6/7) 
  pattern 0:  (e )(e )(k )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (e )(e )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (e )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (e )(a )(k )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (e )(a )(e )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (a )(l )(i )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(l )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(k )(k )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(i )  Sequence ID: 0 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(e )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(k )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(i )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(g )(i )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(e )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(e )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(e )(i )  Sequence ID: 0 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(e )(e )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(e )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (a )(a )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(a )(k )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(i )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(e )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(a )(a )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(v )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(v )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(t )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(l )(h )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(e )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(v )  Sequence ID: 0 1 2 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(l )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(k )(k )  Sequence ID: 1 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(h )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(i )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(e )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(k )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(h )(v )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(h )(l )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (l )(h )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(i )(l )  Sequence ID: 0 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(i )(e )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(d )(k )  Sequence ID: 1 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (l )(e )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(e )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(i )  Sequence ID: 0 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(e )  Sequence ID: 0 1 2 3 4 5     support :  0,86 (6/7) 
  pattern 0:  (l )(e )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (l )(a )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(a )(k )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(a )(i )  Sequence ID: 0 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(e )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(a )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (m )(k )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(v )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (k )(v )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (k )(t )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(p )(l )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(l )  Sequence ID: 1 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (k )(l )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(i )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(l )(a )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(k )(v )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(l )  Sequence ID: 1 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (k )(k )(k )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(k )(h )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(i )  Sequence ID: 2 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(k )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(d )  Sequence ID: 1 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(e )  Sequence ID: 1 2 3 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (k )(k )(a )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(h )(l )  Sequence ID: 0 1 2 3 5     support :  0,71 (5/7) 
  pattern 0:  (k )(i )(l )  Sequence ID: 0 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (k )(i )(k )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(e )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(l )  Sequence ID: 0 1 2 3 4 5 6     support :  1 (7/7) 
  pattern 0:  (k )(e )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(i )  Sequence ID: 0 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(e )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(d )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(e )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(a )  Sequence ID: 0 1 2 3 4 6     support :  0,86 (6/7) 
  pattern 0:  (k )(a )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(a )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(i )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (h )(v )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(v )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(l )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(e )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(h )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(e )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(e )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(k )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(e )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(h )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(e )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(l )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(k )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(h )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(e )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(h )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(e )(l )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(e )(e )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (t )(l )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (t )(h )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (t )(e )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(e )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(e )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(k )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(l )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(e )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(l )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(e )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(e )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(e )(l )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(e )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  L4 
  pattern 0:  (f )(e )(l )(r )  Sequence ID: 1 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(k )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(i )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(k )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(k )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(k )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(g )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(k )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(g )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(g )(g )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(e )(l )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(l )(k )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(l )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(k )(g )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(g )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(g )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (d )(a )(g )(i )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (d )(a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (e )(l )(k )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(d )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(k )  Sequence ID: 1 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(e )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(e )(l )(k )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (e )(e )(k )(l )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (e )(e )(h )(l )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(k )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(e )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(k )(e )(i )  Sequence ID: 0 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(e )(a )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(k )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(a )(i )  Sequence ID: 0 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(e )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(l )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(l )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(k )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(e )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(i )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(e )(l )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(e )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(a )(l )  Sequence ID: 0 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (a )(a )(a )(i )  Sequence ID: 0 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(e )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(s )(e )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )(k )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )(e )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(k )(k )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(h )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(k )(d )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(e )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(k )(a )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(h )(l )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(e )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(l )(a )(k )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(a )(e )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(a )(a )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(t )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(l )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(k )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(k )(l )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(k )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(h )(l )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(g )(g )  Sequence ID: 0 2 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(e )(l )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(k )(e )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(e )(a )  Sequence ID: 0 1 2 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(a )(a )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(h )(v )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(h )(v )(h )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (l )(i )(e )(l )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(g )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(r )  Sequence ID: 1 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(l )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(l )(k )  Sequence ID: 0 1 2 4 5 6     support :  0,86 (6/7) 
  pattern 0:  (l )(e )(l )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )  Sequence ID: 0 1 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(l )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(k )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(d )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(h )(l )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(i )(l )  Sequence ID: 0 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(e )(l )  Sequence ID: 0 1 2 3 4 5     support :  0,86 (6/7) 
  pattern 0:  (l )(e )(e )(h )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(a )(k )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(a )(e )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(k )(l )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(k )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(k )(e )  Sequence ID: 0 1 2 4 6     support :  0,71 (5/7) 
  pattern 0:  (l )(a )(k )(a )  Sequence ID: 0 1 2 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(e )(l )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(e )(a )  Sequence ID: 0 1 2 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(a )(l )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(a )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(l )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(l )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(k )(l )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(k )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(k )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(k )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )(l )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(l )(e )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )(e )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )(a )  Sequence ID: 1 2 3 4 6     support :  0,71 (5/7) 
  pattern 0:  (k )(l )(a )(l )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(a )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(a )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(a )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(l )(t )  Sequence ID: 1 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(l )(a )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(k )(l )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(k )(e )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(k )(a )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(h )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(i )(l )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(i )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(g )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(k )(e )(l )  Sequence ID: 2 3 4 5 6     support :  0,71 (5/7) 
  pattern 0:  (k )(k )(e )(a )  Sequence ID: 1 2 3 6     support :  0,57 (4/7) 
  pattern 0:  (k )(h )(l )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(k )(l )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(k )(e )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(e )(l )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(g )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(l )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(l )(l )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(l )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(h )(l )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(i )(l )  Sequence ID: 0 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(e )(l )  Sequence ID: 1 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(e )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(k )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(k )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(i )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(e )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(e )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(a )(l )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(a )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(a )(a )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(h )(l )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(k )(e )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(k )(e )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(k )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (h )(a )(e )(a )  Sequence ID: 0 1 2 3     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(h )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(e )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(e )(e )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(l )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(k )(l )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(h )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (i )(k )(e )(l )  Sequence ID: 1 2 3 4 5     support :  0,71 (5/7) 
  pattern 0:  (i )(e )(e )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(e )(v )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(e )(l )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(l )(e )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(k )(e )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(k )(e )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(k )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (s )(a )(e )(a )  Sequence ID: 0 1 3 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(e )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(e )(l )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(l )(e )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(l )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(k )(e )(a )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (p )(e )(l )(r )  Sequence ID: 1 3 4 6     support :  0,57 (4/7) 
  L5 
  pattern 0:  (g )(l )(l )(k )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(k )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(k )(e )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(i )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(g )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(l )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (g )(l )(k )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (d )(l )(k )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (e )(l )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (a )(k )(e )(a )(l )  Sequence ID: 0 2 3 4     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(k )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(e )(l )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (a )(a )(k )(e )(a )  Sequence ID: 2 3 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )(k )(e )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(l )(g )(g )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(k )(l )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(k )(e )  Sequence ID: 1 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(h )(l )  Sequence ID: 0 1 2 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(k )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(a )(k )(e )  Sequence ID: 0 1 2 4     support :  0,57 (4/7) 
  pattern 0:  (l )(l )(a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(k )(g )(g )  Sequence ID: 2 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(g )(g )(i )  Sequence ID: 0 2 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(e )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(k )(a )(g )(g )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(l )  Sequence ID: 0 1 2 4 5     support :  0,71 (5/7) 
  pattern 0:  (l )(e )(l )(k )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(d )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(e )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )(i )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )(a )  Sequence ID: 0 1 4 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(e )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(e )(h )(l )  Sequence ID: 0 1 3 5     support :  0,57 (4/7) 
  pattern 0:  (l )(a )(k )(e )(l )  Sequence ID: 0 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(l )(k )(a )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(e )(l )(k )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(a )(k )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(l )(a )(a )(e )  Sequence ID: 1 2 4 6     support :  0,57 (4/7) 
  pattern 0:  (k )(i )(k )(e )(l )  Sequence ID: 2 3 4 5     support :  0,57 (4/7) 
  pattern 0:  (i )(l )(e )(e )(l )  Sequence ID: 1 2 3 5     support :  0,57 (4/7) 
  L6 
  pattern 0:  (g )(l )(l )(k )(e )(l )  Sequence ID: 0 2 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(k )(d )(l )  Sequence ID: 0 1 4 5     support :  0,57 (4/7) 
  pattern 0:  (l )(e )(l )(d )(g )(g )  Sequence ID: 0 4 5 6     support :  0,57 (4/7) 
 -------------------------------- Patterns count : 635===================================================



Hope this helps,

Philippe

H

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Re: Help plz
Posted by: del25
Date: March 24, 2017 12:57PM

hie... there a error coming in dis part of code...can anybody solve it
errors on line 1,6 and 8. saying object cannot be converted to list
and no suitable method found for add sequence



1. Sequence sequence = new Sequence();
2. for (String value : split) {
3. List<Integer> itemset = new ArrayList<Integer>();
4. Integer item = Integer.parseInt(value);
5. itemset.add(item);
6. sequence.addItemset(itemset.toArray());
7. }
8. sequences.add(sequence);

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Re: Help plz
Date: March 24, 2017 06:06PM

"object cannot be converted to list", means that you are trying to use an object that is not a List as if it was a list.

It is a problem related to the types of your variables.

Your object "sequence" is of type "Sequence".

In line 8, you are doing sequences.add(sequence). The likely cause of the error is that the method add() expects to receive a List but you are giving an object of type Sequence.

But since you did not show the whole code, I cannot see what is the definition of "sequences" or "add()"

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Re: Help plz
Posted by: del25
Date: March 25, 2017 08:16PM

hie
With the code that u gave for add sequence in the above ppost...

the output isnt coming right
the output is showimg this..

total count ~ 0ms
frequent sequence count ~ 0
max memory 0.0mb
thank you

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Re: Help plz
Date: March 26, 2017 05:38AM

The code in the above post by me, was in 2013, four years ago... It was for an old version of SPMF. It is possible that something has changed and that the code does not work. But I do not quite understand what you want to do. Do you want to do exactly what the person wanted to do in this post from 2013?

And besides, did you try changing the parameters? If you set minsup too high, then it is normal that no patterns are found. You should then try to set it lower.



Edited 1 time(s). Last edit at 03/26/2017 05:39AM by webmasterphilfv.

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Re: Help plz
Posted by: del25
Date: March 28, 2017 07:09AM

thankyou so mch for replying

i wanted to take input as words and not letters actually...
like for example cities

florida
new york
ohio
mumbai
etc
can u help me out to find the pattern between these cities



and thankyou so mch



Edited 1 time(s). Last edit at 03/28/2017 07:16AM by del25.

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Re: Help plz
Date: March 28, 2017 08:20AM

Hello,

I see. There is already some feature for handling text documents in SPMF.

You can look at this tutorial about using SPMF with text documents:

http://data-mining.philippe-fournier-viger.com/tutorial-how-to-discover-hidden-patterns-in-text-documents/

It explains how to use SPMF to do data mining on text documents.

After reading that tutorial, you could arrange your output to be similar to the output in the example provided.

Then, I think you would perhaps not even need to do programming ;-)

Best regards,

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