Banjo Manual

8/13/2019 Banjo Manual

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------------------------------------------------------------------------------ Banjo Bayesian Network Inference with Java Objects -- Release 2.2.0 15 Apr 2008 -- Licensed from Duke University -

- Copyright (c) 2005-08 by Alexander J. Hartemink -- All rights reserved -

------------------------------------------------------------------------------ Project: banjo static example

- User: demo- Dataset: 33-vars-320-observations- Notes: cluster results-----------------------------------------------------------------------------

Combined results from the 8 supplied XML files:

Original file: (path)\static.2008.06.06.12.59.41.xml

Network #1 of 10Score: -8503.5789330 2 25 30

1 2 4 192 1 1732 1 13

Original file: (path)\static.2008.06.06.12.59.01.xmlNetwork #2 of 10Score: -8504.7225

330 2 5 251 1 172 1 17

32 1 13

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P2% N#-#H%*%-& *2#* ?%0'(%& *2% &N%1'0'1 &%#-12%-; /( ,>- 1#&%8 B'H>C#*%? E((%#C'(A '&A,4%-(%? 6$ *2% 4#C>%& 0,- *2% '('*'#C *%HN%-#*>-%8 *2% 1,,C'(A 0#1*,-8 *2% -%#((%#C'(A

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-%#((%#C'(A;

P2% ,>*N>* -%C#*%? '(0,-H#*',(8 +2'12 '(1C>?%& *2% ,>*N>* ?'-%1*,-$8 *2% -%&>C*& 0'C% (#H%8*2% (>H6%- ,0 2'A2M&1,-'(A (%*+,-.& *-#1.%?8 *2% &*,NN'(A 1-'*%-'# b'( *%-H& ,0 *'H%8

(>H6%- ,0 (%*+,-.&8 ,- (>H6%- ,0 -%&*#-*&c8 #(? *2% C'H'* ,( '*%-#*',(& ,0 *2% '((%- &%#-12

C,,N b';%;8 *2% (>H6%- ,0 &%#-12 '*%-#*',(& *, 6% %F%1>*%? +'*2,>* 12%1.'(A *2% &*,NN'(A

1-'*%-'#c; /* #C&, '(1C>?%& *2% '(*%-4#C& *2#* 0%%?6#1. '(0,-H#*',( '? +-'**%( *, *2% &1-%%(b';%;8 *2% 1,(&,C%c #(? *, *2% -%&>C* 0'C%;

P2% N#-#H%*%-& 0,- >&'(A *2% N,&*MN-,1%&&'(A 0>(1*',(&8 +2'12 '(1C>?% *2% 1,HN>*#*',( ,0'(0C>%(1% &1,-%&8 #>*,H#*'1 ?,* ,>*N>* *, *%F* 0'C% #& +%CC #& '( 4#-',>& A-#N2'1& 0,-H#*&8

#(? *2% 1,HN>*#*',( ,0 # 1,(&%(&>& A-#N2;

E& HNC% ,>*N>* '& &2,+( 2%-%R

------------------------------------------------------------------------------ Banjo Bayesian Network Inference with Java Objects -- Release 2.0 1 Apr 2007 -- Licensed from Duke University -- Copyright (c) 2005-2007 by Alexander J. Hartemink -- All rights reserved ------------------------------------------------------------------------------- Project: banjo static example- User: demo- Dataset: 33-vars-320-observations- Notes: static bayesian network inference------------------------------------------------------------------------------ Settings file: data/static/static.settings.txt------------------------------------------------------------------------------ Input directory: data/static/input- Observations file: static.data.txt- Number of observations: 320- Number of variables: 33- Discretization policy: none- Exceptions to the discretization policy: none------------------------------------------------------------------------------ Initial structure file:

- 'Must be present' edges file: static.mandatory.str- 'Must not be present' edges file:- Min. Markov lag: 0- Max. Markov lag: 0- Max. parent count: 5- Equivalent sample size for Dirichlet parameter prior: 1.0------------------------------------------------------------------------------ Searcher: SimAnneal- Proposer: ProposerRandomLocalMove- Evaluator: defaulted to EvaluatorBDe- Cycle checker: CycleCheckerDFS- Decider: defaulted to DeciderMetropolis-----------------------------------------------------------------------------

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- Pre-compute logGamma: yes- Cache: fastLevel2------------------------------------------------------------------------------ Initial temperature: 1000- Cooling factor: 0.7- Reannealing temperature: 800- Max. accepted networks before cooling: 2500- Max. proposed networks before cooling: 10000- Min. accepted networks before reannealing: 500

------------------------------------------------------------------------------ Output directory: data/static/output- Report file: static.report.txt- Number of best networks tracked: 5- Best networks are: nonidentical- Max. time: 1.0 h- Min. networks before checking: 1000- Screen reporting interval: 3.0 m- File reporting interval: 10.0 m------------------------------------------------------------------------------ Compute influence scores: no- Compute consensus graph: no- Create consensus graph as HTML: no- Create 'dot' output: no- Location of 'dot': C:/Program Files/ATT/Graphviz/bin/dot.exe-----------------------------------------------------------------------------

Memory info before starting the search: Banjo is using 11 mb of memory

"#(7, 1#( #C&, ?'&NC#$ # l?'&1-%*'D#*',( -%N,-*m 0,- C'&*'(A &,H% ,0 *2% 1,-% 12#-#1*%-'&*'1& ,0 *2%

?#*# &>NNC'%? '( *2% ,6&%-4#*',(& 0'C%; /( ,>- 1#&%8 *2% ?#*# +#& #C-%#?$ ?'&1-%*%8 +'*2 4#C>%&

0-,H T *, ^8 &, (, ?'&1-%*'D#*',( +#& (%1%&-$; O,- *2'& -%#&,( *2% l?'&1-%*'D#*',( N,C'1$m

&%**'(A +#& &%* *, l(,(%m; P2% -%N,-* &'HNC$ ?%&1-'6%& *2% ,-'A'(#C ?#*# #(? +2#* +#& ?,(% *,

'* 6$ *2% ?'&1-%*'D#*',( N,C'1$8 '0 #($*2'(A;

------------------------------------------------------------------------------ Pre-processing Discretization report-----------------------------------------------------------------------------Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used |

| | | | points | points |-----------------------------------------------------------------------------

0 | none | 0.0 | 1.0 | 2 | 2 |1 | none | 0.0 | 3.0 | 4 | 4 |2 | none | 0.0 | 3.0 | 4 | 4 |3 | none | 0.0 | 3.0 | 4 | 4 |

29 | none | 0.0 | 3.0 | 4 | 4 |30 | none | 0.0 | 3.0 | 4 | 4 |31 | none | 0.0 | 3.0 | 4 | 4 |32 | none | 0.0 | 3.0 | 4 | 4 |

-----------------------------------------------------------------------------

/( "#(7, :8 *2% ?'&NC#$ ,0 *2% ?'&1-%*'D#*',( -%N,-* 1#( 6% 1,(*-,CC%? 6$ *2% %(? >&%- 4'# *2%

'/,!2,H#('/,2#I!2#8$G,38/2 &%**'(A8 +2'12 1#( *#.% *2% 4#C>%& l$8$,m8 l(2!$*!/*m b*2% -%N,-*

0,-H#* ?'&NC#$%? #6,4%c8 l6#2.J!33,*K!A+,(l b+2'12 '(1C>?%& # &>HH#-$ ,0 *2% H#NN'(A *,

*2% ?'&1-%*'D%? 4#C>%&c8 #(? l6#2.J!33,*!$*L/#1#$!AK!A+,(l b+2'12 1,(*#'(& # 1,HNC%*%

?%&1-'N*',( ,0 *2% H#NN'(Ad (,*% *2#* 0,- ?#*# &%*& +'*2 # C#-A% (>H6%- ,0 ?'&*'(1* 4#C>%&8 *2'&

-%&>C*& '( # C,* ,0 ?#*# 6%'(A ?'&NC#$%?c;

"#(7, *2%( &*#-*& *2% %F%1>*',( ,0 *2% &%#-128 #(? N-,4'?%& N%-',?'1 0%%?6#1. ,( '*& N-,A-%&&R

'( ,>- 1#&%8 *2% H#F; *'H% #CC,**%? 0,- *2% &%#-12 +#& gT H'(>*%&8 #(? +% 2#? -%S>%&*%? #

N-,A-%&& -%N,-*& %4%-$ ^ H'(>*%&; /( #??'*',(8 +% '(&*->1*%? "#(7, *2#* *2% '(*%-H%?'#*%

-%&>C*& 6% %? *, 0'C% %4%-$ ZT H'(>*%&;

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Starting search at 8/31/06 1:04:53 PMPrep. time used: 953.0 msBeginning to search: expect a status report in 3.0 m

Status: Networks 25349900Time 3.0 m ( 5.0% of max. 1.0 h)Re-anneals 266

Banjo is using 11 mb of memory

Status: Networks 51209600Time 6.0 m ( 10.0% of max. 1.0 h)Re-anneals 537Banjo is using 11 mb of memory


O'(#CC$8 +2%( *2% H#F'H>H #CC,**%? &%#-12 *'H% ,- (>H6%- ,0 &%#-12 C,,N& '& -%#12%?8 "#(7,

N-'(*& ,>* *2% &%#-12 -%&>C*&8 +2'12 '(1C>?%& *2% ( 6%&* (%*+,-.& s '( ,>- 1#&% *2% &'(AC% 6%&*(%*+,-. s #(? # &%* ,0 &*#*'&*'1#C '(0,-H#*',( 1,CC%1*%? 6$ *2% &%#-12 1,HN,(%(*&; B'(1% %#12

?#*# &%* 2#& '*& ,+( >('S>% 12#-#1*%-'&*'1&8 *2% &*#*'&*'1& #-% 2%CN0>C '( *>('(A # &%#-12

&*-#*%A$;


Status: Networks 518834300Time 1.0 h (100.0% of max. 1.0 h)Re-anneals 5440Banjo is using 11 mb of memory

------------------------------------------------------------------------------ Final report Best network(s) overall-----------------------------------------------------------------------------These are the 5 top-scoring non-identical networks found during the search:

Network #1, score: -8451.65, first found at iteration 164065386330 2 5 251 1 172 1 173 1 5

29 1 1330 1 031 1 2932 1 13

Network #2,

------------------------------------------------------------------------------ Search Statistics-----------------------------------------------------------------------------

Statistics collected in searcher 'SearcherSimAnneal':Search completed at 8/31/06 2:04:53 PMNumber of networks examined: 518834300Total time used: 1.0 hHigh score: -8451.65, first found at iteration 164065386

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Number of re-anneals: 5440

Statistics collected in proposer 'ProposerRandomLocalMove':Additions -- proposed: 173576103Deletions -- proposed: 172645027Reversals -- proposed: 172613169

Statistics collected in cycle checker 'CycleCheckerDFS':Additions -- considered: 173576103, acyclic: 157439233

Deletions -- considered: 172645027, acyclic: 172645027Reversals -- considered: 172613169, acyclic: 169869811

Statistics collected in evaluator 'EvaluatorBDe':Scores computed: 15424311Scores (cache) placed fetched

with 0 parents: 33 285857828with 1 parents: 1056 154165202with 2 parents: 16368 209307755with 3 parents: 14092605 4972684with 4 parents: 1198133 107711with 5 parents: 116116 5881

Statistics collected in decider 'DeciderMetropolis':Additions -- considered: 157439233, better score: 22710155, other accepted:

41811555Deletions -- considered: 172645027, better score: 41864242, other accepted:

22657459

Reversals -- considered: 169869811, better score: 48425220, other accepted:21930375Average permissivity: 0.223

No Statistics collected in equivalence checker 'EquivalenceCheckerSkip'.

Memory info after completing the search: Banjo is using 11 mb of memory

PD9)"#"5'%# %- 5;+ T+(1)5(

"#(7, &>NNC'%& *2% ,6*#'(%? 2'A2M&1,-'(A "#$%&'#( (%*+,-. '( *2% 0,CC,+'(A 0,-H b*2% ?#*# 0,-

(,?%& '? J e *, '? J :U '& ,H'**%?cR

Network #1, score: -8451.65, first found at iteration 164065386330 2 5 251 1 172 1 173 1 5

29 1 1330 1 031 1 2932 1 13

P2% 0'-&* C'(% '(?'1#*%& *2% &1,-% bMUefZ;gfc #(? +2%( '* +#& 0'-&* %(1,>(*%-%? b'*%-#*',(

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K'(% : '(?'1#*%& *2#* *2% (>H6%- ,0 4#-'#6C%& '( *2% (%*+,-. '& ^^;

K'(%& ^ *, ^f b,(% 0,- %#12 ,0 *2% ^^ 4#-'#6C%&c 0'-&* C'&* *2% '? ,0 # 4#-'#6C%8 *2%( *2% (>H6%- ,0

N#-%(*&8 #(? *2%( # C'&*'(A ,0 *2% N#-%(*&; \;A;8 lT : f :fm H%#(& *2#* 4#-'#6C% '? J T 2#& :

N#-%(*&8 (#H%C$ '? J f #(? '? J :f;

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,>*N>* C,,.& C'.% *2'&; ),*% *2#* +% >&%? *2% 4#-'#6C%)#H%& &%**'(A *, ?'&NC#$ *2% (#H% ,0 %#12

4#-'#6C% b+% #&&'A(%? 4#-'#6C% l'm *2% (#H% l9'm8 0,- ' 0-,H T *, ^:c

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23/89

- Input directory: data/dynamic/input- Observations file: dynamic.data.txt- Number of observations (in file): 2000- Number of observations used for learning DBN: 1999- Number of variables: 20- Discretization policy: none- Exceptions to the discretization policy: none------------------------------------------------------------------------------ Initial structure file:

- 'Must be present' edges file:- 'Must not be present' edges file:- Min. Markov lag: 1- Max. Markov lag: 1- DBN mandatory identity lag(s): 1- Max. parent count: 5- Equivalent sample size for Dirichlet parameter prior: 1.0------------------------------------------------------------------------------ Searcher: SearcherGreedy- Proposer: ProposerAllLocalMoves- Evaluator: defaulted to EvaluatorBDe- Cycle checker: CycleCheckerDFS- Decider: defaulted to DeciderGreedy------------------------------------------------------------------------------ Pre-compute logGamma: yes- Cache: fastLevel2------------------------------------------------------------------------------ Min. proposed networks after high score: 1000

- Min. proposed networks before restart: 3000- Max. proposed networks before restart: 5000- Restart method: use random network- with max. parent count: 3------------------------------------------------------------------------------ Output directory: data/dynamic/output- Report file: dynamic.report.txt- Number of best networks tracked: 5- Best networks are: nonidentical- Max. time: 3.0 m- Min. networks before checking: 1000- Screen reporting interval: 20.0 s- File reporting interval: 10.0 m------------------------------------------------------------------------------ Compute influence scores: no- Compute consensus graph: no- Create consensus graph as HTML: no- Create 'dot' output: no

- Location of 'dot': not supplied-----------------------------------------------------------------------------

------------------------------------------------------------------------------ Pre-processing Discretization report-----------------------------------------------------------------------------Variable | Discr. | Min. Val. | Max. Val. | Orig. | Used |

| | | | points | points |-----------------------------------------------------------------------------

0 | none | 0.0 | 2.0 | 3 | 3 |1 | none | 0.0 | 2.0 | 3 | 3 |2 | none | 0.0 | 2.0 | 3 | 3 |3 | none | 0.0 | 2.0 | 3 | 3 |4 | none | 0.0 | 2.0 | 3 | 3 |5 | none | 0.0 | 2.0 | 3 | 3 |6 | none | 0.0 | 2.0 | 3 | 3 |7 | none | 0.0 | 2.0 | 3 | 3 |8 | none | 0.0 | 2.0 | 3 | 3 |

9 | none | 0.0 | 2.0 | 3 | 3 |10 | none | 0.0 | 2.0 | 3 | 3 |11 | none | 0.0 | 2.0 | 3 | 3 |12 | none | 0.0 | 2.0 | 3 | 3 |13 | none | 0.0 | 2.0 | 3 | 3 |14 | none | 0.0 | 2.0 | 3 | 3 |15 | none | 0.0 | 2.0 | 3 | 3 |16 | none | 0.0 | 2.0 | 3 | 3 |17 | none | 0.0 | 2.0 | 3 | 3 |18 | none | 0.0 | 2.0 | 3 | 3 |19 | none | 0.0 | 2.0 | 3 | 3 |

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"#(7, *2%( N-,4'?%& N%-',?'1 0%%?6#1. ,( '*& N-,A-%&&8 #(?8 +2%( *2% &%#-12 '& 1,HNC%*%?8 '*

&>NNC'%& *2% 0'(#C -%&>C*&; /( ,>- 1#&% *2'& '(1C>?%& *2% f 2'A2%&* &1,-'(A (%*+,-.&8 *2%

&*#*'&*'1#C '(0,-H#*',( #6,>* *2% &%#-128 # 6#&'1 ,>*N>* ,0 *2% 6%&* (%*+,-. 0,- A%(%-#*'(A #

A-#N2 '( ?,*8 #(? *2% C'&* ,0 '(0C>%(1% &1,-%&;

Memory info before starting the search: Banjo is using 12 mb of memory

Starting search at 8/31/06 10:46:08 AMPrep. time used: 1.3 sBeginning to search: expect a status report in 20 s

Status: Networks 376201Time 20.05 s ( 11.1% of max. 3.0 m)Restarts 65Banjo is using 13 mb of memory

Status: Networks 758101Time 40.06 s ( 22.2% of max. 3.0 m)Restarts 132Banjo is using 12 mb of memory

Status: Networks 2991361Time 2.67 m ( 88.9% of max. 3.0 m)Restarts 524Banjo is using 12 mb of memory

Status: Networks 3373261Time 3.0 m (100.0% of max. 3.0 m)Restarts 591Banjo is using 12 mb of memory

------------------------------------------------------------------------------ Final report Best network(s) overall-----------------------------------------------------------------------------These are the 5 top-scoring non-identical networks found during the search:

Network #1, score: -15935.29, first found at iteration 4941200 1: 2 0 71 1: 1 12 1: 3 0 1 23 1: 2 2 34 1: 2 1 45 1: 2 4 56 1: 1 67 1: 2 3 78 1: 2 3 89 1: 3 5 6 9

10 1: 3 8 9 1011 1: 2 10 1112 1: 1 1213 1: 1 1314 1: 1 1415 1: 1 1516 1: 1 1617 1: 1 1718 1: 1 1819 1: 1 19

Network #2, score: -15939.38, first found at iteration 4561200 1: 2 0 71 1: 1 12 1: 3 0 1 23 1: 2 2 34 1: 2 1 45 1: 2 4 56 1: 1 6

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7 1: 2 3 78 1: 2 3 89 1: 2 5 9

10 1: 3 8 9 1011 1: 2 10 1112 1: 1 1213 1: 1 1314 1: 1 1415 1: 1 15

16 1: 1 1617 1: 1 1718 1: 1 1819 1: 1 19

Network #3, score: -15986.77, first found at iteration 4181200 1: 2 0 71 1: 1 12 1: 3 0 1 23 1: 2 2 34 1: 2 1 45 1: 2 4 56 1: 1 67 1: 2 3 78 1: 2 3 89 1: 2 5 9

10 1: 2 9 10

11 1: 2 10 1112 1: 1 1213 1: 1 1314 1: 1 1415 1: 1 1516 1: 1 1617 1: 1 1718 1: 1 1819 1: 1 19

Network #4, score: -15996.63, first found at iteration 3801200 1: 2 0 71 1: 1 12 1: 3 0 1 23 1: 2 2 34 1: 2 1 45 1: 2 4 5

6 1: 1 67 1: 2 3 78 1: 2 3 89 1: 2 5 9

10 1: 1 1011 1: 2 10 1112 1: 1 1213 1: 1 1314 1: 1 1415 1: 1 1516 1: 1 1617 1: 1 1718 1: 1 1819 1: 1 19

Network #5, score: -16061.54, first found at iteration 3421200 1: 2 0 7

1 1: 1 12 1: 3 0 1 23 1: 2 2 34 1: 2 1 45 1: 2 4 56 1: 1 67 1: 2 3 78 1: 2 3 89 1: 1 9

10 1: 1 1011 1: 2 10 1112 1: 1 1213 1: 1 13

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14 1: 1 1415 1: 1 1516 1: 1 1617 1: 1 1718 1: 1 1819 1: 1 19

------------------------------------------------------------------------------ Search Statistics

-----------------------------------------------------------------------------

Statistics collected in searcher 'SearcherGreedy':Search completed at 8/31/06 10:49:08 AMNumber of networks examined: 3075721Total time used: 3.0 mHigh score: -15935.29, first found at iteration 4941Number of restarts: 539

Statistics collected in proposer 'ProposerAllLocalMoves':Additions -- proposed: 3019628Deletions -- proposed: 56092Reversals -- proposed: 0 (min. Markov lag = 1)

Statistics collected in cycle checker 'CycleCheckerDFS':Additions -- no cyclicity test necessaryDeletions -- no cyclicity test necessaryReversals -- none proposed

Statistics collected in evaluator 'EvaluatorBDeOriginal':Scores computed: 820787Scores (cache) placed fetched

with 0 parents: 0 0with 1 parents: 20 55034with 2 parents: 380 2140957with 3 parents: 727674 70156with 4 parents: 92713 8080with 5 parents: 0 0

Statistics collected in decider 'DeciderGreedy':Additions -- considered: 7016, better score: 7016Deletions -- considered: 1078, better score: 0Reversals -- considered: 0 (min. Markov lag = 1)

No Statistics collected in equivalence checker 'EquivalenceCheckerSkip'.

Memory info after completing the search: Banjo is using 12 mb of memory

------------------------------------------------------------------------------ Post-processing DOT graphics format output-----------------------------------------------------------------------------

digraph abstract {

label = "Banjo Version 1.0.0\nHigh scoring network, score: -15935.29\nProject:banjo dynamic example\nUser: demo\nData set: 20-vars-2000-temporal-observations\nNetworks searched: 3075721";labeljust="l";

7->0;0->2;1->2;2->3;1->4;

4->5;3->7;3->8;5->9;6->9;8->10;9->10;10->11;

}

------------------------------------------------------------------------------ Post-processing Influence scores

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-----------------------------------------------------------------------------

Influence score for (7,1) -> (0,0) -0.4377Influence score for (0,1) -> (0,0) 0.7398Influence score for (1,1) -> (1,0) 0.8321Influence score for (2,1) -> (2,0) 0.7182Influence score for (1,1) -> (2,0) -0.2764Influence score for (0,1) -> (2,0) 0.1788Influence score for (3,1) -> (3,0) 0.7487

Influence score for (2,1) -> (3,0) 0.4088Influence score for (4,1) -> (4,0) 0.831Influence score for (1,1) -> (4,0) 0.2829Influence score for (5,1) -> (5,0) 0.7699Influence score for (4,1) -> (5,0) -0.3771Influence score for (6,1) -> (6,0) 0.8502Influence score for (7,1) -> (7,0) 0.7327Influence score for (3,1) -> (7,0) 0.4538Influence score for (8,1) -> (8,0) 0.759Influence score for (3,1) -> (8,0) -0.4027Influence score for (9,1) -> (9,0) 0.693Influence score for (6,1) -> (9,0) -0.1581Influence score for (5,1) -> (9,0) 0.3163Influence score for (10,1) -> (10,0) 0.6724Influence score for (9,1) -> (10,0) 0.1913Influence score for (8,1) -> (10,0) 0.3029Influence score for (11,1) -> (11,0) 0.7665Influence score for (10,1) -> (11,0) -0.4201

Influence score for (12,1) -> (12,0) 0.8469Influence score for (13,1) -> (13,0) 0.8396Influence score for (14,1) -> (14,0) 0.8457Influence score for (15,1) -> (15,0) 0.8427Influence score for (16,1) -> (16,0) 0.8625Influence score for (17,1) -> (17,0) 0.8746Influence score for (18,1) -> (18,0) 0.8476Influence score for (19,1) -> (19,0) 0.8608

PD9)"#"5'%# %- 5;+ T+(1)5(

P2% ,6*#'(%? 2'A2M&1,-'(A "#$%&'#( (%*+,-. '& &>NNC'%? '( *2% 0,CC,+'(A 0,-H b*2% ?#*# 0,-

(,?%& '? J e *, '? J Z[ '& ,H'**%?cR

Network #1, score: -15935.29, first found at iteration 4941200 1: 2 0 71 1: 1 12 1: 3 0 1 23 1: 2 2 3

18 1: 1 1819 1: 1 19

/( "#(7, :8 +% ,H'* *2% b-%?>(?#(*c ?#*# 0,- C#A& *2#* #-% C%&& *2#( *2% &N%1'0'%? H'('H>H

_#-.,4 C#A; O,- 'CC>&*-#*',(8 +% &2,+ +2#* *2% ,>*N>* +,>C? 2#4% 6%%( '( "#(7, Z;TR

[Deprecated Banjo 1.0 format]Network #1, score: -15935.2860609, first found at iteration 4941200 0: 0 1: 2 0 71 0: 0 1: 1 12 0: 0 1: 3 0 1 23 0: 0 1: 2 2 3

18 0: 0 1: 1 1819 0: 0 1: 1 19

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P2% 0'-&* C'(% '(?'1#*%& *2% -#(.'(A ,0 *2% (%*+,-. b2%-%R rZc8 #(? '*& #&&,1'#*%? &1,-% b2%-%R

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