Large-scale neural model of visual short-term memory (Ulloa, Horwitz 2016; Horwitz, et al. 2005,...)

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Accession:206337
Large-scale neural model of visual short term memory embedded into a 998-node connectome. The model simulates electrical activity across neuronal populations of a number of brain regions and converts that activity into fMRI and MEG time-series. The model uses a neural simulator developed at the Brain Imaging and Modeling Section of the National Institutes of Health.
References:
1 . Tagamets MA, Horwitz B (1998) Integrating electrophysiological and anatomical experimental data to create a large-scale model that simulates a delayed match-to-sample human brain imaging study. Cereb Cortex 8:310-20 [PubMed]
2 . Ulloa A, Horwitz B (2016) Embedding Task-Based Neural Models into a Connectome-Based Model of the Cerebral Cortex. Front Neuroinform 10:32 [PubMed]
3 . Horwitz B, Warner B, Fitzer J, Tagamets MA, Husain FT, Long TW (2005) Investigating the neural basis for functional and effective connectivity. Application to fMRI. Philos Trans R Soc Lond B Biol Sci 360:1093-108 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Realistic Network;
Brain Region(s)/Organism: Prefrontal cortex (PFC);
Cell Type(s):
Channel(s):
Gap Junctions:
Receptor(s):
Gene(s):
Transmitter(s):
Simulation Environment: Python;
Model Concept(s): Working memory;
Implementer(s): Ulloa, Antonio [antonio.ulloa at alum.bu.edu];
/
lsnm_in_python-master
visual_model
subject_netgettest
output.36trials
attsefd2.w
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attvatts.w
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lgnsev1h.bak
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lgnsev1v.bak
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netgen1 *
weightslist.txt
                            
% Tue May 24 15:52:21 2016

% Input Layer: (9, 9)
% Output Layer: (9, 9)
% Fanout Size: (4, 4)

Connect(exss, ev4h)  {
  From:  (1, 1)  {
    ([ 8, 8]  0.001057)     ([ 8, 9]  0.000957)     ([ 8, 1]  0.001682)     ([ 8, 2]  0.001707) 
    ([ 9, 8]  0.001681)     ([ 9, 9]  0.001096)     ([ 9, 1]  0.001024)     ([ 9, 2]  0.001067) 
    ([ 1, 8]  0.001439)     ([ 1, 9]  0.001551)     ([ 1, 1]  0.000750)     ([ 1, 2]  0.001032) 
    ([ 2, 8]  0.001409)     ([ 2, 9]  0.001827)     ([ 2, 1]  0.000933)     ([ 2, 2]  0.000864) 
  }
  From:  (1, 2)  {
    ([ 8, 9]  0.001667)     ([ 8, 1]  0.001477)     ([ 8, 2]  0.000905)     ([ 8, 3]  0.001220) 
    ([ 9, 9]  0.000650)     ([ 9, 1]  0.000780)     ([ 9, 2]  0.000973)     ([ 9, 3]  0.000889) 
    ([ 1, 9]  0.000725)     ([ 1, 1]  0.001228)     ([ 1, 2]  0.001195)     ([ 1, 3]  0.000808) 
    ([ 2, 9]  0.000654)     ([ 2, 1]  0.001096)     ([ 2, 2]  0.001266)     ([ 2, 3]  0.001803) 
  }
  From:  (1, 3)  {
    ([ 8, 1]  0.000709)     ([ 8, 2]  0.001102)     ([ 8, 3]  0.001040)     ([ 8, 4]  0.001611) 
    ([ 9, 1]  0.001250)     ([ 9, 2]  0.000776)     ([ 9, 3]  0.000816)     ([ 9, 4]  0.001067) 
    ([ 1, 1]  0.001719)     ([ 1, 2]  0.001371)     ([ 1, 3]  0.001688)     ([ 1, 4]  0.001800) 
    ([ 2, 1]  0.000902)     ([ 2, 2]  0.000757)     ([ 2, 3]  0.001751)     ([ 2, 4]  0.001842) 
  }
  From:  (1, 4)  {
    ([ 8, 2]  0.001497)     ([ 8, 3]  0.000693)     ([ 8, 4]  0.000751)     ([ 8, 5]  0.000764) 
    ([ 9, 2]  0.001475)     ([ 9, 3]  0.001555)     ([ 9, 4]  0.001386)     ([ 9, 5]  0.001045) 
    ([ 1, 2]  0.001822)     ([ 1, 3]  0.000775)     ([ 1, 4]  0.000956)     ([ 1, 5]  0.001766) 
    ([ 2, 2]  0.001081)     ([ 2, 3]  0.001806)     ([ 2, 4]  0.001174)     ([ 2, 5]  0.001174) 
  }
  From:  (1, 5)  {
    ([ 8, 3]  0.001817)     ([ 8, 4]  0.001166)     ([ 8, 5]  0.001092)     ([ 8, 6]  0.001666) 
    ([ 9, 3]  0.000676)     ([ 9, 4]  0.001027)     ([ 9, 5]  0.001210)     ([ 9, 6]  0.001297) 
    ([ 1, 3]  0.001760)     ([ 1, 4]  0.000771)     ([ 1, 5]  0.001712)     ([ 1, 6]  0.001486) 
    ([ 2, 3]  0.000791)     ([ 2, 4]  0.000710)     ([ 2, 5]  0.001575)     ([ 2, 6]  0.001380) 
  }
  From:  (1, 6)  {
    ([ 8, 4]  0.001567)     ([ 8, 5]  0.001152)     ([ 8, 6]  0.000819)     ([ 8, 7]  0.001589) 
    ([ 9, 4]  0.001588)     ([ 9, 5]  0.000979)     ([ 9, 6]  0.001199)     ([ 9, 7]  0.001005) 
    ([ 1, 4]  0.001454)     ([ 1, 5]  0.001747)     ([ 1, 6]  0.001174)     ([ 1, 7]  0.001411) 
    ([ 2, 4]  0.001238)     ([ 2, 5]  0.000777)     ([ 2, 6]  0.001403)     ([ 2, 7]  0.001533) 
  }
  From:  (1, 7)  {
    ([ 8, 5]  0.000801)     ([ 8, 6]  0.001376)     ([ 8, 7]  0.001072)     ([ 8, 8]  0.000704) 
    ([ 9, 5]  0.000779)     ([ 9, 6]  0.000687)     ([ 9, 7]  0.001428)     ([ 9, 8]  0.001352) 
    ([ 1, 5]  0.000664)     ([ 1, 6]  0.000956)     ([ 1, 7]  0.001238)     ([ 1, 8]  0.001586) 
    ([ 2, 5]  0.000885)     ([ 2, 6]  0.001590)     ([ 2, 7]  0.001284)     ([ 2, 8]  0.000656) 
  }
  From:  (1, 8)  {
    ([ 8, 6]  0.000824)     ([ 8, 7]  0.001799)     ([ 8, 8]  0.000987)     ([ 8, 9]  0.000864) 
    ([ 9, 6]  0.001731)     ([ 9, 7]  0.001061)     ([ 9, 8]  0.000808)     ([ 9, 9]  0.001709) 
    ([ 1, 6]  0.000758)     ([ 1, 7]  0.001107)     ([ 1, 8]  0.001708)     ([ 1, 9]  0.000751) 
    ([ 2, 6]  0.000804)     ([ 2, 7]  0.001836)     ([ 2, 8]  0.000788)     ([ 2, 9]  0.001058) 
  }
  From:  (1, 9)  {
    ([ 8, 7]  0.000790)     ([ 8, 8]  0.001020)     ([ 8, 9]  0.001148)     ([ 8, 1]  0.000738) 
    ([ 9, 7]  0.000948)     ([ 9, 8]  0.001295)     ([ 9, 9]  0.001191)     ([ 9, 1]  0.000660) 
    ([ 1, 7]  0.000859)     ([ 1, 8]  0.001476)     ([ 1, 9]  0.001255)     ([ 1, 1]  0.001495) 
    ([ 2, 7]  0.000772)     ([ 2, 8]  0.001667)     ([ 2, 9]  0.000774)     ([ 2, 1]  0.001145) 
  }
  From:  (2, 1)  {
    ([ 9, 8]  0.000748)     ([ 9, 9]  0.001542)     ([ 9, 1]  0.001679)     ([ 9, 2]  0.001297) 
    ([ 1, 8]  0.001025)     ([ 1, 9]  0.001049)     ([ 1, 1]  0.001483)     ([ 1, 2]  0.001102) 
    ([ 2, 8]  0.001233)     ([ 2, 9]  0.001566)     ([ 2, 1]  0.001075)     ([ 2, 2]  0.001785) 
    ([ 3, 8]  0.000711)     ([ 3, 9]  0.000907)     ([ 3, 1]  0.001586)     ([ 3, 2]  0.001439) 
  }
  From:  (2, 2)  {
    ([ 9, 9]  0.001799)     ([ 9, 1]  0.001300)     ([ 9, 2]  0.001493)     ([ 9, 3]  0.001544) 
    ([ 1, 9]  0.001725)     ([ 1, 1]  0.001199)     ([ 1, 2]  0.001268)     ([ 1, 3]  0.001127) 
    ([ 2, 9]  0.001440)     ([ 2, 1]  0.000659)     ([ 2, 2]  0.001304)     ([ 2, 3]  0.000827) 
    ([ 3, 9]  0.001616)     ([ 3, 1]  0.000776)     ([ 3, 2]  0.001571)     ([ 3, 3]  0.001534) 
  }
  From:  (2, 3)  {
    ([ 9, 1]  0.000772)     ([ 9, 2]  0.000948)     ([ 9, 3]  0.000977)     ([ 9, 4]  0.001450) 
    ([ 1, 1]  0.001542)     ([ 1, 2]  0.000968)     ([ 1, 3]  0.000658)     ([ 1, 4]  0.000661) 
    ([ 2, 1]  0.000799)     ([ 2, 2]  0.000848)     ([ 2, 3]  0.001572)     ([ 2, 4]  0.001294) 
    ([ 3, 1]  0.001690)     ([ 3, 2]  0.001409)     ([ 3, 3]  0.001674)     ([ 3, 4]  0.000911) 
  }
  From:  (2, 4)  {
    ([ 9, 2]  0.001267)     ([ 9, 3]  0.001016)     ([ 9, 4]  0.001293)     ([ 9, 5]  0.000917) 
    ([ 1, 2]  0.001408)     ([ 1, 3]  0.000824)     ([ 1, 4]  0.001811)     ([ 1, 5]  0.001205) 
    ([ 2, 2]  0.001304)     ([ 2, 3]  0.001633)     ([ 2, 4]  0.000792)     ([ 2, 5]  0.001302) 
    ([ 3, 2]  0.000894)     ([ 3, 3]  0.001315)     ([ 3, 4]  0.001714)     ([ 3, 5]  0.000947) 
  }
  From:  (2, 5)  {
    ([ 9, 3]  0.001295)     ([ 9, 4]  0.000939)     ([ 9, 5]  0.000731)     ([ 9, 6]  0.000903) 
    ([ 1, 3]  0.001824)     ([ 1, 4]  0.001580)     ([ 1, 5]  0.001796)     ([ 1, 6]  0.001098) 
    ([ 2, 3]  0.000972)     ([ 2, 4]  0.001395)     ([ 2, 5]  0.001248)     ([ 2, 6]  0.000716) 
    ([ 3, 3]  0.000854)     ([ 3, 4]  0.001834)     ([ 3, 5]  0.001124)     ([ 3, 6]  0.001294) 
  }
  From:  (2, 6)  {
    ([ 9, 4]  0.001407)     ([ 9, 5]  0.000778)     ([ 9, 6]  0.000924)     ([ 9, 7]  0.000954) 
    ([ 1, 4]  0.001485)     ([ 1, 5]  0.001199)     ([ 1, 6]  0.000875)     ([ 1, 7]  0.001819) 
    ([ 2, 4]  0.000802)     ([ 2, 5]  0.000860)     ([ 2, 6]  0.000661)     ([ 2, 7]  0.000953) 
    ([ 3, 4]  0.001006)     ([ 3, 5]  0.001526)     ([ 3, 6]  0.001512)     ([ 3, 7]  0.001019) 
  }
  From:  (2, 7)  {
    ([ 9, 5]  0.001342)     ([ 9, 6]  0.001297)     ([ 9, 7]  0.001654)     ([ 9, 8]  0.001079) 
    ([ 1, 5]  0.000977)     ([ 1, 6]  0.000790)     ([ 1, 7]  0.001041)     ([ 1, 8]  0.001669) 
    ([ 2, 5]  0.000838)     ([ 2, 6]  0.001740)     ([ 2, 7]  0.001418)     ([ 2, 8]  0.001509) 
    ([ 3, 5]  0.000982)     ([ 3, 6]  0.000746)     ([ 3, 7]  0.000705)     ([ 3, 8]  0.001144) 
  }
  From:  (2, 8)  {
    ([ 9, 6]  0.000886)     ([ 9, 7]  0.001173)     ([ 9, 8]  0.001553)     ([ 9, 9]  0.001313) 
    ([ 1, 6]  0.001559)     ([ 1, 7]  0.001149)     ([ 1, 8]  0.001608)     ([ 1, 9]  0.001155) 
    ([ 2, 6]  0.001344)     ([ 2, 7]  0.001368)     ([ 2, 8]  0.001068)     ([ 2, 9]  0.000737) 
    ([ 3, 6]  0.000949)     ([ 3, 7]  0.000826)     ([ 3, 8]  0.001047)     ([ 3, 9]  0.001486) 
  }
  From:  (2, 9)  {
    ([ 9, 7]  0.001042)     ([ 9, 8]  0.001592)     ([ 9, 9]  0.001216)     ([ 9, 1]  0.001440) 
    ([ 1, 7]  0.001278)     ([ 1, 8]  0.001596)     ([ 1, 9]  0.001775)     ([ 1, 1]  0.001506) 
    ([ 2, 7]  0.000733)     ([ 2, 8]  0.001264)     ([ 2, 9]  0.000850)     ([ 2, 1]  0.000909) 
    ([ 3, 7]  0.001181)     ([ 3, 8]  0.001644)     ([ 3, 9]  0.001339)     ([ 3, 1]  0.001446) 
  }
  From:  (3, 1)  {
    ([ 1, 8]  0.001677)     ([ 1, 9]  0.001838)     ([ 1, 1]  0.000888)     ([ 1, 2]  0.000834) 
    ([ 2, 8]  0.001349)     ([ 2, 9]  0.001733)     ([ 2, 1]  0.001151)     ([ 2, 2]  0.000759) 
    ([ 3, 8]  0.001571)     ([ 3, 9]  0.001406)     ([ 3, 1]  0.000996)     ([ 3, 2]  0.000975) 
    ([ 4, 8]  0.000908)     ([ 4, 9]  0.001498)     ([ 4, 1]  0.001135)     ([ 4, 2]  0.000881) 
  }
  From:  (3, 2)  {
    ([ 1, 9]  0.001098)     ([ 1, 1]  0.001329)     ([ 1, 2]  0.001415)     ([ 1, 3]  0.000665) 
    ([ 2, 9]  0.001562)     ([ 2, 1]  0.001641)     ([ 2, 2]  0.001290)     ([ 2, 3]  0.001159) 
    ([ 3, 9]  0.001308)     ([ 3, 1]  0.001577)     ([ 3, 2]  0.000730)     ([ 3, 3]  0.001511) 
    ([ 4, 9]  0.001170)     ([ 4, 1]  0.001731)     ([ 4, 2]  0.001729)     ([ 4, 3]  0.000862) 
  }
  From:  (3, 3)  {
    ([ 1, 1]  0.001210)     ([ 1, 2]  0.001633)     ([ 1, 3]  0.001677)     ([ 1, 4]  0.001122) 
    ([ 2, 1]  0.001252)     ([ 2, 2]  0.001679)     ([ 2, 3]  0.001356)     ([ 2, 4]  0.001211) 
    ([ 3, 1]  0.001768)     ([ 3, 2]  0.001620)     ([ 3, 3]  0.000700)     ([ 3, 4]  0.000789) 
    ([ 4, 1]  0.001217)     ([ 4, 2]  0.000940)     ([ 4, 3]  0.001620)     ([ 4, 4]  0.000888) 
  }
  From:  (3, 4)  {
    ([ 1, 2]  0.001234)     ([ 1, 3]  0.000887)     ([ 1, 4]  0.001706)     ([ 1, 5]  0.001309) 
    ([ 2, 2]  0.001068)     ([ 2, 3]  0.001060)     ([ 2, 4]  0.001435)     ([ 2, 5]  0.000737) 
    ([ 3, 2]  0.001826)     ([ 3, 3]  0.000654)     ([ 3, 4]  0.001555)     ([ 3, 5]  0.000781) 
    ([ 4, 2]  0.001830)     ([ 4, 3]  0.000910)     ([ 4, 4]  0.001445)     ([ 4, 5]  0.001353) 
  }
  From:  (3, 5)  {
    ([ 1, 3]  0.000937)     ([ 1, 4]  0.001243)     ([ 1, 5]  0.000722)     ([ 1, 6]  0.000945) 
    ([ 2, 3]  0.001047)     ([ 2, 4]  0.000842)     ([ 2, 5]  0.001264)     ([ 2, 6]  0.001779) 
    ([ 3, 3]  0.001268)     ([ 3, 4]  0.001665)     ([ 3, 5]  0.001540)     ([ 3, 6]  0.001305) 
    ([ 4, 3]  0.000880)     ([ 4, 4]  0.000652)     ([ 4, 5]  0.001663)     ([ 4, 6]  0.001276) 
  }
  From:  (3, 6)  {
    ([ 1, 4]  0.000656)     ([ 1, 5]  0.001286)     ([ 1, 6]  0.001269)     ([ 1, 7]  0.001222) 
    ([ 2, 4]  0.001208)     ([ 2, 5]  0.001195)     ([ 2, 6]  0.001636)     ([ 2, 7]  0.001434) 
    ([ 3, 4]  0.001613)     ([ 3, 5]  0.001582)     ([ 3, 6]  0.001018)     ([ 3, 7]  0.001393) 
    ([ 4, 4]  0.001582)     ([ 4, 5]  0.001193)     ([ 4, 6]  0.001715)     ([ 4, 7]  0.001231) 
  }
  From:  (3, 7)  {
    ([ 1, 5]  0.001725)     ([ 1, 6]  0.000789)     ([ 1, 7]  0.001487)     ([ 1, 8]  0.000691) 
    ([ 2, 5]  0.000737)     ([ 2, 6]  0.001726)     ([ 2, 7]  0.001834)     ([ 2, 8]  0.001198) 
    ([ 3, 5]  0.001613)     ([ 3, 6]  0.000789)     ([ 3, 7]  0.001595)     ([ 3, 8]  0.000963) 
    ([ 4, 5]  0.000714)     ([ 4, 6]  0.000776)     ([ 4, 7]  0.001743)     ([ 4, 8]  0.001650) 
  }
  From:  (3, 8)  {
    ([ 1, 6]  0.000784)     ([ 1, 7]  0.001814)     ([ 1, 8]  0.001146)     ([ 1, 9]  0.001212) 
    ([ 2, 6]  0.001558)     ([ 2, 7]  0.001139)     ([ 2, 8]  0.001838)     ([ 2, 9]  0.001365) 
    ([ 3, 6]  0.001413)     ([ 3, 7]  0.001466)     ([ 3, 8]  0.001598)     ([ 3, 9]  0.000696) 
    ([ 4, 6]  0.001844)     ([ 4, 7]  0.001017)     ([ 4, 8]  0.001064)     ([ 4, 9]  0.001752) 
  }
  From:  (3, 9)  {
    ([ 1, 7]  0.001048)     ([ 1, 8]  0.000909)     ([ 1, 9]  0.001138)     ([ 1, 1]  0.001067) 
    ([ 2, 7]  0.001740)     ([ 2, 8]  0.000773)     ([ 2, 9]  0.001357)     ([ 2, 1]  0.001194) 
    ([ 3, 7]  0.000807)     ([ 3, 8]  0.000707)     ([ 3, 9]  0.000957)     ([ 3, 1]  0.000658) 
    ([ 4, 7]  0.001576)     ([ 4, 8]  0.001718)     ([ 4, 9]  0.001119)     ([ 4, 1]  0.000685) 
  }
  From:  (4, 1)  {
    ([ 2, 8]  0.000705)     ([ 2, 9]  0.000834)     ([ 2, 1]  0.001381)     ([ 2, 2]  0.001534) 
    ([ 3, 8]  0.001456)     ([ 3, 9]  0.001467)     ([ 3, 1]  0.001617)     ([ 3, 2]  0.001827) 
    ([ 4, 8]  0.001670)     ([ 4, 9]  0.001350)     ([ 4, 1]  0.000860)     ([ 4, 2]  0.001411) 
    ([ 5, 8]  0.000983)     ([ 5, 9]  0.000866)     ([ 5, 1]  0.000848)     ([ 5, 2]  0.001286) 
  }
  From:  (4, 2)  {
    ([ 2, 9]  0.001183)     ([ 2, 1]  0.001057)     ([ 2, 2]  0.001011)     ([ 2, 3]  0.001561) 
    ([ 3, 9]  0.001568)     ([ 3, 1]  0.001634)     ([ 3, 2]  0.000976)     ([ 3, 3]  0.001049) 
    ([ 4, 9]  0.000848)     ([ 4, 1]  0.001243)     ([ 4, 2]  0.001295)     ([ 4, 3]  0.000753) 
    ([ 5, 9]  0.001467)     ([ 5, 1]  0.001574)     ([ 5, 2]  0.000662)     ([ 5, 3]  0.001284) 
  }
  From:  (4, 3)  {
    ([ 2, 1]  0.001266)     ([ 2, 2]  0.001202)     ([ 2, 3]  0.001696)     ([ 2, 4]  0.001297) 
    ([ 3, 1]  0.001452)     ([ 3, 2]  0.000913)     ([ 3, 3]  0.000757)     ([ 3, 4]  0.001161) 
    ([ 4, 1]  0.000673)     ([ 4, 2]  0.001001)     ([ 4, 3]  0.000996)     ([ 4, 4]  0.000888) 
    ([ 5, 1]  0.001362)     ([ 5, 2]  0.001728)     ([ 5, 3]  0.000742)     ([ 5, 4]  0.001742) 
  }
  From:  (4, 4)  {
    ([ 2, 2]  0.001220)     ([ 2, 3]  0.001295)     ([ 2, 4]  0.001753)     ([ 2, 5]  0.001114) 
    ([ 3, 2]  0.001617)     ([ 3, 3]  0.001590)     ([ 3, 4]  0.001350)     ([ 3, 5]  0.001361) 
    ([ 4, 2]  0.001061)     ([ 4, 3]  0.001754)     ([ 4, 4]  0.001000)     ([ 4, 5]  0.001660) 
    ([ 5, 2]  0.001135)     ([ 5, 3]  0.001257)     ([ 5, 4]  0.001064)     ([ 5, 5]  0.001141) 
  }
  From:  (4, 5)  {
    ([ 2, 3]  0.000853)     ([ 2, 4]  0.000845)     ([ 2, 5]  0.000853)     ([ 2, 6]  0.001725) 
    ([ 3, 3]  0.001654)     ([ 3, 4]  0.000927)     ([ 3, 5]  0.001770)     ([ 3, 6]  0.001371) 
    ([ 4, 3]  0.000933)     ([ 4, 4]  0.001811)     ([ 4, 5]  0.000755)     ([ 4, 6]  0.000651) 
    ([ 5, 3]  0.000673)     ([ 5, 4]  0.000687)     ([ 5, 5]  0.001569)     ([ 5, 6]  0.001269) 
  }
  From:  (4, 6)  {
    ([ 2, 4]  0.001800)     ([ 2, 5]  0.001820)     ([ 2, 6]  0.000971)     ([ 2, 7]  0.001111) 
    ([ 3, 4]  0.001758)     ([ 3, 5]  0.001841)     ([ 3, 6]  0.001639)     ([ 3, 7]  0.001397) 
    ([ 4, 4]  0.001202)     ([ 4, 5]  0.001676)     ([ 4, 6]  0.001265)     ([ 4, 7]  0.001757) 
    ([ 5, 4]  0.000793)     ([ 5, 5]  0.001806)     ([ 5, 6]  0.001369)     ([ 5, 7]  0.001400) 
  }
  From:  (4, 7)  {
    ([ 2, 5]  0.000883)     ([ 2, 6]  0.001479)     ([ 2, 7]  0.001105)     ([ 2, 8]  0.001818) 
    ([ 3, 5]  0.001588)     ([ 3, 6]  0.000946)     ([ 3, 7]  0.001626)     ([ 3, 8]  0.001082) 
    ([ 4, 5]  0.001441)     ([ 4, 6]  0.000969)     ([ 4, 7]  0.000987)     ([ 4, 8]  0.001037) 
    ([ 5, 5]  0.000847)     ([ 5, 6]  0.001530)     ([ 5, 7]  0.001729)     ([ 5, 8]  0.001632) 
  }
  From:  (4, 8)  {
    ([ 2, 6]  0.000755)     ([ 2, 7]  0.001117)     ([ 2, 8]  0.001562)     ([ 2, 9]  0.001182) 
    ([ 3, 6]  0.001826)     ([ 3, 7]  0.000864)     ([ 3, 8]  0.001392)     ([ 3, 9]  0.001769) 
    ([ 4, 6]  0.001668)     ([ 4, 7]  0.000681)     ([ 4, 8]  0.001208)     ([ 4, 9]  0.001107) 
    ([ 5, 6]  0.001455)     ([ 5, 7]  0.001620)     ([ 5, 8]  0.001636)     ([ 5, 9]  0.001639) 
  }
  From:  (4, 9)  {
    ([ 2, 7]  0.001302)     ([ 2, 8]  0.001122)     ([ 2, 9]  0.001125)     ([ 2, 1]  0.001825) 
    ([ 3, 7]  0.001448)     ([ 3, 8]  0.001738)     ([ 3, 9]  0.000869)     ([ 3, 1]  0.000757) 
    ([ 4, 7]  0.001808)     ([ 4, 8]  0.001618)     ([ 4, 9]  0.001404)     ([ 4, 1]  0.000970) 
    ([ 5, 7]  0.001190)     ([ 5, 8]  0.001337)     ([ 5, 9]  0.001079)     ([ 5, 1]  0.001437) 
  }
  From:  (5, 1)  {
    ([ 3, 8]  0.001057)     ([ 3, 9]  0.001781)     ([ 3, 1]  0.000695)     ([ 3, 2]  0.001193) 
    ([ 4, 8]  0.001784)     ([ 4, 9]  0.001563)     ([ 4, 1]  0.000706)     ([ 4, 2]  0.000854) 
    ([ 5, 8]  0.001272)     ([ 5, 9]  0.001054)     ([ 5, 1]  0.000838)     ([ 5, 2]  0.001731) 
    ([ 6, 8]  0.001339)     ([ 6, 9]  0.001809)     ([ 6, 1]  0.001834)     ([ 6, 2]  0.000961) 
  }
  From:  (5, 2)  {
    ([ 3, 9]  0.001275)     ([ 3, 1]  0.001579)     ([ 3, 2]  0.001387)     ([ 3, 3]  0.000996) 
    ([ 4, 9]  0.000701)     ([ 4, 1]  0.001141)     ([ 4, 2]  0.001143)     ([ 4, 3]  0.000664) 
    ([ 5, 9]  0.001481)     ([ 5, 1]  0.001695)     ([ 5, 2]  0.000671)     ([ 5, 3]  0.000827) 
    ([ 6, 9]  0.001473)     ([ 6, 1]  0.000901)     ([ 6, 2]  0.001719)     ([ 6, 3]  0.001120) 
  }
  From:  (5, 3)  {
    ([ 3, 1]  0.000912)     ([ 3, 2]  0.001456)     ([ 3, 3]  0.001006)     ([ 3, 4]  0.001814) 
    ([ 4, 1]  0.001763)     ([ 4, 2]  0.001654)     ([ 4, 3]  0.001498)     ([ 4, 4]  0.001789) 
    ([ 5, 1]  0.001429)     ([ 5, 2]  0.001375)     ([ 5, 3]  0.001460)     ([ 5, 4]  0.000918) 
    ([ 6, 1]  0.001011)     ([ 6, 2]  0.000766)     ([ 6, 3]  0.001263)     ([ 6, 4]  0.001382) 
  }
  From:  (5, 4)  {
    ([ 3, 2]  0.001640)     ([ 3, 3]  0.001673)     ([ 3, 4]  0.001665)     ([ 3, 5]  0.001435) 
    ([ 4, 2]  0.001795)     ([ 4, 3]  0.000673)     ([ 4, 4]  0.001485)     ([ 4, 5]  0.001479) 
    ([ 5, 2]  0.001162)     ([ 5, 3]  0.001115)     ([ 5, 4]  0.000743)     ([ 5, 5]  0.001349) 
    ([ 6, 2]  0.000780)     ([ 6, 3]  0.001551)     ([ 6, 4]  0.001204)     ([ 6, 5]  0.001756) 
  }
  From:  (5, 5)  {
    ([ 3, 3]  0.000825)     ([ 3, 4]  0.000804)     ([ 3, 5]  0.001841)     ([ 3, 6]  0.001425) 
    ([ 4, 3]  0.001648)     ([ 4, 4]  0.001545)     ([ 4, 5]  0.001701)     ([ 4, 6]  0.001656) 
    ([ 5, 3]  0.001047)     ([ 5, 4]  0.000928)     ([ 5, 5]  0.001698)     ([ 5, 6]  0.001308) 
    ([ 6, 3]  0.001322)     ([ 6, 4]  0.001062)     ([ 6, 5]  0.001635)     ([ 6, 6]  0.000824) 
  }
  From:  (5, 6)  {
    ([ 3, 4]  0.000766)     ([ 3, 5]  0.001617)     ([ 3, 6]  0.000733)     ([ 3, 7]  0.001665) 
    ([ 4, 4]  0.001588)     ([ 4, 5]  0.001335)     ([ 4, 6]  0.001314)     ([ 4, 7]  0.001563) 
    ([ 5, 4]  0.001751)     ([ 5, 5]  0.000764)     ([ 5, 6]  0.000773)     ([ 5, 7]  0.001070) 
    ([ 6, 4]  0.000655)     ([ 6, 5]  0.001793)     ([ 6, 6]  0.001850)     ([ 6, 7]  0.001171) 
  }
  From:  (5, 7)  {
    ([ 3, 5]  0.001586)     ([ 3, 6]  0.001296)     ([ 3, 7]  0.001340)     ([ 3, 8]  0.001357) 
    ([ 4, 5]  0.001554)     ([ 4, 6]  0.001466)     ([ 4, 7]  0.001532)     ([ 4, 8]  0.000673) 
    ([ 5, 5]  0.001800)     ([ 5, 6]  0.001594)     ([ 5, 7]  0.000904)     ([ 5, 8]  0.001670) 
    ([ 6, 5]  0.001706)     ([ 6, 6]  0.000800)     ([ 6, 7]  0.001147)     ([ 6, 8]  0.001331) 
  }
  From:  (5, 8)  {
    ([ 3, 6]  0.001325)     ([ 3, 7]  0.001007)     ([ 3, 8]  0.001844)     ([ 3, 9]  0.001777) 
    ([ 4, 6]  0.001166)     ([ 4, 7]  0.000811)     ([ 4, 8]  0.001119)     ([ 4, 9]  0.001647) 
    ([ 5, 6]  0.001700)     ([ 5, 7]  0.001210)     ([ 5, 8]  0.001832)     ([ 5, 9]  0.001358) 
    ([ 6, 6]  0.000797)     ([ 6, 7]  0.001603)     ([ 6, 8]  0.001530)     ([ 6, 9]  0.000976) 
  }
  From:  (5, 9)  {
    ([ 3, 7]  0.001692)     ([ 3, 8]  0.000687)     ([ 3, 9]  0.000663)     ([ 3, 1]  0.001057) 
    ([ 4, 7]  0.000962)     ([ 4, 8]  0.001376)     ([ 4, 9]  0.001145)     ([ 4, 1]  0.000832) 
    ([ 5, 7]  0.000833)     ([ 5, 8]  0.001566)     ([ 5, 9]  0.001556)     ([ 5, 1]  0.000795) 
    ([ 6, 7]  0.000887)     ([ 6, 8]  0.001677)     ([ 6, 9]  0.001535)     ([ 6, 1]  0.000932) 
  }
  From:  (6, 1)  {
    ([ 4, 8]  0.000658)     ([ 4, 9]  0.001007)     ([ 4, 1]  0.000775)     ([ 4, 2]  0.001597) 
    ([ 5, 8]  0.001763)     ([ 5, 9]  0.000713)     ([ 5, 1]  0.000887)     ([ 5, 2]  0.001136) 
    ([ 6, 8]  0.000858)     ([ 6, 9]  0.001035)     ([ 6, 1]  0.001188)     ([ 6, 2]  0.001251) 
    ([ 7, 8]  0.001630)     ([ 7, 9]  0.001140)     ([ 7, 1]  0.000768)     ([ 7, 2]  0.001097) 
  }
  From:  (6, 2)  {
    ([ 4, 9]  0.000966)     ([ 4, 1]  0.000925)     ([ 4, 2]  0.000928)     ([ 4, 3]  0.000921) 
    ([ 5, 9]  0.001799)     ([ 5, 1]  0.001362)     ([ 5, 2]  0.001605)     ([ 5, 3]  0.000753) 
    ([ 6, 9]  0.001500)     ([ 6, 1]  0.001425)     ([ 6, 2]  0.001454)     ([ 6, 3]  0.001804) 
    ([ 7, 9]  0.000920)     ([ 7, 1]  0.001551)     ([ 7, 2]  0.000808)     ([ 7, 3]  0.001412) 
  }
  From:  (6, 3)  {
    ([ 4, 1]  0.000993)     ([ 4, 2]  0.001604)     ([ 4, 3]  0.001339)     ([ 4, 4]  0.000675) 
    ([ 5, 1]  0.001353)     ([ 5, 2]  0.000919)     ([ 5, 3]  0.001040)     ([ 5, 4]  0.001320) 
    ([ 6, 1]  0.001794)     ([ 6, 2]  0.001686)     ([ 6, 3]  0.001477)     ([ 6, 4]  0.001382) 
    ([ 7, 1]  0.001659)     ([ 7, 2]  0.000809)     ([ 7, 3]  0.001343)     ([ 7, 4]  0.001686) 
  }
  From:  (6, 4)  {
    ([ 4, 2]  0.000672)     ([ 4, 3]  0.001740)     ([ 4, 4]  0.000681)     ([ 4, 5]  0.001227) 
    ([ 5, 2]  0.001388)     ([ 5, 3]  0.001676)     ([ 5, 4]  0.000768)     ([ 5, 5]  0.001686) 
    ([ 6, 2]  0.001829)     ([ 6, 3]  0.000688)     ([ 6, 4]  0.001409)     ([ 6, 5]  0.000756) 
    ([ 7, 2]  0.000830)     ([ 7, 3]  0.001041)     ([ 7, 4]  0.001253)     ([ 7, 5]  0.001755) 
  }
  From:  (6, 5)  {
    ([ 4, 3]  0.000790)     ([ 4, 4]  0.001259)     ([ 4, 5]  0.001469)     ([ 4, 6]  0.001687) 
    ([ 5, 3]  0.001195)     ([ 5, 4]  0.000677)     ([ 5, 5]  0.000792)     ([ 5, 6]  0.000774) 
    ([ 6, 3]  0.001429)     ([ 6, 4]  0.001234)     ([ 6, 5]  0.001749)     ([ 6, 6]  0.001072) 
    ([ 7, 3]  0.000970)     ([ 7, 4]  0.000997)     ([ 7, 5]  0.001647)     ([ 7, 6]  0.001738) 
  }
  From:  (6, 6)  {
    ([ 4, 4]  0.001140)     ([ 4, 5]  0.001659)     ([ 4, 6]  0.001095)     ([ 4, 7]  0.001438) 
    ([ 5, 4]  0.000739)     ([ 5, 5]  0.001170)     ([ 5, 6]  0.001516)     ([ 5, 7]  0.001655) 
    ([ 6, 4]  0.001071)     ([ 6, 5]  0.000865)     ([ 6, 6]  0.001046)     ([ 6, 7]  0.000956) 
    ([ 7, 4]  0.001273)     ([ 7, 5]  0.001072)     ([ 7, 6]  0.001481)     ([ 7, 7]  0.000689) 
  }
  From:  (6, 7)  {
    ([ 4, 5]  0.001293)     ([ 4, 6]  0.001402)     ([ 4, 7]  0.000658)     ([ 4, 8]  0.001357) 
    ([ 5, 5]  0.000752)     ([ 5, 6]  0.001480)     ([ 5, 7]  0.001400)     ([ 5, 8]  0.001086) 
    ([ 6, 5]  0.001507)     ([ 6, 6]  0.001829)     ([ 6, 7]  0.000653)     ([ 6, 8]  0.000910) 
    ([ 7, 5]  0.001509)     ([ 7, 6]  0.001062)     ([ 7, 7]  0.000854)     ([ 7, 8]  0.001034) 
  }
  From:  (6, 8)  {
    ([ 4, 6]  0.001359)     ([ 4, 7]  0.001304)     ([ 4, 8]  0.001078)     ([ 4, 9]  0.000801) 
    ([ 5, 6]  0.001428)     ([ 5, 7]  0.001030)     ([ 5, 8]  0.001844)     ([ 5, 9]  0.001474) 
    ([ 6, 6]  0.001506)     ([ 6, 7]  0.001562)     ([ 6, 8]  0.001313)     ([ 6, 9]  0.001148) 
    ([ 7, 6]  0.000681)     ([ 7, 7]  0.000753)     ([ 7, 8]  0.001835)     ([ 7, 9]  0.001118) 
  }
  From:  (6, 9)  {
    ([ 4, 7]  0.001196)     ([ 4, 8]  0.001227)     ([ 4, 9]  0.001728)     ([ 4, 1]  0.001648) 
    ([ 5, 7]  0.001592)     ([ 5, 8]  0.001504)     ([ 5, 9]  0.001288)     ([ 5, 1]  0.001535) 
    ([ 6, 7]  0.001212)     ([ 6, 8]  0.001805)     ([ 6, 9]  0.001279)     ([ 6, 1]  0.001607) 
    ([ 7, 7]  0.001433)     ([ 7, 8]  0.001759)     ([ 7, 9]  0.000851)     ([ 7, 1]  0.001433) 
  }
  From:  (7, 1)  {
    ([ 5, 8]  0.001153)     ([ 5, 9]  0.000942)     ([ 5, 1]  0.000684)     ([ 5, 2]  0.001484) 
    ([ 6, 8]  0.001310)     ([ 6, 9]  0.001764)     ([ 6, 1]  0.001130)     ([ 6, 2]  0.000998) 
    ([ 7, 8]  0.001404)     ([ 7, 9]  0.001241)     ([ 7, 1]  0.001779)     ([ 7, 2]  0.001526) 
    ([ 8, 8]  0.000705)     ([ 8, 9]  0.001539)     ([ 8, 1]  0.001362)     ([ 8, 2]  0.000754) 
  }
  From:  (7, 2)  {
    ([ 5, 9]  0.001580)     ([ 5, 1]  0.000967)     ([ 5, 2]  0.001356)     ([ 5, 3]  0.000828) 
    ([ 6, 9]  0.001497)     ([ 6, 1]  0.001070)     ([ 6, 2]  0.001708)     ([ 6, 3]  0.000875) 
    ([ 7, 9]  0.001388)     ([ 7, 1]  0.001764)     ([ 7, 2]  0.001443)     ([ 7, 3]  0.001293) 
    ([ 8, 9]  0.000829)     ([ 8, 1]  0.001163)     ([ 8, 2]  0.001303)     ([ 8, 3]  0.001113) 
  }
  From:  (7, 3)  {
    ([ 5, 1]  0.001461)     ([ 5, 2]  0.001449)     ([ 5, 3]  0.000752)     ([ 5, 4]  0.001404) 
    ([ 6, 1]  0.001300)     ([ 6, 2]  0.000981)     ([ 6, 3]  0.000791)     ([ 6, 4]  0.001587) 
    ([ 7, 1]  0.001138)     ([ 7, 2]  0.001686)     ([ 7, 3]  0.001622)     ([ 7, 4]  0.001397) 
    ([ 8, 1]  0.000935)     ([ 8, 2]  0.001341)     ([ 8, 3]  0.000747)     ([ 8, 4]  0.001419) 
  }
  From:  (7, 4)  {
    ([ 5, 2]  0.001206)     ([ 5, 3]  0.001391)     ([ 5, 4]  0.000852)     ([ 5, 5]  0.000820) 
    ([ 6, 2]  0.001761)     ([ 6, 3]  0.001160)     ([ 6, 4]  0.001193)     ([ 6, 5]  0.001394) 
    ([ 7, 2]  0.001066)     ([ 7, 3]  0.000862)     ([ 7, 4]  0.001517)     ([ 7, 5]  0.001010) 
    ([ 8, 2]  0.001730)     ([ 8, 3]  0.001686)     ([ 8, 4]  0.000786)     ([ 8, 5]  0.000744) 
  }
  From:  (7, 5)  {
    ([ 5, 3]  0.001538)     ([ 5, 4]  0.001218)     ([ 5, 5]  0.001196)     ([ 5, 6]  0.001072) 
    ([ 6, 3]  0.001301)     ([ 6, 4]  0.001075)     ([ 6, 5]  0.000917)     ([ 6, 6]  0.000796) 
    ([ 7, 3]  0.001518)     ([ 7, 4]  0.001782)     ([ 7, 5]  0.001812)     ([ 7, 6]  0.001751) 
    ([ 8, 3]  0.000867)     ([ 8, 4]  0.000761)     ([ 8, 5]  0.001652)     ([ 8, 6]  0.001167) 
  }
  From:  (7, 6)  {
    ([ 5, 4]  0.001126)     ([ 5, 5]  0.001219)     ([ 5, 6]  0.001646)     ([ 5, 7]  0.000708) 
    ([ 6, 4]  0.001105)     ([ 6, 5]  0.001790)     ([ 6, 6]  0.001182)     ([ 6, 7]  0.001663) 
    ([ 7, 4]  0.000922)     ([ 7, 5]  0.001080)     ([ 7, 6]  0.001320)     ([ 7, 7]  0.000734) 
    ([ 8, 4]  0.001763)     ([ 8, 5]  0.000653)     ([ 8, 6]  0.000889)     ([ 8, 7]  0.000681) 
  }
  From:  (7, 7)  {
    ([ 5, 5]  0.001325)     ([ 5, 6]  0.001793)     ([ 5, 7]  0.001449)     ([ 5, 8]  0.000861) 
    ([ 6, 5]  0.001536)     ([ 6, 6]  0.001551)     ([ 6, 7]  0.001165)     ([ 6, 8]  0.001171) 
    ([ 7, 5]  0.001088)     ([ 7, 6]  0.001834)     ([ 7, 7]  0.001642)     ([ 7, 8]  0.000669) 
    ([ 8, 5]  0.001459)     ([ 8, 6]  0.001285)     ([ 8, 7]  0.001612)     ([ 8, 8]  0.001771) 
  }
  From:  (7, 8)  {
    ([ 5, 6]  0.001161)     ([ 5, 7]  0.001355)     ([ 5, 8]  0.001811)     ([ 5, 9]  0.001279) 
    ([ 6, 6]  0.001708)     ([ 6, 7]  0.001237)     ([ 6, 8]  0.000893)     ([ 6, 9]  0.001656) 
    ([ 7, 6]  0.001125)     ([ 7, 7]  0.001438)     ([ 7, 8]  0.001325)     ([ 7, 9]  0.001736) 
    ([ 8, 6]  0.001460)     ([ 8, 7]  0.001397)     ([ 8, 8]  0.001800)     ([ 8, 9]  0.001523) 
  }
  From:  (7, 9)  {
    ([ 5, 7]  0.001038)     ([ 5, 8]  0.000878)     ([ 5, 9]  0.001496)     ([ 5, 1]  0.001760) 
    ([ 6, 7]  0.000939)     ([ 6, 8]  0.001748)     ([ 6, 9]  0.001215)     ([ 6, 1]  0.001722) 
    ([ 7, 7]  0.001301)     ([ 7, 8]  0.001561)     ([ 7, 9]  0.000694)     ([ 7, 1]  0.001411) 
    ([ 8, 7]  0.001310)     ([ 8, 8]  0.001678)     ([ 8, 9]  0.001279)     ([ 8, 1]  0.001242) 
  }
  From:  (8, 1)  {
    ([ 6, 8]  0.001756)     ([ 6, 9]  0.001591)     ([ 6, 1]  0.000655)     ([ 6, 2]  0.000723) 
    ([ 7, 8]  0.001053)     ([ 7, 9]  0.001327)     ([ 7, 1]  0.001694)     ([ 7, 2]  0.001495) 
    ([ 8, 8]  0.000690)     ([ 8, 9]  0.001327)     ([ 8, 1]  0.001433)     ([ 8, 2]  0.001405) 
    ([ 9, 8]  0.001595)     ([ 9, 9]  0.001774)     ([ 9, 1]  0.001300)     ([ 9, 2]  0.001319) 
  }
  From:  (8, 2)  {
    ([ 6, 9]  0.000701)     ([ 6, 1]  0.000731)     ([ 6, 2]  0.000947)     ([ 6, 3]  0.000650) 
    ([ 7, 9]  0.001817)     ([ 7, 1]  0.001565)     ([ 7, 2]  0.000681)     ([ 7, 3]  0.001352) 
    ([ 8, 9]  0.000722)     ([ 8, 1]  0.001305)     ([ 8, 2]  0.000903)     ([ 8, 3]  0.001716) 
    ([ 9, 9]  0.000817)     ([ 9, 1]  0.000849)     ([ 9, 2]  0.000812)     ([ 9, 3]  0.001221) 
  }
  From:  (8, 3)  {
    ([ 6, 1]  0.000833)     ([ 6, 2]  0.000798)     ([ 6, 3]  0.001249)     ([ 6, 4]  0.001504) 
    ([ 7, 1]  0.001715)     ([ 7, 2]  0.001096)     ([ 7, 3]  0.001793)     ([ 7, 4]  0.001054) 
    ([ 8, 1]  0.001307)     ([ 8, 2]  0.001843)     ([ 8, 3]  0.001828)     ([ 8, 4]  0.000819) 
    ([ 9, 1]  0.000993)     ([ 9, 2]  0.001590)     ([ 9, 3]  0.001695)     ([ 9, 4]  0.001576) 
  }
  From:  (8, 4)  {
    ([ 6, 2]  0.001731)     ([ 6, 3]  0.000957)     ([ 6, 4]  0.001238)     ([ 6, 5]  0.001039) 
    ([ 7, 2]  0.001639)     ([ 7, 3]  0.000783)     ([ 7, 4]  0.001781)     ([ 7, 5]  0.001281) 
    ([ 8, 2]  0.001532)     ([ 8, 3]  0.001794)     ([ 8, 4]  0.000978)     ([ 8, 5]  0.000964) 
    ([ 9, 2]  0.001160)     ([ 9, 3]  0.001351)     ([ 9, 4]  0.001767)     ([ 9, 5]  0.000853) 
  }
  From:  (8, 5)  {
    ([ 6, 3]  0.000886)     ([ 6, 4]  0.001576)     ([ 6, 5]  0.000809)     ([ 6, 6]  0.001575) 
    ([ 7, 3]  0.001155)     ([ 7, 4]  0.001598)     ([ 7, 5]  0.000908)     ([ 7, 6]  0.001245) 
    ([ 8, 3]  0.001626)     ([ 8, 4]  0.001033)     ([ 8, 5]  0.001277)     ([ 8, 6]  0.001684) 
    ([ 9, 3]  0.001325)     ([ 9, 4]  0.000884)     ([ 9, 5]  0.000891)     ([ 9, 6]  0.001419) 
  }
  From:  (8, 6)  {
    ([ 6, 4]  0.000717)     ([ 6, 5]  0.001323)     ([ 6, 6]  0.001191)     ([ 6, 7]  0.000721) 
    ([ 7, 4]  0.000932)     ([ 7, 5]  0.000859)     ([ 7, 6]  0.000805)     ([ 7, 7]  0.001749) 
    ([ 8, 4]  0.001590)     ([ 8, 5]  0.001345)     ([ 8, 6]  0.001573)     ([ 8, 7]  0.001076) 
    ([ 9, 4]  0.001774)     ([ 9, 5]  0.000809)     ([ 9, 6]  0.001088)     ([ 9, 7]  0.001535) 
  }
  From:  (8, 7)  {
    ([ 6, 5]  0.001676)     ([ 6, 6]  0.001762)     ([ 6, 7]  0.001410)     ([ 6, 8]  0.000922) 
    ([ 7, 5]  0.000971)     ([ 7, 6]  0.001371)     ([ 7, 7]  0.001643)     ([ 7, 8]  0.001541) 
    ([ 8, 5]  0.001133)     ([ 8, 6]  0.001083)     ([ 8, 7]  0.001279)     ([ 8, 8]  0.000744) 
    ([ 9, 5]  0.000737)     ([ 9, 6]  0.001520)     ([ 9, 7]  0.001389)     ([ 9, 8]  0.001656) 
  }
  From:  (8, 8)  {
    ([ 6, 6]  0.001057)     ([ 6, 7]  0.000884)     ([ 6, 8]  0.001630)     ([ 6, 9]  0.001654) 
    ([ 7, 6]  0.001513)     ([ 7, 7]  0.001542)     ([ 7, 8]  0.001197)     ([ 7, 9]  0.001615) 
    ([ 8, 6]  0.000851)     ([ 8, 7]  0.001710)     ([ 8, 8]  0.000970)     ([ 8, 9]  0.001628) 
    ([ 9, 6]  0.001736)     ([ 9, 7]  0.001671)     ([ 9, 8]  0.001009)     ([ 9, 9]  0.001054) 
  }
  From:  (8, 9)  {
    ([ 6, 7]  0.000749)     ([ 6, 8]  0.001485)     ([ 6, 9]  0.001161)     ([ 6, 1]  0.001543) 
    ([ 7, 7]  0.001116)     ([ 7, 8]  0.001756)     ([ 7, 9]  0.000802)     ([ 7, 1]  0.000746) 
    ([ 8, 7]  0.001149)     ([ 8, 8]  0.001097)     ([ 8, 9]  0.000812)     ([ 8, 1]  0.001334) 
    ([ 9, 7]  0.000654)     ([ 9, 8]  0.000817)     ([ 9, 9]  0.001307)     ([ 9, 1]  0.001625) 
  }
  From:  (9, 1)  {
    ([ 7, 8]  0.001123)     ([ 7, 9]  0.000676)     ([ 7, 1]  0.001834)     ([ 7, 2]  0.001149) 
    ([ 8, 8]  0.001254)     ([ 8, 9]  0.000762)     ([ 8, 1]  0.000726)     ([ 8, 2]  0.001206) 
    ([ 9, 8]  0.001399)     ([ 9, 9]  0.001448)     ([ 9, 1]  0.001376)     ([ 9, 2]  0.001455) 
    ([ 1, 8]  0.000956)     ([ 1, 9]  0.001802)     ([ 1, 1]  0.001096)     ([ 1, 2]  0.001679) 
  }
  From:  (9, 2)  {
    ([ 7, 9]  0.000974)     ([ 7, 1]  0.000851)     ([ 7, 2]  0.001513)     ([ 7, 3]  0.001408) 
    ([ 8, 9]  0.001498)     ([ 8, 1]  0.000939)     ([ 8, 2]  0.001589)     ([ 8, 3]  0.000970) 
    ([ 9, 9]  0.001478)     ([ 9, 1]  0.001004)     ([ 9, 2]  0.000924)     ([ 9, 3]  0.001471) 
    ([ 1, 9]  0.000911)     ([ 1, 1]  0.001493)     ([ 1, 2]  0.000903)     ([ 1, 3]  0.001516) 
  }
  From:  (9, 3)  {
    ([ 7, 1]  0.001071)     ([ 7, 2]  0.001835)     ([ 7, 3]  0.001437)     ([ 7, 4]  0.000801) 
    ([ 8, 1]  0.001359)     ([ 8, 2]  0.001221)     ([ 8, 3]  0.001128)     ([ 8, 4]  0.000722) 
    ([ 9, 1]  0.001785)     ([ 9, 2]  0.001312)     ([ 9, 3]  0.001426)     ([ 9, 4]  0.001374) 
    ([ 1, 1]  0.001481)     ([ 1, 2]  0.001106)     ([ 1, 3]  0.001182)     ([ 1, 4]  0.000779) 
  }
  From:  (9, 4)  {
    ([ 7, 2]  0.001082)     ([ 7, 3]  0.001775)     ([ 7, 4]  0.001788)     ([ 7, 5]  0.001052) 
    ([ 8, 2]  0.000751)     ([ 8, 3]  0.000700)     ([ 8, 4]  0.001299)     ([ 8, 5]  0.000876) 
    ([ 9, 2]  0.001483)     ([ 9, 3]  0.001533)     ([ 9, 4]  0.001188)     ([ 9, 5]  0.001017) 
    ([ 1, 2]  0.001204)     ([ 1, 3]  0.000824)     ([ 1, 4]  0.001599)     ([ 1, 5]  0.000711) 
  }
  From:  (9, 5)  {
    ([ 7, 3]  0.000697)     ([ 7, 4]  0.001051)     ([ 7, 5]  0.000679)     ([ 7, 6]  0.001625) 
    ([ 8, 3]  0.001404)     ([ 8, 4]  0.000814)     ([ 8, 5]  0.001110)     ([ 8, 6]  0.001847) 
    ([ 9, 3]  0.000945)     ([ 9, 4]  0.001401)     ([ 9, 5]  0.000672)     ([ 9, 6]  0.000949) 
    ([ 1, 3]  0.001167)     ([ 1, 4]  0.001285)     ([ 1, 5]  0.001476)     ([ 1, 6]  0.000741) 
  }
  From:  (9, 6)  {
    ([ 7, 4]  0.001509)     ([ 7, 5]  0.001716)     ([ 7, 6]  0.001400)     ([ 7, 7]  0.001323) 
    ([ 8, 4]  0.000714)     ([ 8, 5]  0.001808)     ([ 8, 6]  0.001459)     ([ 8, 7]  0.001121) 
    ([ 9, 4]  0.001106)     ([ 9, 5]  0.000874)     ([ 9, 6]  0.001516)     ([ 9, 7]  0.001164) 
    ([ 1, 4]  0.000922)     ([ 1, 5]  0.000998)     ([ 1, 6]  0.001699)     ([ 1, 7]  0.001846) 
  }
  From:  (9, 7)  {
    ([ 7, 5]  0.000738)     ([ 7, 6]  0.000938)     ([ 7, 7]  0.001525)     ([ 7, 8]  0.001179) 
    ([ 8, 5]  0.000871)     ([ 8, 6]  0.000657)     ([ 8, 7]  0.001836)     ([ 8, 8]  0.001780) 
    ([ 9, 5]  0.001390)     ([ 9, 6]  0.001491)     ([ 9, 7]  0.001249)     ([ 9, 8]  0.001832) 
    ([ 1, 5]  0.001457)     ([ 1, 6]  0.001205)     ([ 1, 7]  0.000722)     ([ 1, 8]  0.001404) 
  }
  From:  (9, 8)  {
    ([ 7, 6]  0.001525)     ([ 7, 7]  0.001470)     ([ 7, 8]  0.001771)     ([ 7, 9]  0.001134) 
    ([ 8, 6]  0.000724)     ([ 8, 7]  0.000720)     ([ 8, 8]  0.001517)     ([ 8, 9]  0.000959) 
    ([ 9, 6]  0.001703)     ([ 9, 7]  0.000815)     ([ 9, 8]  0.001339)     ([ 9, 9]  0.001741) 
    ([ 1, 6]  0.000713)     ([ 1, 7]  0.000822)     ([ 1, 8]  0.001023)     ([ 1, 9]  0.000725) 
  }
  From:  (9, 9)  {
    ([ 7, 7]  0.001674)     ([ 7, 8]  0.001199)     ([ 7, 9]  0.000999)     ([ 7, 1]  0.001276) 
    ([ 8, 7]  0.000694)     ([ 8, 8]  0.000682)     ([ 8, 9]  0.001347)     ([ 8, 1]  0.000869) 
    ([ 9, 7]  0.001458)     ([ 9, 8]  0.001594)     ([ 9, 9]  0.001012)     ([ 9, 1]  0.000830) 
    ([ 1, 7]  0.001431)     ([ 1, 8]  0.000878)     ([ 1, 9]  0.001289)     ([ 1, 1]  0.001451) 
  }
}

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