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_11
attsefd2.w *
attvatts.w *
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efd1exfr.w *
efd1ifd1.w *
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efd2efd1.w *
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efd2ev4c.w *
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efd2exss.w *
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ev1hev1h.w *
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ifd1efd1.w *
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infrexfr.w *
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iv1hev1h.w *
iv1vev1v.w *
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lgnsev1h.w *
lgnsev1v.w *
weightslist.txt *
                            
% Sun Sep 27 08:14:52 2015

% Input layer: (9, 9)
% Output layer: (9, 9)
% Fanout size: (4, 4)
% Fanout spacing: (1, 1)
% Specified fanout weights

Connect(exss, ev4h)  {
  From:  (1, 1)  {
    ([ 8, 8]  0.001467)     ([ 8, 9]  0.000654)     ([ 8, 1]  0.000908)     ([ 8, 2]  0.000839) 
    ([ 9, 8]  0.000944)     ([ 9, 9]  0.001659)     ([ 9, 1]  0.001728)     ([ 9, 2]  0.001436) 
    ([ 1, 8]  0.001803)     ([ 1, 9]  0.001063)     ([ 1, 1]  0.001271)     ([ 1, 2]  0.001126) 
    ([ 2, 8]  0.000837)     ([ 2, 9]  0.000799)     ([ 2, 1]  0.001107)     ([ 2, 2]  0.000678) 
  }
  From:  (1, 2)  {
    ([ 8, 9]  0.001505)     ([ 8, 1]  0.001286)     ([ 8, 2]  0.000905)     ([ 8, 3]  0.001760) 
    ([ 9, 9]  0.001347)     ([ 9, 1]  0.000812)     ([ 9, 2]  0.000816)     ([ 9, 3]  0.001761) 
    ([ 1, 9]  0.001733)     ([ 1, 1]  0.001701)     ([ 1, 2]  0.001803)     ([ 1, 3]  0.000893) 
    ([ 2, 9]  0.001502)     ([ 2, 1]  0.001627)     ([ 2, 2]  0.001208)     ([ 2, 3]  0.001215) 
  }
  From:  (1, 3)  {
    ([ 8, 1]  0.001718)     ([ 8, 2]  0.000849)     ([ 8, 3]  0.001526)     ([ 8, 4]  0.001088) 
    ([ 9, 1]  0.000838)     ([ 9, 2]  0.001237)     ([ 9, 3]  0.001224)     ([ 9, 4]  0.001572) 
    ([ 1, 1]  0.000674)     ([ 1, 2]  0.001519)     ([ 1, 3]  0.000999)     ([ 1, 4]  0.001607) 
    ([ 2, 1]  0.001090)     ([ 2, 2]  0.000704)     ([ 2, 3]  0.000787)     ([ 2, 4]  0.000774) 
  }
  From:  (1, 4)  {
    ([ 8, 2]  0.000777)     ([ 8, 3]  0.001076)     ([ 8, 4]  0.001692)     ([ 8, 5]  0.000745) 
    ([ 9, 2]  0.001206)     ([ 9, 3]  0.001371)     ([ 9, 4]  0.000786)     ([ 9, 5]  0.001413) 
    ([ 1, 2]  0.001811)     ([ 1, 3]  0.001842)     ([ 1, 4]  0.001460)     ([ 1, 5]  0.000881) 
    ([ 2, 2]  0.001643)     ([ 2, 3]  0.001425)     ([ 2, 4]  0.001668)     ([ 2, 5]  0.001418) 
  }
  From:  (1, 5)  {
    ([ 8, 3]  0.001168)     ([ 8, 4]  0.000790)     ([ 8, 5]  0.001010)     ([ 8, 6]  0.000782) 
    ([ 9, 3]  0.001771)     ([ 9, 4]  0.001621)     ([ 9, 5]  0.000743)     ([ 9, 6]  0.001296) 
    ([ 1, 3]  0.001195)     ([ 1, 4]  0.000939)     ([ 1, 5]  0.000861)     ([ 1, 6]  0.000832) 
    ([ 2, 3]  0.000938)     ([ 2, 4]  0.001512)     ([ 2, 5]  0.001841)     ([ 2, 6]  0.000929) 
  }
  From:  (1, 6)  {
    ([ 8, 4]  0.000978)     ([ 8, 5]  0.000726)     ([ 8, 6]  0.001360)     ([ 8, 7]  0.001517) 
    ([ 9, 4]  0.000827)     ([ 9, 5]  0.001415)     ([ 9, 6]  0.000809)     ([ 9, 7]  0.001227) 
    ([ 1, 4]  0.001569)     ([ 1, 5]  0.000741)     ([ 1, 6]  0.001832)     ([ 1, 7]  0.001051) 
    ([ 2, 4]  0.001057)     ([ 2, 5]  0.001627)     ([ 2, 6]  0.000697)     ([ 2, 7]  0.001050) 
  }
  From:  (1, 7)  {
    ([ 8, 5]  0.001121)     ([ 8, 6]  0.001492)     ([ 8, 7]  0.001215)     ([ 8, 8]  0.000674) 
    ([ 9, 5]  0.000674)     ([ 9, 6]  0.001543)     ([ 9, 7]  0.001520)     ([ 9, 8]  0.001699) 
    ([ 1, 5]  0.001156)     ([ 1, 6]  0.000998)     ([ 1, 7]  0.001666)     ([ 1, 8]  0.001283) 
    ([ 2, 5]  0.001650)     ([ 2, 6]  0.001586)     ([ 2, 7]  0.001038)     ([ 2, 8]  0.001583) 
  }
  From:  (1, 8)  {
    ([ 8, 6]  0.001028)     ([ 8, 7]  0.001272)     ([ 8, 8]  0.001288)     ([ 8, 9]  0.001756) 
    ([ 9, 6]  0.001269)     ([ 9, 7]  0.001592)     ([ 9, 8]  0.001254)     ([ 9, 9]  0.001158) 
    ([ 1, 6]  0.001196)     ([ 1, 7]  0.000682)     ([ 1, 8]  0.000859)     ([ 1, 9]  0.001221) 
    ([ 2, 6]  0.001308)     ([ 2, 7]  0.001568)     ([ 2, 8]  0.001261)     ([ 2, 9]  0.001363) 
  }
  From:  (1, 9)  {
    ([ 8, 7]  0.001387)     ([ 8, 8]  0.001074)     ([ 8, 9]  0.001716)     ([ 8, 1]  0.001819) 
    ([ 9, 7]  0.001074)     ([ 9, 8]  0.001469)     ([ 9, 9]  0.001740)     ([ 9, 1]  0.001830) 
    ([ 1, 7]  0.001643)     ([ 1, 8]  0.001226)     ([ 1, 9]  0.001078)     ([ 1, 1]  0.001626) 
    ([ 2, 7]  0.001639)     ([ 2, 8]  0.001706)     ([ 2, 9]  0.001137)     ([ 2, 1]  0.000697) 
  }
  From:  (2, 1)  {
    ([ 9, 8]  0.001344)     ([ 9, 9]  0.001319)     ([ 9, 1]  0.000960)     ([ 9, 2]  0.001277) 
    ([ 1, 8]  0.000907)     ([ 1, 9]  0.001623)     ([ 1, 1]  0.001039)     ([ 1, 2]  0.001717) 
    ([ 2, 8]  0.001210)     ([ 2, 9]  0.001411)     ([ 2, 1]  0.001556)     ([ 2, 2]  0.001357) 
    ([ 3, 8]  0.001455)     ([ 3, 9]  0.000678)     ([ 3, 1]  0.001351)     ([ 3, 2]  0.001068) 
  }
  From:  (2, 2)  {
    ([ 9, 9]  0.001550)     ([ 9, 1]  0.001172)     ([ 9, 2]  0.001850)     ([ 9, 3]  0.001511) 
    ([ 1, 9]  0.001804)     ([ 1, 1]  0.001349)     ([ 1, 2]  0.001010)     ([ 1, 3]  0.000966) 
    ([ 2, 9]  0.001177)     ([ 2, 1]  0.001293)     ([ 2, 2]  0.001726)     ([ 2, 3]  0.001719) 
    ([ 3, 9]  0.000847)     ([ 3, 1]  0.001093)     ([ 3, 2]  0.001036)     ([ 3, 3]  0.001505) 
  }
  From:  (2, 3)  {
    ([ 9, 1]  0.001667)     ([ 9, 2]  0.001213)     ([ 9, 3]  0.001348)     ([ 9, 4]  0.001707) 
    ([ 1, 1]  0.001081)     ([ 1, 2]  0.001798)     ([ 1, 3]  0.001053)     ([ 1, 4]  0.001593) 
    ([ 2, 1]  0.001548)     ([ 2, 2]  0.001371)     ([ 2, 3]  0.001070)     ([ 2, 4]  0.000733) 
    ([ 3, 1]  0.001387)     ([ 3, 2]  0.000655)     ([ 3, 3]  0.001081)     ([ 3, 4]  0.001828) 
  }
  From:  (2, 4)  {
    ([ 9, 2]  0.001332)     ([ 9, 3]  0.001653)     ([ 9, 4]  0.001847)     ([ 9, 5]  0.001508) 
    ([ 1, 2]  0.001602)     ([ 1, 3]  0.001067)     ([ 1, 4]  0.001532)     ([ 1, 5]  0.001187) 
    ([ 2, 2]  0.000960)     ([ 2, 3]  0.001201)     ([ 2, 4]  0.001614)     ([ 2, 5]  0.000716) 
    ([ 3, 2]  0.001817)     ([ 3, 3]  0.000939)     ([ 3, 4]  0.001816)     ([ 3, 5]  0.001352) 
  }
  From:  (2, 5)  {
    ([ 9, 3]  0.001569)     ([ 9, 4]  0.001494)     ([ 9, 5]  0.001399)     ([ 9, 6]  0.001673) 
    ([ 1, 3]  0.001253)     ([ 1, 4]  0.001183)     ([ 1, 5]  0.000679)     ([ 1, 6]  0.001571) 
    ([ 2, 3]  0.000959)     ([ 2, 4]  0.001646)     ([ 2, 5]  0.001640)     ([ 2, 6]  0.000986) 
    ([ 3, 3]  0.000650)     ([ 3, 4]  0.000742)     ([ 3, 5]  0.001686)     ([ 3, 6]  0.000858) 
  }
  From:  (2, 6)  {
    ([ 9, 4]  0.001263)     ([ 9, 5]  0.001627)     ([ 9, 6]  0.000669)     ([ 9, 7]  0.000971) 
    ([ 1, 4]  0.001617)     ([ 1, 5]  0.001191)     ([ 1, 6]  0.001176)     ([ 1, 7]  0.001839) 
    ([ 2, 4]  0.000813)     ([ 2, 5]  0.001773)     ([ 2, 6]  0.001634)     ([ 2, 7]  0.001477) 
    ([ 3, 4]  0.001478)     ([ 3, 5]  0.001034)     ([ 3, 6]  0.001093)     ([ 3, 7]  0.001242) 
  }
  From:  (2, 7)  {
    ([ 9, 5]  0.001279)     ([ 9, 6]  0.001671)     ([ 9, 7]  0.000822)     ([ 9, 8]  0.000678) 
    ([ 1, 5]  0.001661)     ([ 1, 6]  0.000916)     ([ 1, 7]  0.001818)     ([ 1, 8]  0.001552) 
    ([ 2, 5]  0.001496)     ([ 2, 6]  0.001793)     ([ 2, 7]  0.001460)     ([ 2, 8]  0.001077) 
    ([ 3, 5]  0.001176)     ([ 3, 6]  0.001702)     ([ 3, 7]  0.001224)     ([ 3, 8]  0.001815) 
  }
  From:  (2, 8)  {
    ([ 9, 6]  0.001247)     ([ 9, 7]  0.000763)     ([ 9, 8]  0.001342)     ([ 9, 9]  0.001695) 
    ([ 1, 6]  0.001015)     ([ 1, 7]  0.001630)     ([ 1, 8]  0.001254)     ([ 1, 9]  0.001509) 
    ([ 2, 6]  0.001417)     ([ 2, 7]  0.001839)     ([ 2, 8]  0.001371)     ([ 2, 9]  0.000877) 
    ([ 3, 6]  0.001222)     ([ 3, 7]  0.001484)     ([ 3, 8]  0.000862)     ([ 3, 9]  0.001284) 
  }
  From:  (2, 9)  {
    ([ 9, 7]  0.001592)     ([ 9, 8]  0.001679)     ([ 9, 9]  0.000771)     ([ 9, 1]  0.000887) 
    ([ 1, 7]  0.001472)     ([ 1, 8]  0.001809)     ([ 1, 9]  0.001211)     ([ 1, 1]  0.001476) 
    ([ 2, 7]  0.001306)     ([ 2, 8]  0.000787)     ([ 2, 9]  0.001437)     ([ 2, 1]  0.000944) 
    ([ 3, 7]  0.000711)     ([ 3, 8]  0.001696)     ([ 3, 9]  0.001367)     ([ 3, 1]  0.000794) 
  }
  From:  (3, 1)  {
    ([ 1, 8]  0.001826)     ([ 1, 9]  0.000903)     ([ 1, 1]  0.000992)     ([ 1, 2]  0.001637) 
    ([ 2, 8]  0.001279)     ([ 2, 9]  0.001778)     ([ 2, 1]  0.001392)     ([ 2, 2]  0.001493) 
    ([ 3, 8]  0.000859)     ([ 3, 9]  0.001725)     ([ 3, 1]  0.001219)     ([ 3, 2]  0.000807) 
    ([ 4, 8]  0.001683)     ([ 4, 9]  0.001149)     ([ 4, 1]  0.001249)     ([ 4, 2]  0.001235) 
  }
  From:  (3, 2)  {
    ([ 1, 9]  0.001690)     ([ 1, 1]  0.001241)     ([ 1, 2]  0.001230)     ([ 1, 3]  0.000812) 
    ([ 2, 9]  0.000840)     ([ 2, 1]  0.001053)     ([ 2, 2]  0.001061)     ([ 2, 3]  0.001338) 
    ([ 3, 9]  0.000927)     ([ 3, 1]  0.000655)     ([ 3, 2]  0.001454)     ([ 3, 3]  0.000662) 
    ([ 4, 9]  0.000947)     ([ 4, 1]  0.000861)     ([ 4, 2]  0.001307)     ([ 4, 3]  0.001424) 
  }
  From:  (3, 3)  {
    ([ 1, 1]  0.000951)     ([ 1, 2]  0.000772)     ([ 1, 3]  0.001586)     ([ 1, 4]  0.000756) 
    ([ 2, 1]  0.001219)     ([ 2, 2]  0.000971)     ([ 2, 3]  0.000701)     ([ 2, 4]  0.001167) 
    ([ 3, 1]  0.001072)     ([ 3, 2]  0.001045)     ([ 3, 3]  0.001189)     ([ 3, 4]  0.001490) 
    ([ 4, 1]  0.001418)     ([ 4, 2]  0.001160)     ([ 4, 3]  0.001758)     ([ 4, 4]  0.001346) 
  }
  From:  (3, 4)  {
    ([ 1, 2]  0.000859)     ([ 1, 3]  0.000740)     ([ 1, 4]  0.001102)     ([ 1, 5]  0.001289) 
    ([ 2, 2]  0.000854)     ([ 2, 3]  0.001216)     ([ 2, 4]  0.000758)     ([ 2, 5]  0.001512) 
    ([ 3, 2]  0.001470)     ([ 3, 3]  0.000818)     ([ 3, 4]  0.001728)     ([ 3, 5]  0.001101) 
    ([ 4, 2]  0.001551)     ([ 4, 3]  0.001380)     ([ 4, 4]  0.001545)     ([ 4, 5]  0.001464) 
  }
  From:  (3, 5)  {
    ([ 1, 3]  0.001847)     ([ 1, 4]  0.001796)     ([ 1, 5]  0.001759)     ([ 1, 6]  0.001137) 
    ([ 2, 3]  0.000670)     ([ 2, 4]  0.001634)     ([ 2, 5]  0.001657)     ([ 2, 6]  0.000855) 
    ([ 3, 3]  0.001374)     ([ 3, 4]  0.001586)     ([ 3, 5]  0.001221)     ([ 3, 6]  0.001083) 
    ([ 4, 3]  0.000686)     ([ 4, 4]  0.001548)     ([ 4, 5]  0.001618)     ([ 4, 6]  0.001105) 
  }
  From:  (3, 6)  {
    ([ 1, 4]  0.001703)     ([ 1, 5]  0.001173)     ([ 1, 6]  0.000993)     ([ 1, 7]  0.000963) 
    ([ 2, 4]  0.001398)     ([ 2, 5]  0.001543)     ([ 2, 6]  0.000903)     ([ 2, 7]  0.000964) 
    ([ 3, 4]  0.000723)     ([ 3, 5]  0.001126)     ([ 3, 6]  0.000873)     ([ 3, 7]  0.001282) 
    ([ 4, 4]  0.001692)     ([ 4, 5]  0.000665)     ([ 4, 6]  0.000799)     ([ 4, 7]  0.001295) 
  }
  From:  (3, 7)  {
    ([ 1, 5]  0.000778)     ([ 1, 6]  0.001012)     ([ 1, 7]  0.000956)     ([ 1, 8]  0.001430) 
    ([ 2, 5]  0.000901)     ([ 2, 6]  0.000733)     ([ 2, 7]  0.001065)     ([ 2, 8]  0.001399) 
    ([ 3, 5]  0.000715)     ([ 3, 6]  0.000898)     ([ 3, 7]  0.001792)     ([ 3, 8]  0.001585) 
    ([ 4, 5]  0.000722)     ([ 4, 6]  0.001773)     ([ 4, 7]  0.001630)     ([ 4, 8]  0.000684) 
  }
  From:  (3, 8)  {
    ([ 1, 6]  0.001664)     ([ 1, 7]  0.000821)     ([ 1, 8]  0.001494)     ([ 1, 9]  0.001671) 
    ([ 2, 6]  0.001703)     ([ 2, 7]  0.001561)     ([ 2, 8]  0.001628)     ([ 2, 9]  0.001782) 
    ([ 3, 6]  0.001532)     ([ 3, 7]  0.001602)     ([ 3, 8]  0.001458)     ([ 3, 9]  0.000833) 
    ([ 4, 6]  0.000670)     ([ 4, 7]  0.001627)     ([ 4, 8]  0.001594)     ([ 4, 9]  0.000717) 
  }
  From:  (3, 9)  {
    ([ 1, 7]  0.001516)     ([ 1, 8]  0.001085)     ([ 1, 9]  0.001465)     ([ 1, 1]  0.001180) 
    ([ 2, 7]  0.001720)     ([ 2, 8]  0.000730)     ([ 2, 9]  0.001739)     ([ 2, 1]  0.001634) 
    ([ 3, 7]  0.001415)     ([ 3, 8]  0.001784)     ([ 3, 9]  0.001230)     ([ 3, 1]  0.001844) 
    ([ 4, 7]  0.000927)     ([ 4, 8]  0.001544)     ([ 4, 9]  0.001519)     ([ 4, 1]  0.001485) 
  }
  From:  (4, 1)  {
    ([ 2, 8]  0.001636)     ([ 2, 9]  0.001811)     ([ 2, 1]  0.001774)     ([ 2, 2]  0.000923) 
    ([ 3, 8]  0.001202)     ([ 3, 9]  0.001376)     ([ 3, 1]  0.001220)     ([ 3, 2]  0.000786) 
    ([ 4, 8]  0.001299)     ([ 4, 9]  0.001276)     ([ 4, 1]  0.001471)     ([ 4, 2]  0.001552) 
    ([ 5, 8]  0.001251)     ([ 5, 9]  0.001657)     ([ 5, 1]  0.001764)     ([ 5, 2]  0.000842) 
  }
  From:  (4, 2)  {
    ([ 2, 9]  0.001308)     ([ 2, 1]  0.001420)     ([ 2, 2]  0.001153)     ([ 2, 3]  0.000659) 
    ([ 3, 9]  0.001273)     ([ 3, 1]  0.001629)     ([ 3, 2]  0.001671)     ([ 3, 3]  0.000949) 
    ([ 4, 9]  0.001204)     ([ 4, 1]  0.001686)     ([ 4, 2]  0.001721)     ([ 4, 3]  0.001668) 
    ([ 5, 9]  0.001136)     ([ 5, 1]  0.000752)     ([ 5, 2]  0.001179)     ([ 5, 3]  0.000981) 
  }
  From:  (4, 3)  {
    ([ 2, 1]  0.001685)     ([ 2, 2]  0.001379)     ([ 2, 3]  0.000857)     ([ 2, 4]  0.001487) 
    ([ 3, 1]  0.000682)     ([ 3, 2]  0.001079)     ([ 3, 3]  0.001045)     ([ 3, 4]  0.000655) 
    ([ 4, 1]  0.000973)     ([ 4, 2]  0.000924)     ([ 4, 3]  0.001676)     ([ 4, 4]  0.000857) 
    ([ 5, 1]  0.001289)     ([ 5, 2]  0.001102)     ([ 5, 3]  0.001849)     ([ 5, 4]  0.001491) 
  }
  From:  (4, 4)  {
    ([ 2, 2]  0.001140)     ([ 2, 3]  0.001575)     ([ 2, 4]  0.000901)     ([ 2, 5]  0.001000) 
    ([ 3, 2]  0.000952)     ([ 3, 3]  0.001729)     ([ 3, 4]  0.001507)     ([ 3, 5]  0.000965) 
    ([ 4, 2]  0.001172)     ([ 4, 3]  0.001575)     ([ 4, 4]  0.001222)     ([ 4, 5]  0.001428) 
    ([ 5, 2]  0.001806)     ([ 5, 3]  0.000892)     ([ 5, 4]  0.001019)     ([ 5, 5]  0.001065) 
  }
  From:  (4, 5)  {
    ([ 2, 3]  0.000662)     ([ 2, 4]  0.001434)     ([ 2, 5]  0.001615)     ([ 2, 6]  0.000867) 
    ([ 3, 3]  0.001341)     ([ 3, 4]  0.001641)     ([ 3, 5]  0.001171)     ([ 3, 6]  0.000944) 
    ([ 4, 3]  0.001140)     ([ 4, 4]  0.001310)     ([ 4, 5]  0.001276)     ([ 4, 6]  0.001148) 
    ([ 5, 3]  0.001260)     ([ 5, 4]  0.001237)     ([ 5, 5]  0.000794)     ([ 5, 6]  0.001289) 
  }
  From:  (4, 6)  {
    ([ 2, 4]  0.000709)     ([ 2, 5]  0.001376)     ([ 2, 6]  0.001541)     ([ 2, 7]  0.001025) 
    ([ 3, 4]  0.001000)     ([ 3, 5]  0.001076)     ([ 3, 6]  0.001517)     ([ 3, 7]  0.001501) 
    ([ 4, 4]  0.000800)     ([ 4, 5]  0.000742)     ([ 4, 6]  0.001272)     ([ 4, 7]  0.000768) 
    ([ 5, 4]  0.000888)     ([ 5, 5]  0.000789)     ([ 5, 6]  0.001418)     ([ 5, 7]  0.001091) 
  }
  From:  (4, 7)  {
    ([ 2, 5]  0.000922)     ([ 2, 6]  0.001622)     ([ 2, 7]  0.001849)     ([ 2, 8]  0.001491) 
    ([ 3, 5]  0.001743)     ([ 3, 6]  0.001321)     ([ 3, 7]  0.001090)     ([ 3, 8]  0.001402) 
    ([ 4, 5]  0.000815)     ([ 4, 6]  0.001722)     ([ 4, 7]  0.001070)     ([ 4, 8]  0.001466) 
    ([ 5, 5]  0.001289)     ([ 5, 6]  0.001344)     ([ 5, 7]  0.001544)     ([ 5, 8]  0.001658) 
  }
  From:  (4, 8)  {
    ([ 2, 6]  0.000884)     ([ 2, 7]  0.001330)     ([ 2, 8]  0.001091)     ([ 2, 9]  0.001586) 
    ([ 3, 6]  0.001214)     ([ 3, 7]  0.001615)     ([ 3, 8]  0.001272)     ([ 3, 9]  0.001644) 
    ([ 4, 6]  0.001710)     ([ 4, 7]  0.001481)     ([ 4, 8]  0.000699)     ([ 4, 9]  0.001212) 
    ([ 5, 6]  0.001814)     ([ 5, 7]  0.001027)     ([ 5, 8]  0.001267)     ([ 5, 9]  0.000823) 
  }
  From:  (4, 9)  {
    ([ 2, 7]  0.001341)     ([ 2, 8]  0.001088)     ([ 2, 9]  0.001276)     ([ 2, 1]  0.000787) 
    ([ 3, 7]  0.001068)     ([ 3, 8]  0.000762)     ([ 3, 9]  0.000742)     ([ 3, 1]  0.000797) 
    ([ 4, 7]  0.001337)     ([ 4, 8]  0.001210)     ([ 4, 9]  0.000920)     ([ 4, 1]  0.001445) 
    ([ 5, 7]  0.000880)     ([ 5, 8]  0.000889)     ([ 5, 9]  0.001348)     ([ 5, 1]  0.001513) 
  }
  From:  (5, 1)  {
    ([ 3, 8]  0.001675)     ([ 3, 9]  0.000938)     ([ 3, 1]  0.000688)     ([ 3, 2]  0.001787) 
    ([ 4, 8]  0.000748)     ([ 4, 9]  0.001638)     ([ 4, 1]  0.000812)     ([ 4, 2]  0.001119) 
    ([ 5, 8]  0.000904)     ([ 5, 9]  0.000884)     ([ 5, 1]  0.001634)     ([ 5, 2]  0.000671) 
    ([ 6, 8]  0.001370)     ([ 6, 9]  0.001473)     ([ 6, 1]  0.001617)     ([ 6, 2]  0.001276) 
  }
  From:  (5, 2)  {
    ([ 3, 9]  0.001432)     ([ 3, 1]  0.001744)     ([ 3, 2]  0.001615)     ([ 3, 3]  0.000773) 
    ([ 4, 9]  0.001470)     ([ 4, 1]  0.001193)     ([ 4, 2]  0.001838)     ([ 4, 3]  0.000831) 
    ([ 5, 9]  0.000956)     ([ 5, 1]  0.001327)     ([ 5, 2]  0.001105)     ([ 5, 3]  0.000774) 
    ([ 6, 9]  0.001348)     ([ 6, 1]  0.000796)     ([ 6, 2]  0.001550)     ([ 6, 3]  0.000658) 
  }
  From:  (5, 3)  {
    ([ 3, 1]  0.001703)     ([ 3, 2]  0.000910)     ([ 3, 3]  0.001227)     ([ 3, 4]  0.001525) 
    ([ 4, 1]  0.001818)     ([ 4, 2]  0.001338)     ([ 4, 3]  0.000922)     ([ 4, 4]  0.000762) 
    ([ 5, 1]  0.001105)     ([ 5, 2]  0.000924)     ([ 5, 3]  0.001422)     ([ 5, 4]  0.001449) 
    ([ 6, 1]  0.000677)     ([ 6, 2]  0.001504)     ([ 6, 3]  0.001231)     ([ 6, 4]  0.001065) 
  }
  From:  (5, 4)  {
    ([ 3, 2]  0.000963)     ([ 3, 3]  0.001028)     ([ 3, 4]  0.000970)     ([ 3, 5]  0.001131) 
    ([ 4, 2]  0.001132)     ([ 4, 3]  0.001733)     ([ 4, 4]  0.001082)     ([ 4, 5]  0.000763) 
    ([ 5, 2]  0.001727)     ([ 5, 3]  0.000767)     ([ 5, 4]  0.001586)     ([ 5, 5]  0.001351) 
    ([ 6, 2]  0.001342)     ([ 6, 3]  0.001427)     ([ 6, 4]  0.000891)     ([ 6, 5]  0.001078) 
  }
  From:  (5, 5)  {
    ([ 3, 3]  0.001562)     ([ 3, 4]  0.000880)     ([ 3, 5]  0.001495)     ([ 3, 6]  0.000718) 
    ([ 4, 3]  0.001711)     ([ 4, 4]  0.001459)     ([ 4, 5]  0.001308)     ([ 4, 6]  0.000886) 
    ([ 5, 3]  0.001000)     ([ 5, 4]  0.000850)     ([ 5, 5]  0.001629)     ([ 5, 6]  0.001755) 
    ([ 6, 3]  0.000873)     ([ 6, 4]  0.001731)     ([ 6, 5]  0.000829)     ([ 6, 6]  0.001446) 
  }
  From:  (5, 6)  {
    ([ 3, 4]  0.001072)     ([ 3, 5]  0.001770)     ([ 3, 6]  0.001719)     ([ 3, 7]  0.000997) 
    ([ 4, 4]  0.000816)     ([ 4, 5]  0.001789)     ([ 4, 6]  0.001696)     ([ 4, 7]  0.000728) 
    ([ 5, 4]  0.001105)     ([ 5, 5]  0.001102)     ([ 5, 6]  0.001562)     ([ 5, 7]  0.001344) 
    ([ 6, 4]  0.001081)     ([ 6, 5]  0.000851)     ([ 6, 6]  0.001108)     ([ 6, 7]  0.001337) 
  }
  From:  (5, 7)  {
    ([ 3, 5]  0.001488)     ([ 3, 6]  0.001014)     ([ 3, 7]  0.001409)     ([ 3, 8]  0.001237) 
    ([ 4, 5]  0.000681)     ([ 4, 6]  0.001047)     ([ 4, 7]  0.001463)     ([ 4, 8]  0.001150) 
    ([ 5, 5]  0.001381)     ([ 5, 6]  0.000669)     ([ 5, 7]  0.001755)     ([ 5, 8]  0.000705) 
    ([ 6, 5]  0.001488)     ([ 6, 6]  0.001229)     ([ 6, 7]  0.001638)     ([ 6, 8]  0.000864) 
  }
  From:  (5, 8)  {
    ([ 3, 6]  0.000884)     ([ 3, 7]  0.000754)     ([ 3, 8]  0.000700)     ([ 3, 9]  0.001039) 
    ([ 4, 6]  0.001121)     ([ 4, 7]  0.001360)     ([ 4, 8]  0.001240)     ([ 4, 9]  0.001755) 
    ([ 5, 6]  0.001831)     ([ 5, 7]  0.000824)     ([ 5, 8]  0.001737)     ([ 5, 9]  0.001547) 
    ([ 6, 6]  0.000877)     ([ 6, 7]  0.001829)     ([ 6, 8]  0.000830)     ([ 6, 9]  0.000871) 
  }
  From:  (5, 9)  {
    ([ 3, 7]  0.001724)     ([ 3, 8]  0.001531)     ([ 3, 9]  0.000745)     ([ 3, 1]  0.000743) 
    ([ 4, 7]  0.001758)     ([ 4, 8]  0.001503)     ([ 4, 9]  0.001845)     ([ 4, 1]  0.000736) 
    ([ 5, 7]  0.000787)     ([ 5, 8]  0.001338)     ([ 5, 9]  0.001643)     ([ 5, 1]  0.001233) 
    ([ 6, 7]  0.001528)     ([ 6, 8]  0.001061)     ([ 6, 9]  0.001838)     ([ 6, 1]  0.001795) 
  }
  From:  (6, 1)  {
    ([ 4, 8]  0.001629)     ([ 4, 9]  0.001585)     ([ 4, 1]  0.001290)     ([ 4, 2]  0.001040) 
    ([ 5, 8]  0.001237)     ([ 5, 9]  0.001634)     ([ 5, 1]  0.001338)     ([ 5, 2]  0.001292) 
    ([ 6, 8]  0.001727)     ([ 6, 9]  0.001679)     ([ 6, 1]  0.000874)     ([ 6, 2]  0.001234) 
    ([ 7, 8]  0.001172)     ([ 7, 9]  0.001082)     ([ 7, 1]  0.001775)     ([ 7, 2]  0.000985) 
  }
  From:  (6, 2)  {
    ([ 4, 9]  0.000793)     ([ 4, 1]  0.001311)     ([ 4, 2]  0.001781)     ([ 4, 3]  0.001213) 
    ([ 5, 9]  0.001255)     ([ 5, 1]  0.001329)     ([ 5, 2]  0.001751)     ([ 5, 3]  0.001210) 
    ([ 6, 9]  0.001046)     ([ 6, 1]  0.001655)     ([ 6, 2]  0.001794)     ([ 6, 3]  0.001296) 
    ([ 7, 9]  0.000848)     ([ 7, 1]  0.000903)     ([ 7, 2]  0.001711)     ([ 7, 3]  0.001094) 
  }
  From:  (6, 3)  {
    ([ 4, 1]  0.001460)     ([ 4, 2]  0.001447)     ([ 4, 3]  0.001799)     ([ 4, 4]  0.001382) 
    ([ 5, 1]  0.001596)     ([ 5, 2]  0.001095)     ([ 5, 3]  0.000901)     ([ 5, 4]  0.001018) 
    ([ 6, 1]  0.001787)     ([ 6, 2]  0.000909)     ([ 6, 3]  0.001060)     ([ 6, 4]  0.001523) 
    ([ 7, 1]  0.001659)     ([ 7, 2]  0.001674)     ([ 7, 3]  0.000851)     ([ 7, 4]  0.001343) 
  }
  From:  (6, 4)  {
    ([ 4, 2]  0.001255)     ([ 4, 3]  0.001612)     ([ 4, 4]  0.001429)     ([ 4, 5]  0.000978) 
    ([ 5, 2]  0.001165)     ([ 5, 3]  0.000788)     ([ 5, 4]  0.001085)     ([ 5, 5]  0.001299) 
    ([ 6, 2]  0.001118)     ([ 6, 3]  0.001443)     ([ 6, 4]  0.001571)     ([ 6, 5]  0.000984) 
    ([ 7, 2]  0.001838)     ([ 7, 3]  0.000774)     ([ 7, 4]  0.000690)     ([ 7, 5]  0.001039) 
  }
  From:  (6, 5)  {
    ([ 4, 3]  0.001365)     ([ 4, 4]  0.000975)     ([ 4, 5]  0.000951)     ([ 4, 6]  0.001226) 
    ([ 5, 3]  0.000831)     ([ 5, 4]  0.001518)     ([ 5, 5]  0.001647)     ([ 5, 6]  0.001773) 
    ([ 6, 3]  0.001371)     ([ 6, 4]  0.001793)     ([ 6, 5]  0.001263)     ([ 6, 6]  0.001829) 
    ([ 7, 3]  0.000717)     ([ 7, 4]  0.001683)     ([ 7, 5]  0.001752)     ([ 7, 6]  0.001571) 
  }
  From:  (6, 6)  {
    ([ 4, 4]  0.001381)     ([ 4, 5]  0.001682)     ([ 4, 6]  0.001670)     ([ 4, 7]  0.001452) 
    ([ 5, 4]  0.001473)     ([ 5, 5]  0.000846)     ([ 5, 6]  0.001235)     ([ 5, 7]  0.001555) 
    ([ 6, 4]  0.000833)     ([ 6, 5]  0.001441)     ([ 6, 6]  0.001315)     ([ 6, 7]  0.001527) 
    ([ 7, 4]  0.001800)     ([ 7, 5]  0.000657)     ([ 7, 6]  0.000705)     ([ 7, 7]  0.001473) 
  }
  From:  (6, 7)  {
    ([ 4, 5]  0.001789)     ([ 4, 6]  0.001209)     ([ 4, 7]  0.001269)     ([ 4, 8]  0.001798) 
    ([ 5, 5]  0.001428)     ([ 5, 6]  0.001074)     ([ 5, 7]  0.000727)     ([ 5, 8]  0.001168) 
    ([ 6, 5]  0.000892)     ([ 6, 6]  0.001677)     ([ 6, 7]  0.000797)     ([ 6, 8]  0.001420) 
    ([ 7, 5]  0.001139)     ([ 7, 6]  0.001181)     ([ 7, 7]  0.001657)     ([ 7, 8]  0.000745) 
  }
  From:  (6, 8)  {
    ([ 4, 6]  0.001519)     ([ 4, 7]  0.000673)     ([ 4, 8]  0.001092)     ([ 4, 9]  0.000966) 
    ([ 5, 6]  0.001153)     ([ 5, 7]  0.001229)     ([ 5, 8]  0.001446)     ([ 5, 9]  0.000931) 
    ([ 6, 6]  0.001338)     ([ 6, 7]  0.001093)     ([ 6, 8]  0.001150)     ([ 6, 9]  0.000998) 
    ([ 7, 6]  0.001224)     ([ 7, 7]  0.001630)     ([ 7, 8]  0.001433)     ([ 7, 9]  0.000652) 
  }
  From:  (6, 9)  {
    ([ 4, 7]  0.000749)     ([ 4, 8]  0.000866)     ([ 4, 9]  0.000762)     ([ 4, 1]  0.001567) 
    ([ 5, 7]  0.001280)     ([ 5, 8]  0.000933)     ([ 5, 9]  0.001647)     ([ 5, 1]  0.001112) 
    ([ 6, 7]  0.001215)     ([ 6, 8]  0.000724)     ([ 6, 9]  0.000680)     ([ 6, 1]  0.001280) 
    ([ 7, 7]  0.001760)     ([ 7, 8]  0.001107)     ([ 7, 9]  0.001028)     ([ 7, 1]  0.000787) 
  }
  From:  (7, 1)  {
    ([ 5, 8]  0.001159)     ([ 5, 9]  0.001055)     ([ 5, 1]  0.001122)     ([ 5, 2]  0.000899) 
    ([ 6, 8]  0.000680)     ([ 6, 9]  0.001172)     ([ 6, 1]  0.001491)     ([ 6, 2]  0.000846) 
    ([ 7, 8]  0.001034)     ([ 7, 9]  0.001435)     ([ 7, 1]  0.001300)     ([ 7, 2]  0.001127) 
    ([ 8, 8]  0.001571)     ([ 8, 9]  0.001288)     ([ 8, 1]  0.001845)     ([ 8, 2]  0.001192) 
  }
  From:  (7, 2)  {
    ([ 5, 9]  0.001848)     ([ 5, 1]  0.001099)     ([ 5, 2]  0.001712)     ([ 5, 3]  0.001331) 
    ([ 6, 9]  0.001139)     ([ 6, 1]  0.001357)     ([ 6, 2]  0.001491)     ([ 6, 3]  0.001227) 
    ([ 7, 9]  0.000939)     ([ 7, 1]  0.001343)     ([ 7, 2]  0.001691)     ([ 7, 3]  0.001461) 
    ([ 8, 9]  0.001387)     ([ 8, 1]  0.001246)     ([ 8, 2]  0.001708)     ([ 8, 3]  0.001763) 
  }
  From:  (7, 3)  {
    ([ 5, 1]  0.001098)     ([ 5, 2]  0.001530)     ([ 5, 3]  0.001766)     ([ 5, 4]  0.001313) 
    ([ 6, 1]  0.001227)     ([ 6, 2]  0.001671)     ([ 6, 3]  0.001046)     ([ 6, 4]  0.001158) 
    ([ 7, 1]  0.001422)     ([ 7, 2]  0.001086)     ([ 7, 3]  0.001496)     ([ 7, 4]  0.001205) 
    ([ 8, 1]  0.000952)     ([ 8, 2]  0.001474)     ([ 8, 3]  0.000855)     ([ 8, 4]  0.000707) 
  }
  From:  (7, 4)  {
    ([ 5, 2]  0.000997)     ([ 5, 3]  0.000960)     ([ 5, 4]  0.001755)     ([ 5, 5]  0.001198) 
    ([ 6, 2]  0.001578)     ([ 6, 3]  0.001713)     ([ 6, 4]  0.001245)     ([ 6, 5]  0.000974) 
    ([ 7, 2]  0.001200)     ([ 7, 3]  0.000733)     ([ 7, 4]  0.001539)     ([ 7, 5]  0.001143) 
    ([ 8, 2]  0.001828)     ([ 8, 3]  0.000902)     ([ 8, 4]  0.001717)     ([ 8, 5]  0.001076) 
  }
  From:  (7, 5)  {
    ([ 5, 3]  0.001113)     ([ 5, 4]  0.001044)     ([ 5, 5]  0.001241)     ([ 5, 6]  0.001684) 
    ([ 6, 3]  0.001775)     ([ 6, 4]  0.000833)     ([ 6, 5]  0.001762)     ([ 6, 6]  0.001231) 
    ([ 7, 3]  0.001241)     ([ 7, 4]  0.000935)     ([ 7, 5]  0.000685)     ([ 7, 6]  0.000691) 
    ([ 8, 3]  0.000906)     ([ 8, 4]  0.000700)     ([ 8, 5]  0.000666)     ([ 8, 6]  0.000761) 
  }
  From:  (7, 6)  {
    ([ 5, 4]  0.001027)     ([ 5, 5]  0.001569)     ([ 5, 6]  0.000873)     ([ 5, 7]  0.001469) 
    ([ 6, 4]  0.001437)     ([ 6, 5]  0.000763)     ([ 6, 6]  0.000818)     ([ 6, 7]  0.000865) 
    ([ 7, 4]  0.001152)     ([ 7, 5]  0.001721)     ([ 7, 6]  0.000715)     ([ 7, 7]  0.001391) 
    ([ 8, 4]  0.001623)     ([ 8, 5]  0.001078)     ([ 8, 6]  0.001153)     ([ 8, 7]  0.001361) 
  }
  From:  (7, 7)  {
    ([ 5, 5]  0.001520)     ([ 5, 6]  0.000703)     ([ 5, 7]  0.000710)     ([ 5, 8]  0.000731) 
    ([ 6, 5]  0.001313)     ([ 6, 6]  0.001529)     ([ 6, 7]  0.001237)     ([ 6, 8]  0.001309) 
    ([ 7, 5]  0.001713)     ([ 7, 6]  0.000731)     ([ 7, 7]  0.001844)     ([ 7, 8]  0.000920) 
    ([ 8, 5]  0.001480)     ([ 8, 6]  0.001277)     ([ 8, 7]  0.000820)     ([ 8, 8]  0.001709) 
  }
  From:  (7, 8)  {
    ([ 5, 6]  0.001410)     ([ 5, 7]  0.000972)     ([ 5, 8]  0.001473)     ([ 5, 9]  0.001417) 
    ([ 6, 6]  0.001380)     ([ 6, 7]  0.000871)     ([ 6, 8]  0.001567)     ([ 6, 9]  0.001589) 
    ([ 7, 6]  0.000969)     ([ 7, 7]  0.001098)     ([ 7, 8]  0.001458)     ([ 7, 9]  0.001014) 
    ([ 8, 6]  0.000871)     ([ 8, 7]  0.000949)     ([ 8, 8]  0.001191)     ([ 8, 9]  0.000679) 
  }
  From:  (7, 9)  {
    ([ 5, 7]  0.001448)     ([ 5, 8]  0.001186)     ([ 5, 9]  0.000923)     ([ 5, 1]  0.001355) 
    ([ 6, 7]  0.001345)     ([ 6, 8]  0.001342)     ([ 6, 9]  0.001693)     ([ 6, 1]  0.001781) 
    ([ 7, 7]  0.001281)     ([ 7, 8]  0.000769)     ([ 7, 9]  0.001490)     ([ 7, 1]  0.001112) 
    ([ 8, 7]  0.001408)     ([ 8, 8]  0.001138)     ([ 8, 9]  0.000946)     ([ 8, 1]  0.001443) 
  }
  From:  (8, 1)  {
    ([ 6, 8]  0.001471)     ([ 6, 9]  0.001307)     ([ 6, 1]  0.001577)     ([ 6, 2]  0.000777) 
    ([ 7, 8]  0.001752)     ([ 7, 9]  0.001706)     ([ 7, 1]  0.000719)     ([ 7, 2]  0.001032) 
    ([ 8, 8]  0.001526)     ([ 8, 9]  0.001063)     ([ 8, 1]  0.001014)     ([ 8, 2]  0.001118) 
    ([ 9, 8]  0.001561)     ([ 9, 9]  0.001840)     ([ 9, 1]  0.000974)     ([ 9, 2]  0.001014) 
  }
  From:  (8, 2)  {
    ([ 6, 9]  0.001001)     ([ 6, 1]  0.001657)     ([ 6, 2]  0.001546)     ([ 6, 3]  0.001467) 
    ([ 7, 9]  0.001494)     ([ 7, 1]  0.000823)     ([ 7, 2]  0.000943)     ([ 7, 3]  0.001555) 
    ([ 8, 9]  0.001455)     ([ 8, 1]  0.001482)     ([ 8, 2]  0.001086)     ([ 8, 3]  0.000677) 
    ([ 9, 9]  0.000991)     ([ 9, 1]  0.001567)     ([ 9, 2]  0.001406)     ([ 9, 3]  0.001637) 
  }
  From:  (8, 3)  {
    ([ 6, 1]  0.001509)     ([ 6, 2]  0.000668)     ([ 6, 3]  0.001506)     ([ 6, 4]  0.001520) 
    ([ 7, 1]  0.000730)     ([ 7, 2]  0.001436)     ([ 7, 3]  0.001694)     ([ 7, 4]  0.001190) 
    ([ 8, 1]  0.000802)     ([ 8, 2]  0.001755)     ([ 8, 3]  0.000796)     ([ 8, 4]  0.001569) 
    ([ 9, 1]  0.000999)     ([ 9, 2]  0.000700)     ([ 9, 3]  0.000822)     ([ 9, 4]  0.001465) 
  }
  From:  (8, 4)  {
    ([ 6, 2]  0.001326)     ([ 6, 3]  0.001379)     ([ 6, 4]  0.000799)     ([ 6, 5]  0.000722) 
    ([ 7, 2]  0.001405)     ([ 7, 3]  0.001238)     ([ 7, 4]  0.001669)     ([ 7, 5]  0.001527) 
    ([ 8, 2]  0.000952)     ([ 8, 3]  0.000928)     ([ 8, 4]  0.000760)     ([ 8, 5]  0.001823) 
    ([ 9, 2]  0.001673)     ([ 9, 3]  0.000826)     ([ 9, 4]  0.001846)     ([ 9, 5]  0.001090) 
  }
  From:  (8, 5)  {
    ([ 6, 3]  0.001813)     ([ 6, 4]  0.000868)     ([ 6, 5]  0.001264)     ([ 6, 6]  0.001542) 
    ([ 7, 3]  0.001178)     ([ 7, 4]  0.001837)     ([ 7, 5]  0.000730)     ([ 7, 6]  0.000999) 
    ([ 8, 3]  0.001362)     ([ 8, 4]  0.001297)     ([ 8, 5]  0.001443)     ([ 8, 6]  0.001346) 
    ([ 9, 3]  0.001141)     ([ 9, 4]  0.000681)     ([ 9, 5]  0.000918)     ([ 9, 6]  0.001346) 
  }
  From:  (8, 6)  {
    ([ 6, 4]  0.001382)     ([ 6, 5]  0.001631)     ([ 6, 6]  0.001395)     ([ 6, 7]  0.001549) 
    ([ 7, 4]  0.001750)     ([ 7, 5]  0.001419)     ([ 7, 6]  0.001795)     ([ 7, 7]  0.001148) 
    ([ 8, 4]  0.000937)     ([ 8, 5]  0.000979)     ([ 8, 6]  0.001706)     ([ 8, 7]  0.001666) 
    ([ 9, 4]  0.001128)     ([ 9, 5]  0.001276)     ([ 9, 6]  0.001242)     ([ 9, 7]  0.001376) 
  }
  From:  (8, 7)  {
    ([ 6, 5]  0.000776)     ([ 6, 6]  0.001102)     ([ 6, 7]  0.001829)     ([ 6, 8]  0.001840) 
    ([ 7, 5]  0.001002)     ([ 7, 6]  0.001689)     ([ 7, 7]  0.001403)     ([ 7, 8]  0.001447) 
    ([ 8, 5]  0.001357)     ([ 8, 6]  0.000931)     ([ 8, 7]  0.001785)     ([ 8, 8]  0.001600) 
    ([ 9, 5]  0.001419)     ([ 9, 6]  0.001614)     ([ 9, 7]  0.001518)     ([ 9, 8]  0.001174) 
  }
  From:  (8, 8)  {
    ([ 6, 6]  0.001002)     ([ 6, 7]  0.000717)     ([ 6, 8]  0.001169)     ([ 6, 9]  0.000888) 
    ([ 7, 6]  0.000733)     ([ 7, 7]  0.000920)     ([ 7, 8]  0.000756)     ([ 7, 9]  0.001298) 
    ([ 8, 6]  0.000965)     ([ 8, 7]  0.001807)     ([ 8, 8]  0.001702)     ([ 8, 9]  0.001432) 
    ([ 9, 6]  0.001829)     ([ 9, 7]  0.001208)     ([ 9, 8]  0.001849)     ([ 9, 9]  0.000783) 
  }
  From:  (8, 9)  {
    ([ 6, 7]  0.001715)     ([ 6, 8]  0.001514)     ([ 6, 9]  0.000730)     ([ 6, 1]  0.000802) 
    ([ 7, 7]  0.001806)     ([ 7, 8]  0.001279)     ([ 7, 9]  0.000651)     ([ 7, 1]  0.001396) 
    ([ 8, 7]  0.001408)     ([ 8, 8]  0.000860)     ([ 8, 9]  0.001701)     ([ 8, 1]  0.001812) 
    ([ 9, 7]  0.001472)     ([ 9, 8]  0.001581)     ([ 9, 9]  0.001038)     ([ 9, 1]  0.001570) 
  }
  From:  (9, 1)  {
    ([ 7, 8]  0.000665)     ([ 7, 9]  0.001283)     ([ 7, 1]  0.000818)     ([ 7, 2]  0.001417) 
    ([ 8, 8]  0.001694)     ([ 8, 9]  0.001062)     ([ 8, 1]  0.001275)     ([ 8, 2]  0.001455) 
    ([ 9, 8]  0.001226)     ([ 9, 9]  0.001480)     ([ 9, 1]  0.001717)     ([ 9, 2]  0.001571) 
    ([ 1, 8]  0.000737)     ([ 1, 9]  0.001367)     ([ 1, 1]  0.001449)     ([ 1, 2]  0.001761) 
  }
  From:  (9, 2)  {
    ([ 7, 9]  0.000787)     ([ 7, 1]  0.001055)     ([ 7, 2]  0.001140)     ([ 7, 3]  0.000784) 
    ([ 8, 9]  0.001041)     ([ 8, 1]  0.001203)     ([ 8, 2]  0.001499)     ([ 8, 3]  0.000905) 
    ([ 9, 9]  0.001005)     ([ 9, 1]  0.001184)     ([ 9, 2]  0.001677)     ([ 9, 3]  0.001051) 
    ([ 1, 9]  0.001774)     ([ 1, 1]  0.001197)     ([ 1, 2]  0.001661)     ([ 1, 3]  0.001250) 
  }
  From:  (9, 3)  {
    ([ 7, 1]  0.001560)     ([ 7, 2]  0.001131)     ([ 7, 3]  0.001138)     ([ 7, 4]  0.001491) 
    ([ 8, 1]  0.001812)     ([ 8, 2]  0.001490)     ([ 8, 3]  0.001834)     ([ 8, 4]  0.000761) 
    ([ 9, 1]  0.001480)     ([ 9, 2]  0.001841)     ([ 9, 3]  0.000823)     ([ 9, 4]  0.000759) 
    ([ 1, 1]  0.000874)     ([ 1, 2]  0.000981)     ([ 1, 3]  0.001496)     ([ 1, 4]  0.000668) 
  }
  From:  (9, 4)  {
    ([ 7, 2]  0.001605)     ([ 7, 3]  0.001654)     ([ 7, 4]  0.000860)     ([ 7, 5]  0.001793) 
    ([ 8, 2]  0.001264)     ([ 8, 3]  0.001465)     ([ 8, 4]  0.000880)     ([ 8, 5]  0.001247) 
    ([ 9, 2]  0.001193)     ([ 9, 3]  0.000740)     ([ 9, 4]  0.001472)     ([ 9, 5]  0.000729) 
    ([ 1, 2]  0.000964)     ([ 1, 3]  0.000982)     ([ 1, 4]  0.000828)     ([ 1, 5]  0.001323) 
  }
  From:  (9, 5)  {
    ([ 7, 3]  0.001153)     ([ 7, 4]  0.001128)     ([ 7, 5]  0.001754)     ([ 7, 6]  0.000966) 
    ([ 8, 3]  0.001510)     ([ 8, 4]  0.001818)     ([ 8, 5]  0.001447)     ([ 8, 6]  0.001798) 
    ([ 9, 3]  0.001506)     ([ 9, 4]  0.001504)     ([ 9, 5]  0.001003)     ([ 9, 6]  0.001209) 
    ([ 1, 3]  0.001603)     ([ 1, 4]  0.001281)     ([ 1, 5]  0.001170)     ([ 1, 6]  0.001810) 
  }
  From:  (9, 6)  {
    ([ 7, 4]  0.001355)     ([ 7, 5]  0.000672)     ([ 7, 6]  0.000799)     ([ 7, 7]  0.001471) 
    ([ 8, 4]  0.001692)     ([ 8, 5]  0.000879)     ([ 8, 6]  0.001758)     ([ 8, 7]  0.001627) 
    ([ 9, 4]  0.001568)     ([ 9, 5]  0.001041)     ([ 9, 6]  0.001474)     ([ 9, 7]  0.001660) 
    ([ 1, 4]  0.000677)     ([ 1, 5]  0.001438)     ([ 1, 6]  0.001042)     ([ 1, 7]  0.001483) 
  }
  From:  (9, 7)  {
    ([ 7, 5]  0.001055)     ([ 7, 6]  0.001424)     ([ 7, 7]  0.001359)     ([ 7, 8]  0.001339) 
    ([ 8, 5]  0.000961)     ([ 8, 6]  0.001187)     ([ 8, 7]  0.001135)     ([ 8, 8]  0.001454) 
    ([ 9, 5]  0.001839)     ([ 9, 6]  0.001140)     ([ 9, 7]  0.001466)     ([ 9, 8]  0.001077) 
    ([ 1, 5]  0.001210)     ([ 1, 6]  0.000935)     ([ 1, 7]  0.001321)     ([ 1, 8]  0.001794) 
  }
  From:  (9, 8)  {
    ([ 7, 6]  0.001213)     ([ 7, 7]  0.001677)     ([ 7, 8]  0.001769)     ([ 7, 9]  0.001376) 
    ([ 8, 6]  0.000855)     ([ 8, 7]  0.001572)     ([ 8, 8]  0.001554)     ([ 8, 9]  0.001008) 
    ([ 9, 6]  0.001166)     ([ 9, 7]  0.000912)     ([ 9, 8]  0.000762)     ([ 9, 9]  0.001418) 
    ([ 1, 6]  0.001070)     ([ 1, 7]  0.001027)     ([ 1, 8]  0.000763)     ([ 1, 9]  0.001305) 
  }
  From:  (9, 9)  {
    ([ 7, 7]  0.000786)     ([ 7, 8]  0.001567)     ([ 7, 9]  0.000651)     ([ 7, 1]  0.001378) 
    ([ 8, 7]  0.001690)     ([ 8, 8]  0.001710)     ([ 8, 9]  0.000896)     ([ 8, 1]  0.001294) 
    ([ 9, 7]  0.001215)     ([ 9, 8]  0.000667)     ([ 9, 9]  0.001651)     ([ 9, 1]  0.001567) 
    ([ 1, 7]  0.000983)     ([ 1, 8]  0.001368)     ([ 1, 9]  0.001516)     ([ 1, 1]  0.001763) 
  }
}

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