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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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: (5, 5)

Connect(ev4h, exss)  {
  From:  (1, 1)  {
    ([ 8, 8]  0.004830)     ([ 8, 9]  0.003693)     |              |     ([ 8, 2]  0.003913)     ([ 8, 3]  0.004327) 
    |              |     ([ 9, 9]  0.004432)     ([ 9, 1]  0.005953)     |              |     |              | 
    |              |     |              |     ([ 1, 1]  0.004047)     ([ 1, 2]  0.003299)     ([ 1, 3]  0.003380) 
    |              |     |              |     ([ 2, 1]  0.005182)     |              |     |              | 
    |              |     ([ 3, 9]  0.003872)     ([ 3, 1]  0.003317)     |              |     |              | 
  }
  From:  (1, 2)  {
    ([ 8, 9]  0.002407)     |              |     ([ 8, 2]  0.004386)     |              |     ([ 8, 4]  0.003502) 
    ([ 9, 9]  0.002196)     |              |     |              |     |              |     ([ 9, 4]  0.003403) 
    ([ 1, 9]  0.004002)     |              |     |              |     ([ 1, 3]  0.003333)     |              | 
    |              |     |              |     ([ 2, 2]  0.004072)     ([ 2, 3]  0.004604)     |              | 
    ([ 3, 9]  0.003081)     |              |     |              |     ([ 3, 3]  0.002207)     |              | 
  }
  From:  (1, 3)  {
    ([ 8, 1]  0.004830)     ([ 8, 2]  0.002409)     |              |     ([ 8, 4]  0.002355)     ([ 8, 5]  0.005766) 
    |              |     ([ 9, 2]  0.004665)     ([ 9, 3]  0.005490)     ([ 9, 4]  0.003509)     |              | 
    ([ 1, 1]  0.002095)     ([ 1, 2]  0.002931)     |              |     ([ 1, 4]  0.002980)     ([ 1, 5]  0.004233) 
    |              |     ([ 2, 2]  0.004673)     |              |     |              |     ([ 2, 5]  0.004153) 
    ([ 3, 1]  0.004639)     |              |     ([ 3, 3]  0.005052)     |              |     |              | 
  }
  From:  (1, 4)  {
    |              |     ([ 8, 3]  0.005631)     |              |     ([ 8, 5]  0.004957)     |              | 
    ([ 9, 2]  0.004995)     ([ 9, 3]  0.002010)     ([ 9, 4]  0.005132)     ([ 9, 5]  0.003974)     ([ 9, 6]  0.004275) 
    ([ 1, 2]  0.004275)     ([ 1, 3]  0.002186)     ([ 1, 4]  0.004971)     |              |     |              | 
    |              |     ([ 2, 3]  0.005916)     ([ 2, 4]  0.003933)     ([ 2, 5]  0.002088)     |              | 
    ([ 3, 2]  0.005338)     ([ 3, 3]  0.003460)     |              |     ([ 3, 5]  0.002896)     ([ 3, 6]  0.004131) 
  }
  From:  (1, 5)  {
    |              |     |              |     ([ 8, 5]  0.002952)     |              |     ([ 8, 7]  0.003340) 
    |              |     ([ 9, 4]  0.004216)     ([ 9, 5]  0.002974)     |              |     ([ 9, 7]  0.004070) 
    ([ 1, 3]  0.002298)     ([ 1, 4]  0.003772)     |              |     |              |     |              | 
    |              |     ([ 2, 4]  0.004540)     ([ 2, 5]  0.003507)     ([ 2, 6]  0.002217)     |              | 
    |              |     |              |     ([ 3, 5]  0.002409)     |              |     |              | 
  }
  From:  (1, 6)  {
    |              |     |              |     ([ 8, 6]  0.005882)     ([ 8, 7]  0.003083)     ([ 8, 8]  0.004963) 
    |              |     |              |     ([ 9, 6]  0.004143)     |              |     ([ 9, 8]  0.005272) 
    |              |     |              |     ([ 1, 6]  0.002176)     |              |     ([ 1, 8]  0.005864) 
    |              |     ([ 2, 5]  0.004539)     |              |     ([ 2, 7]  0.002161)     ([ 2, 8]  0.005212) 
    ([ 3, 4]  0.004702)     |              |     ([ 3, 6]  0.004470)     ([ 3, 7]  0.005142)     ([ 3, 8]  0.003106) 
  }
  From:  (1, 7)  {
    |              |     ([ 8, 6]  0.004406)     |              |     ([ 8, 8]  0.005289)     ([ 8, 9]  0.002621) 
    ([ 9, 5]  0.005988)     |              |     ([ 9, 7]  0.003332)     ([ 9, 8]  0.003245)     |              | 
    |              |     ([ 1, 6]  0.003465)     ([ 1, 7]  0.003690)     |              |     |              | 
    |              |     ([ 2, 6]  0.002558)     ([ 2, 7]  0.004484)     ([ 2, 8]  0.004988)     ([ 2, 9]  0.005919) 
    |              |     ([ 3, 6]  0.002144)     |              |     ([ 3, 8]  0.004151)     ([ 3, 9]  0.002929) 
  }
  From:  (1, 8)  {
    |              |     |              |     |              |     |              |     ([ 8, 1]  0.002874) 
    ([ 9, 6]  0.004414)     ([ 9, 7]  0.003958)     ([ 9, 8]  0.003502)     ([ 9, 9]  0.004391)     |              | 
    ([ 1, 6]  0.002703)     ([ 1, 7]  0.003327)     ([ 1, 8]  0.003538)     |              |     ([ 1, 1]  0.004079) 
    |              |     |              |     ([ 2, 8]  0.004102)     ([ 2, 9]  0.004683)     |              | 
    ([ 3, 6]  0.003193)     |              |     ([ 3, 8]  0.004328)     |              |     ([ 3, 1]  0.003290) 
  }
  From:  (1, 9)  {
    |              |     ([ 8, 8]  0.002265)     ([ 8, 9]  0.005903)     ([ 8, 1]  0.005730)     ([ 8, 2]  0.003274) 
    ([ 9, 7]  0.004437)     |              |     ([ 9, 9]  0.003349)     |              |     |              | 
    |              |     ([ 1, 8]  0.005082)     |              |     ([ 1, 1]  0.002578)     |              | 
    ([ 2, 7]  0.003526)     ([ 2, 8]  0.005738)     ([ 2, 9]  0.005386)     ([ 2, 1]  0.005711)     ([ 2, 2]  0.005198) 
    ([ 3, 7]  0.004036)     ([ 3, 8]  0.005740)     ([ 3, 9]  0.004811)     |              |     ([ 3, 2]  0.005344) 
  }
  From:  (2, 1)  {
    |              |     |              |     |              |     |              |     |              | 
    |              |     |              |     ([ 1, 1]  0.003532)     |              |     |              | 
    |              |     |              |     |              |     ([ 2, 2]  0.004414)     ([ 2, 3]  0.002931) 
    |              |     ([ 3, 9]  0.005850)     ([ 3, 1]  0.002880)     ([ 3, 2]  0.004276)     |              | 
    ([ 4, 8]  0.002151)     ([ 4, 9]  0.005939)     ([ 4, 1]  0.004348)     |              |     ([ 4, 3]  0.004689) 
  }
  From:  (2, 2)  {
    |              |     ([ 9, 1]  0.002508)     ([ 9, 2]  0.004216)     |              |     |              | 
    |              |     ([ 1, 1]  0.005308)     ([ 1, 2]  0.002467)     ([ 1, 3]  0.005711)     ([ 1, 4]  0.004584) 
    |              |     |              |     |              |     |              |     |              | 
    |              |     |              |     ([ 3, 2]  0.002415)     |              |     ([ 3, 4]  0.003816) 
    ([ 4, 9]  0.003063)     ([ 4, 1]  0.004603)     ([ 4, 2]  0.005268)     ([ 4, 3]  0.004876)     ([ 4, 4]  0.004718) 
  }
  From:  (2, 3)  {
    ([ 9, 1]  0.002631)     |              |     |              |     |              |     ([ 9, 5]  0.004624) 
    |              |     ([ 1, 2]  0.003511)     ([ 1, 3]  0.003582)     |              |     |              | 
    ([ 2, 1]  0.005690)     ([ 2, 2]  0.002361)     ([ 2, 3]  0.003023)     ([ 2, 4]  0.002539)     ([ 2, 5]  0.005935) 
    |              |     |              |     |              |     |              |     ([ 3, 5]  0.005496) 
    ([ 4, 1]  0.005817)     |              |     |              |     |              |     |              | 
  }
  From:  (2, 4)  {
    |              |     ([ 9, 3]  0.003606)     |              |     ([ 9, 5]  0.002793)     ([ 9, 6]  0.003662) 
    ([ 1, 2]  0.002856)     ([ 1, 3]  0.005468)     |              |     ([ 1, 5]  0.002764)     ([ 1, 6]  0.004304) 
    |              |     ([ 2, 3]  0.003753)     ([ 2, 4]  0.003572)     |              |     |              | 
    |              |     ([ 3, 3]  0.004814)     |              |     ([ 3, 5]  0.005118)     |              | 
    |              |     |              |     ([ 4, 4]  0.002220)     ([ 4, 5]  0.003539)     |              | 
  }
  From:  (2, 5)  {
    ([ 9, 3]  0.005706)     ([ 9, 4]  0.004157)     ([ 9, 5]  0.005829)     ([ 9, 6]  0.004059)     |              | 
    |              |     |              |     ([ 1, 5]  0.002124)     |              |     ([ 1, 7]  0.003729) 
    ([ 2, 3]  0.003202)     |              |     |              |     |              |     |              | 
    |              |     ([ 3, 4]  0.003658)     |              |     |              |     ([ 3, 7]  0.003408) 
    |              |     ([ 4, 4]  0.004242)     |              |     |              |     ([ 4, 7]  0.002258) 
  }
  From:  (2, 6)  {
    |              |     ([ 9, 5]  0.002929)     ([ 9, 6]  0.003538)     ([ 9, 7]  0.002164)     ([ 9, 8]  0.004463) 
    |              |     |              |     |              |     |              |     |              | 
    |              |     ([ 2, 5]  0.005292)     |              |     |              |     ([ 2, 8]  0.004228) 
    ([ 3, 4]  0.005355)     |              |     |              |     ([ 3, 7]  0.002886)     |              | 
    ([ 4, 4]  0.002333)     ([ 4, 5]  0.005251)     |              |     ([ 4, 7]  0.003619)     ([ 4, 8]  0.003910) 
  }
  From:  (2, 7)  {
    ([ 9, 5]  0.005115)     |              |     |              |     |              |     |              | 
    |              |     |              |     |              |     |              |     ([ 1, 9]  0.004738) 
    |              |     |              |     |              |     |              |     ([ 2, 9]  0.003471) 
    ([ 3, 5]  0.002968)     |              |     ([ 3, 7]  0.005288)     |              |     |              | 
    |              |     |              |     |              |     |              |     |              | 
  }
  From:  (2, 8)  {
    ([ 9, 6]  0.004871)     |              |     ([ 9, 8]  0.004120)     ([ 9, 9]  0.004431)     ([ 9, 1]  0.002564) 
    |              |     |              |     ([ 1, 8]  0.004178)     |              |     ([ 1, 1]  0.005580) 
    |              |     ([ 2, 7]  0.003148)     |              |     |              |     ([ 2, 1]  0.002907) 
    |              |     ([ 3, 7]  0.002979)     ([ 3, 8]  0.002272)     ([ 3, 9]  0.002716)     |              | 
    |              |     |              |     ([ 4, 8]  0.002402)     |              |     ([ 4, 1]  0.005402) 
  }
  From:  (2, 9)  {
    |              |     ([ 9, 8]  0.003759)     |              |     ([ 9, 1]  0.005023)     ([ 9, 2]  0.005598) 
    |              |     ([ 1, 8]  0.003498)     ([ 1, 9]  0.002698)     ([ 1, 1]  0.003073)     |              | 
    ([ 2, 7]  0.003738)     |              |     |              |     |              |     ([ 2, 2]  0.002691) 
    |              |     |              |     ([ 3, 9]  0.003643)     |              |     ([ 3, 2]  0.005491) 
    ([ 4, 7]  0.003171)     |              |     |              |     ([ 4, 1]  0.005482)     |              | 
  }
  From:  (3, 1)  {
    |              |     ([ 1, 9]  0.002273)     |              |     |              |     ([ 1, 3]  0.004444) 
    |              |     |              |     |              |     ([ 2, 2]  0.002774)     ([ 2, 3]  0.004295) 
    ([ 3, 8]  0.002606)     ([ 3, 9]  0.004432)     ([ 3, 1]  0.002568)     ([ 3, 2]  0.003287)     |              | 
    ([ 4, 8]  0.004367)     |              |     |              |     ([ 4, 2]  0.004437)     ([ 4, 3]  0.004696) 
    |              |     |              |     ([ 5, 1]  0.003903)     ([ 5, 2]  0.002231)     |              | 
  }
  From:  (3, 2)  {
    ([ 1, 9]  0.002762)     |              |     ([ 1, 2]  0.002916)     |              |     ([ 1, 4]  0.003262) 
    ([ 2, 9]  0.005077)     |              |     ([ 2, 2]  0.003556)     |              |     |              | 
    ([ 3, 9]  0.004452)     ([ 3, 1]  0.004453)     |              |     ([ 3, 3]  0.002857)     ([ 3, 4]  0.002622) 
    |              |     |              |     |              |     ([ 4, 3]  0.004039)     ([ 4, 4]  0.003951) 
    |              |     |              |     |              |     |              |     |              | 
  }
  From:  (3, 3)  {
    |              |     ([ 1, 2]  0.002902)     |              |     |              |     |              | 
    |              |     |              |     |              |     ([ 2, 4]  0.002412)     |              | 
    ([ 3, 1]  0.002070)     |              |     |              |     ([ 3, 4]  0.004737)     |              | 
    ([ 4, 1]  0.002356)     |              |     |              |     ([ 4, 4]  0.004502)     |              | 
    |              |     |              |     ([ 5, 3]  0.003603)     ([ 5, 4]  0.003916)     ([ 5, 5]  0.002263) 
  }
  From:  (3, 4)  {
    ([ 1, 2]  0.002060)     |              |     |              |     |              |     ([ 1, 6]  0.005861) 
    ([ 2, 2]  0.004862)     |              |     |              |     ([ 2, 5]  0.004724)     |              | 
    ([ 3, 2]  0.004369)     |              |     |              |     |              |     |              | 
    |              |     ([ 4, 3]  0.004632)     ([ 4, 4]  0.002802)     ([ 4, 5]  0.002905)     ([ 4, 6]  0.003560) 
    |              |     ([ 5, 3]  0.002940)     |              |     ([ 5, 5]  0.004205)     ([ 5, 6]  0.002788) 
  }
  From:  (3, 5)  {
    ([ 1, 3]  0.002464)     |              |     |              |     |              |     ([ 1, 7]  0.003481) 
    |              |     |              |     |              |     ([ 2, 6]  0.005874)     |              | 
    ([ 3, 3]  0.004600)     |              |     ([ 3, 5]  0.003275)     |              |     |              | 
    ([ 4, 3]  0.002519)     ([ 4, 4]  0.003820)     |              |     |              |     ([ 4, 7]  0.002218) 
    ([ 5, 3]  0.004330)     |              |     |              |     |              |     |              | 
  }
  From:  (3, 6)  {
    ([ 1, 4]  0.003183)     |              |     ([ 1, 6]  0.003606)     |              |     ([ 1, 8]  0.005115) 
    |              |     |              |     |              |     |              |     |              | 
    |              |     |              |     |              |     |              |     ([ 3, 8]  0.005109) 
    ([ 4, 4]  0.004967)     |              |     ([ 4, 6]  0.003326)     ([ 4, 7]  0.004066)     ([ 4, 8]  0.005458) 
    |              |     |              |     |              |     |              |     |              | 
  }
  From:  (3, 7)  {
    |              |     ([ 1, 6]  0.003593)     |              |     |              |     ([ 1, 9]  0.002248) 
    ([ 2, 5]  0.002427)     ([ 2, 6]  0.002295)     |              |     ([ 2, 8]  0.004509)     ([ 2, 9]  0.003901) 
    |              |     |              |     |              |     |              |     ([ 3, 9]  0.002024) 
    |              |     |              |     |              |     |              |     ([ 4, 9]  0.003938) 
    |              |     ([ 5, 6]  0.002103)     ([ 5, 7]  0.003477)     ([ 5, 8]  0.002639)     |              | 
  }
  From:  (3, 8)  {
    |              |     |              |     ([ 1, 8]  0.003271)     ([ 1, 9]  0.004863)     |              | 
    |              |     |              |     |              |     |              |     ([ 2, 1]  0.005223) 
    |              |     |              |     ([ 3, 8]  0.004052)     |              |     |              | 
    ([ 4, 6]  0.004241)     ([ 4, 7]  0.002334)     |              |     ([ 4, 9]  0.002700)     |              | 
    |              |     |              |     ([ 5, 8]  0.005536)     |              |     ([ 5, 1]  0.002174) 
  }
  From:  (3, 9)  {
    |              |     |              |     ([ 1, 9]  0.003593)     ([ 1, 1]  0.003367)     |              | 
    |              |     ([ 2, 8]  0.004922)     ([ 2, 9]  0.005310)     ([ 2, 1]  0.004394)     ([ 2, 2]  0.002465) 
    ([ 3, 7]  0.004422)     ([ 3, 8]  0.003204)     ([ 3, 9]  0.004335)     |              |     ([ 3, 2]  0.005701) 
    |              |     ([ 4, 8]  0.005291)     |              |     |              |     ([ 4, 2]  0.003024) 
    ([ 5, 7]  0.002288)     |              |     ([ 5, 9]  0.004673)     ([ 5, 1]  0.004001)     ([ 5, 2]  0.005466) 
  }
  From:  (4, 1)  {
    ([ 2, 8]  0.004714)     |              |     |              |     ([ 2, 2]  0.002078)     ([ 2, 3]  0.003712) 
    ([ 3, 8]  0.004838)     ([ 3, 9]  0.004914)     ([ 3, 1]  0.005369)     ([ 3, 2]  0.003212)     ([ 3, 3]  0.005206) 
    ([ 4, 8]  0.004719)     |              |     |              |     |              |     ([ 4, 3]  0.004316) 
    ([ 5, 8]  0.002414)     |              |     |              |     |              |     ([ 5, 3]  0.005259) 
    |              |     ([ 6, 9]  0.003734)     |              |     ([ 6, 2]  0.003798)     ([ 6, 3]  0.005468) 
  }
  From:  (4, 2)  {
    |              |     ([ 2, 1]  0.003990)     ([ 2, 2]  0.004656)     ([ 2, 3]  0.005174)     ([ 2, 4]  0.003181) 
    ([ 3, 9]  0.002705)     ([ 3, 1]  0.004771)     ([ 3, 2]  0.002712)     |              |     |              | 
    |              |     ([ 4, 1]  0.004917)     ([ 4, 2]  0.005359)     |              |     ([ 4, 4]  0.003140) 
    ([ 5, 9]  0.004863)     |              |     ([ 5, 2]  0.005754)     |              |     ([ 5, 4]  0.003962) 
    |              |     |              |     ([ 6, 2]  0.002534)     |              |     ([ 6, 4]  0.002648) 
  }
  From:  (4, 3)  {
    ([ 2, 1]  0.004649)     ([ 2, 2]  0.005924)     ([ 2, 3]  0.005097)     ([ 2, 4]  0.004679)     |              | 
    ([ 3, 1]  0.005832)     |              |     |              |     |              |     ([ 3, 5]  0.003929) 
    ([ 4, 1]  0.003635)     |              |     |              |     ([ 4, 4]  0.003570)     |              | 
    |              |     |              |     ([ 5, 3]  0.003761)     ([ 5, 4]  0.004527)     ([ 5, 5]  0.005856) 
    |              |     |              |     |              |     ([ 6, 4]  0.005191)     ([ 6, 5]  0.005173) 
  }
  From:  (4, 4)  {
    |              |     ([ 2, 3]  0.004223)     |              |     |              |     |              | 
    ([ 3, 2]  0.003016)     ([ 3, 3]  0.005904)     |              |     |              |     |              | 
    ([ 4, 2]  0.005967)     |              |     ([ 4, 4]  0.005466)     ([ 4, 5]  0.005051)     |              | 
    ([ 5, 2]  0.002779)     ([ 5, 3]  0.004060)     |              |     ([ 5, 5]  0.005752)     ([ 5, 6]  0.002061) 
    |              |     ([ 6, 3]  0.005627)     ([ 6, 4]  0.004782)     ([ 6, 5]  0.004609)     ([ 6, 6]  0.004215) 
  }
  From:  (4, 5)  {
    ([ 2, 3]  0.004898)     |              |     ([ 2, 5]  0.004788)     ([ 2, 6]  0.005272)     ([ 2, 7]  0.003988) 
    ([ 3, 3]  0.003159)     ([ 3, 4]  0.002563)     ([ 3, 5]  0.003461)     |              |     ([ 3, 7]  0.005991) 
    |              |     ([ 4, 4]  0.004989)     ([ 4, 5]  0.005870)     |              |     |              | 
    |              |     ([ 5, 4]  0.003786)     |              |     |              |     |              | 
    ([ 6, 3]  0.003463)     ([ 6, 4]  0.005222)     ([ 6, 5]  0.004140)     |              |     ([ 6, 7]  0.003864) 
  }
  From:  (4, 6)  {
    |              |     |              |     ([ 2, 6]  0.003429)     ([ 2, 7]  0.002802)     ([ 2, 8]  0.003567) 
    |              |     |              |     |              |     |              |     ([ 3, 8]  0.004189) 
    |              |     |              |     ([ 4, 6]  0.004248)     ([ 4, 7]  0.002827)     ([ 4, 8]  0.003628) 
    ([ 5, 4]  0.002488)     ([ 5, 5]  0.003575)     ([ 5, 6]  0.004609)     |              |     |              | 
    ([ 6, 4]  0.005029)     |              |     ([ 6, 6]  0.005933)     ([ 6, 7]  0.003514)     ([ 6, 8]  0.003661) 
  }
  From:  (4, 7)  {
    ([ 2, 5]  0.005016)     |              |     ([ 2, 7]  0.005741)     |              |     |              | 
    ([ 3, 5]  0.005838)     ([ 3, 6]  0.003163)     ([ 3, 7]  0.005577)     ([ 3, 8]  0.005441)     ([ 3, 9]  0.005351) 
    ([ 4, 5]  0.002583)     ([ 4, 6]  0.004026)     |              |     ([ 4, 8]  0.002695)     ([ 4, 9]  0.002852) 
    ([ 5, 5]  0.002060)     |              |     ([ 5, 7]  0.004603)     |              |     ([ 5, 9]  0.005229) 
    ([ 6, 5]  0.005434)     ([ 6, 6]  0.005155)     |              |     ([ 6, 8]  0.003844)     ([ 6, 9]  0.003719) 
  }
  From:  (4, 8)  {
    |              |     ([ 2, 7]  0.002683)     ([ 2, 8]  0.002860)     |              |     ([ 2, 1]  0.002457) 
    |              |     ([ 3, 7]  0.002520)     |              |     ([ 3, 9]  0.004112)     |              | 
    |              |     |              |     ([ 4, 8]  0.005706)     |              |     |              | 
    |              |     ([ 5, 7]  0.005328)     ([ 5, 8]  0.003179)     ([ 5, 9]  0.004077)     ([ 5, 1]  0.003693) 
    |              |     ([ 6, 7]  0.002212)     ([ 6, 8]  0.004813)     |              |     ([ 6, 1]  0.003204) 
  }
  From:  (4, 9)  {
    |              |     |              |     |              |     ([ 2, 1]  0.004108)     ([ 2, 2]  0.004399) 
    |              |     ([ 3, 8]  0.004200)     |              |     |              |     ([ 3, 2]  0.004618) 
    ([ 4, 7]  0.005193)     |              |     |              |     ([ 4, 1]  0.004754)     ([ 4, 2]  0.002488) 
    ([ 5, 7]  0.002586)     |              |     |              |     ([ 5, 1]  0.005152)     ([ 5, 2]  0.004332) 
    |              |     |              |     |              |     |              |     ([ 6, 2]  0.004416) 
  }
  From:  (5, 1)  {
    ([ 3, 8]  0.003737)     ([ 3, 9]  0.002998)     ([ 3, 1]  0.005824)     |              |     |              | 
    ([ 4, 8]  0.005460)     |              |     |              |     |              |     |              | 
    ([ 5, 8]  0.005068)     ([ 5, 9]  0.003987)     ([ 5, 1]  0.005482)     ([ 5, 2]  0.004309)     |              | 
    |              |     |              |     |              |     ([ 6, 2]  0.005877)     ([ 6, 3]  0.004965) 
    ([ 7, 8]  0.004032)     |              |     ([ 7, 1]  0.005831)     ([ 7, 2]  0.003214)     |              | 
  }
  From:  (5, 2)  {
    |              |     |              |     ([ 3, 2]  0.004879)     ([ 3, 3]  0.003435)     |              | 
    ([ 4, 9]  0.002634)     ([ 4, 1]  0.002821)     ([ 4, 2]  0.003320)     ([ 4, 3]  0.004234)     |              | 
    ([ 5, 9]  0.002825)     |              |     |              |     ([ 5, 3]  0.005068)     ([ 5, 4]  0.005447) 
    |              |     |              |     |              |     ([ 6, 3]  0.003755)     ([ 6, 4]  0.003185) 
    |              |     ([ 7, 1]  0.002507)     ([ 7, 2]  0.003979)     |              |     ([ 7, 4]  0.004260) 
  }
  From:  (5, 3)  {
    |              |     |              |     ([ 3, 3]  0.005347)     |              |     ([ 3, 5]  0.003673) 
    ([ 4, 1]  0.003222)     ([ 4, 2]  0.005104)     ([ 4, 3]  0.004010)     |              |     ([ 4, 5]  0.005896) 
    |              |     |              |     |              |     |              |     |              | 
    ([ 6, 1]  0.004170)     ([ 6, 2]  0.002729)     |              |     ([ 6, 4]  0.002131)     |              | 
    ([ 7, 1]  0.004160)     |              |     |              |     |              |     ([ 7, 5]  0.002800) 
  }
  From:  (5, 4)  {
    ([ 3, 2]  0.002600)     |              |     |              |     |              |     ([ 3, 6]  0.004476) 
    |              |     |              |     |              |     |              |     ([ 4, 6]  0.003976) 
    ([ 5, 2]  0.004787)     ([ 5, 3]  0.002719)     ([ 5, 4]  0.002198)     ([ 5, 5]  0.004693)     ([ 5, 6]  0.002994) 
    |              |     ([ 6, 3]  0.003391)     |              |     |              |     ([ 6, 6]  0.005061) 
    ([ 7, 2]  0.002295)     ([ 7, 3]  0.005121)     |              |     |              |     ([ 7, 6]  0.003257) 
  }
  From:  (5, 5)  {
    ([ 3, 3]  0.004205)     ([ 3, 4]  0.005114)     ([ 3, 5]  0.003600)     |              |     |              | 
    |              |     ([ 4, 4]  0.002361)     ([ 4, 5]  0.003709)     ([ 4, 6]  0.005237)     ([ 4, 7]  0.003836) 
    ([ 5, 3]  0.002663)     ([ 5, 4]  0.002372)     |              |     |              |     |              | 
    |              |     ([ 6, 4]  0.004702)     |              |     |              |     ([ 6, 7]  0.005325) 
    ([ 7, 3]  0.003991)     |              |     ([ 7, 5]  0.002853)     ([ 7, 6]  0.002684)     ([ 7, 7]  0.005598) 
  }
  From:  (5, 6)  {
    ([ 3, 4]  0.003883)     |              |     |              |     ([ 3, 7]  0.005836)     ([ 3, 8]  0.005200) 
    |              |     ([ 4, 5]  0.003677)     |              |     |              |     |              | 
    |              |     |              |     |              |     |              |     |              | 
    ([ 6, 4]  0.003988)     |              |     |              |     |              |     ([ 6, 8]  0.004707) 
    ([ 7, 4]  0.005611)     ([ 7, 5]  0.003264)     |              |     |              |     |              | 
  }
  From:  (5, 7)  {
    ([ 3, 5]  0.002923)     |              |     |              |     |              |     ([ 3, 9]  0.005845) 
    ([ 4, 5]  0.002441)     ([ 4, 6]  0.004252)     ([ 4, 7]  0.004316)     |              |     |              | 
    |              |     ([ 5, 6]  0.005782)     |              |     ([ 5, 8]  0.002207)     |              | 
    |              |     ([ 6, 6]  0.003439)     |              |     ([ 6, 8]  0.004929)     ([ 6, 9]  0.004148) 
    ([ 7, 5]  0.002396)     ([ 7, 6]  0.004592)     |              |     |              |     ([ 7, 9]  0.004614) 
  }
  From:  (5, 8)  {
    |              |     |              |     |              |     ([ 3, 9]  0.005099)     |              | 
    |              |     |              |     ([ 4, 8]  0.002740)     |              |     ([ 4, 1]  0.002125) 
    |              |     |              |     |              |     |              |     ([ 5, 1]  0.003686) 
    |              |     ([ 6, 7]  0.003797)     ([ 6, 8]  0.005005)     ([ 6, 9]  0.004903)     |              | 
    |              |     ([ 7, 7]  0.005090)     ([ 7, 8]  0.004039)     ([ 7, 9]  0.003166)     |              | 
  }
  From:  (5, 9)  {
    ([ 3, 7]  0.002889)     ([ 3, 8]  0.002579)     |              |     ([ 3, 1]  0.002271)     ([ 3, 2]  0.004070) 
    |              |     ([ 4, 8]  0.005693)     |              |     ([ 4, 1]  0.005453)     |              | 
    |              |     ([ 5, 8]  0.005225)     ([ 5, 9]  0.004139)     |              |     |              | 
    |              |     ([ 6, 8]  0.005926)     |              |     |              |     ([ 6, 2]  0.003645) 
    ([ 7, 7]  0.004600)     |              |     ([ 7, 9]  0.005861)     ([ 7, 1]  0.003443)     ([ 7, 2]  0.002491) 
  }
  From:  (6, 1)  {
    |              |     ([ 4, 9]  0.003074)     ([ 4, 1]  0.004299)     |              |     ([ 4, 3]  0.002272) 
    ([ 5, 8]  0.002114)     |              |     |              |     |              |     |              | 
    ([ 6, 8]  0.002817)     ([ 6, 9]  0.002331)     ([ 6, 1]  0.003159)     ([ 6, 2]  0.004027)     ([ 6, 3]  0.003266) 
    ([ 7, 8]  0.002651)     ([ 7, 9]  0.005972)     |              |     |              |     |              | 
    |              |     |              |     |              |     ([ 8, 2]  0.002574)     ([ 8, 3]  0.004065) 
  }
  From:  (6, 2)  {
    |              |     ([ 4, 1]  0.003750)     |              |     |              |     |              | 
    ([ 5, 9]  0.004848)     |              |     ([ 5, 2]  0.002529)     |              |     |              | 
    ([ 6, 9]  0.002171)     ([ 6, 1]  0.003158)     |              |     ([ 6, 3]  0.004689)     ([ 6, 4]  0.004407) 
    |              |     |              |     ([ 7, 2]  0.005487)     |              |     |              | 
    ([ 8, 9]  0.005183)     ([ 8, 1]  0.003177)     |              |     ([ 8, 3]  0.005717)     ([ 8, 4]  0.003314) 
  }
  From:  (6, 3)  {
    |              |     ([ 4, 2]  0.002912)     ([ 4, 3]  0.004191)     ([ 4, 4]  0.002220)     |              | 
    |              |     |              |     |              |     |              |     |              | 
    ([ 6, 1]  0.004010)     |              |     ([ 6, 3]  0.005639)     ([ 6, 4]  0.003560)     ([ 6, 5]  0.003950) 
    ([ 7, 1]  0.004713)     |              |     |              |     |              |     |              | 
    |              |     ([ 8, 2]  0.004017)     |              |     ([ 8, 4]  0.004650)     |              | 
  }
  From:  (6, 4)  {
    ([ 4, 2]  0.005271)     |              |     |              |     ([ 4, 5]  0.005350)     ([ 4, 6]  0.003019) 
    ([ 5, 2]  0.003965)     ([ 5, 3]  0.005841)     |              |     ([ 5, 5]  0.002024)     ([ 5, 6]  0.004627) 
    |              |     ([ 6, 3]  0.005968)     |              |     |              |     |              | 
    ([ 7, 2]  0.004815)     |              |     ([ 7, 4]  0.004999)     |              |     |              | 
    ([ 8, 2]  0.002216)     |              |     ([ 8, 4]  0.005876)     ([ 8, 5]  0.003967)     ([ 8, 6]  0.005662) 
  }
  From:  (6, 5)  {
    ([ 4, 3]  0.003647)     |              |     |              |     ([ 4, 6]  0.002554)     |              | 
    ([ 5, 3]  0.002620)     |              |     ([ 5, 5]  0.002439)     |              |     |              | 
    |              |     |              |     ([ 6, 5]  0.004515)     ([ 6, 6]  0.003786)     |              | 
    ([ 7, 3]  0.003331)     |              |     |              |     ([ 7, 6]  0.002069)     ([ 7, 7]  0.005870) 
    |              |     ([ 8, 4]  0.002659)     ([ 8, 5]  0.003602)     |              |     ([ 8, 7]  0.005203) 
  }
  From:  (6, 6)  {
    ([ 4, 4]  0.005903)     ([ 4, 5]  0.003981)     ([ 4, 6]  0.005344)     ([ 4, 7]  0.005041)     ([ 4, 8]  0.003131) 
    ([ 5, 4]  0.003109)     ([ 5, 5]  0.003030)     ([ 5, 6]  0.003971)     ([ 5, 7]  0.003750)     |              | 
    ([ 6, 4]  0.004386)     ([ 6, 5]  0.002873)     ([ 6, 6]  0.005831)     ([ 6, 7]  0.002589)     |              | 
    ([ 7, 4]  0.005830)     ([ 7, 5]  0.002902)     |              |     |              |     ([ 7, 8]  0.005865) 
    ([ 8, 4]  0.002851)     ([ 8, 5]  0.005439)     ([ 8, 6]  0.002575)     |              |     ([ 8, 8]  0.003172) 
  }
  From:  (6, 7)  {
    |              |     |              |     ([ 4, 7]  0.004455)     |              |     ([ 4, 9]  0.005127) 
    ([ 5, 5]  0.002042)     ([ 5, 6]  0.005601)     |              |     ([ 5, 8]  0.002416)     ([ 5, 9]  0.004149) 
    ([ 6, 5]  0.002987)     |              |     ([ 6, 7]  0.004715)     ([ 6, 8]  0.002855)     ([ 6, 9]  0.002501) 
    ([ 7, 5]  0.004237)     |              |     |              |     |              |     |              | 
    |              |     |              |     ([ 8, 7]  0.005620)     ([ 8, 8]  0.005362)     ([ 8, 9]  0.005781) 
  }
  From:  (6, 8)  {
    ([ 4, 6]  0.005320)     |              |     |              |     ([ 4, 9]  0.002845)     ([ 4, 1]  0.002814) 
    ([ 5, 6]  0.003910)     |              |     ([ 5, 8]  0.002788)     |              |     ([ 5, 1]  0.004086) 
    ([ 6, 6]  0.004949)     ([ 6, 7]  0.004669)     |              |     |              |     |              | 
    |              |     ([ 7, 7]  0.005758)     |              |     |              |     ([ 7, 1]  0.005867) 
    ([ 8, 6]  0.002765)     |              |     |              |     |              |     |              | 
  }
  From:  (6, 9)  {
    |              |     ([ 4, 8]  0.003315)     ([ 4, 9]  0.002878)     ([ 4, 1]  0.002234)     |              | 
    ([ 5, 7]  0.004458)     ([ 5, 8]  0.003493)     ([ 5, 9]  0.004376)     ([ 5, 1]  0.005833)     ([ 5, 2]  0.002255) 
    ([ 6, 7]  0.004476)     ([ 6, 8]  0.005690)     |              |     |              |     ([ 6, 2]  0.004497) 
    |              |     ([ 7, 8]  0.005693)     ([ 7, 9]  0.005822)     ([ 7, 1]  0.003630)     ([ 7, 2]  0.005314) 
    ([ 8, 7]  0.004205)     ([ 8, 8]  0.005183)     ([ 8, 9]  0.002771)     ([ 8, 1]  0.005564)     |              | 
  }
  From:  (7, 1)  {
    |              |     |              |     |              |     |              |     |              | 
    ([ 6, 8]  0.005884)     |              |     ([ 6, 1]  0.004856)     |              |     ([ 6, 3]  0.004948) 
    |              |     |              |     ([ 7, 1]  0.004351)     |              |     ([ 7, 3]  0.004413) 
    |              |     |              |     ([ 8, 1]  0.002866)     |              |     |              | 
    |              |     |              |     |              |     ([ 9, 2]  0.004599)     ([ 9, 3]  0.003023) 
  }
  From:  (7, 2)  {
    ([ 5, 9]  0.005308)     |              |     |              |     |              |     |              | 
    |              |     ([ 6, 1]  0.002772)     |              |     |              |     ([ 6, 4]  0.005181) 
    |              |     ([ 7, 1]  0.002865)     |              |     |              |     |              | 
    ([ 8, 9]  0.005275)     |              |     ([ 8, 2]  0.004158)     |              |     ([ 8, 4]  0.005478) 
    |              |     |              |     |              |     ([ 9, 3]  0.005004)     ([ 9, 4]  0.004191) 
  }
  From:  (7, 3)  {
    |              |     |              |     |              |     |              |     |              | 
    |              |     ([ 6, 2]  0.002214)     ([ 6, 3]  0.002608)     |              |     ([ 6, 5]  0.004397) 
    |              |     |              |     ([ 7, 3]  0.005492)     ([ 7, 4]  0.004369)     ([ 7, 5]  0.005474) 
    |              |     ([ 8, 2]  0.005150)     ([ 8, 3]  0.002149)     ([ 8, 4]  0.003786)     ([ 8, 5]  0.002140) 
    ([ 9, 1]  0.002245)     |              |     |              |     |              |     ([ 9, 5]  0.003075) 
  }
  From:  (7, 4)  {
    |              |     ([ 5, 3]  0.005882)     |              |     |              |     ([ 5, 6]  0.003730) 
    |              |     ([ 6, 3]  0.005746)     ([ 6, 4]  0.002509)     |              |     |              | 
    ([ 7, 2]  0.004774)     ([ 7, 3]  0.004867)     ([ 7, 4]  0.003823)     ([ 7, 5]  0.002274)     |              | 
    |              |     ([ 8, 3]  0.003905)     ([ 8, 4]  0.002710)     |              |     |              | 
    |              |     ([ 9, 3]  0.004636)     |              |     |              |     |              | 
  }
  From:  (7, 5)  {
    |              |     |              |     |              |     ([ 5, 6]  0.005578)     |              | 
    ([ 6, 3]  0.002253)     |              |     |              |     ([ 6, 6]  0.005973)     ([ 6, 7]  0.003286) 
    |              |     ([ 7, 4]  0.004831)     |              |     |              |     ([ 7, 7]  0.002468) 
    |              |     |              |     ([ 8, 5]  0.005497)     |              |     ([ 8, 7]  0.002585) 
    |              |     ([ 9, 4]  0.004256)     ([ 9, 5]  0.004438)     ([ 9, 6]  0.002767)     |              | 
  }
  From:  (7, 6)  {
    ([ 5, 4]  0.004710)     ([ 5, 5]  0.002097)     ([ 5, 6]  0.004026)     |              |     ([ 5, 8]  0.004468) 
    ([ 6, 4]  0.004015)     ([ 6, 5]  0.005888)     |              |     |              |     |              | 
    ([ 7, 4]  0.002003)     |              |     |              |     |              |     ([ 7, 8]  0.002169) 
    |              |     ([ 8, 5]  0.004345)     |              |     |              |     ([ 8, 8]  0.003156) 
    |              |     |              |     |              |     |              |     |              | 
  }
  From:  (7, 7)  {
    ([ 5, 5]  0.005004)     |              |     ([ 5, 7]  0.004203)     |              |     ([ 5, 9]  0.003894) 
    ([ 6, 5]  0.004327)     |              |     ([ 6, 7]  0.004901)     |              |     |              | 
    |              |     |              |     ([ 7, 7]  0.005833)     |              |     |              | 
    ([ 8, 5]  0.002221)     ([ 8, 6]  0.003104)     |              |     |              |     ([ 8, 9]  0.003079) 
    ([ 9, 5]  0.002305)     ([ 9, 6]  0.005457)     |              |     ([ 9, 8]  0.002144)     |              | 
  }
  From:  (7, 8)  {
    ([ 5, 6]  0.002247)     ([ 5, 7]  0.004893)     ([ 5, 8]  0.002354)     |              |     ([ 5, 1]  0.002690) 
    |              |     ([ 6, 7]  0.002038)     ([ 6, 8]  0.002350)     |              |     |              | 
    ([ 7, 6]  0.004811)     |              |     |              |     |              |     ([ 7, 1]  0.004184) 
    ([ 8, 6]  0.002106)     ([ 8, 7]  0.004659)     |              |     ([ 8, 9]  0.003824)     ([ 8, 1]  0.003865) 
    ([ 9, 6]  0.003355)     |              |     |              |     |              |     ([ 9, 1]  0.004192) 
  }
  From:  (7, 9)  {
    |              |     ([ 5, 8]  0.002044)     ([ 5, 9]  0.004113)     |              |     ([ 5, 2]  0.002383) 
    |              |     ([ 6, 8]  0.004574)     ([ 6, 9]  0.004280)     |              |     ([ 6, 2]  0.002634) 
    |              |     |              |     ([ 7, 9]  0.003801)     |              |     ([ 7, 2]  0.003398) 
    ([ 8, 7]  0.004507)     ([ 8, 8]  0.003687)     |              |     ([ 8, 1]  0.005140)     ([ 8, 2]  0.004262) 
    ([ 9, 7]  0.002444)     ([ 9, 8]  0.003699)     |              |     |              |     ([ 9, 2]  0.004243) 
  }
  From:  (8, 1)  {
    ([ 6, 8]  0.004831)     ([ 6, 9]  0.004166)     ([ 6, 1]  0.002978)     ([ 6, 2]  0.005175)     |              | 
    ([ 7, 8]  0.004095)     ([ 7, 9]  0.005810)     |              |     ([ 7, 2]  0.005655)     |              | 
    |              |     |              |     ([ 8, 1]  0.004224)     |              |     ([ 8, 3]  0.002897) 
    |              |     |              |     |              |     |              |     ([ 9, 3]  0.005333) 
    ([ 1, 8]  0.002049)     |              |     |              |     ([ 1, 2]  0.003468)     |              | 
  }
  From:  (8, 2)  {
    ([ 6, 9]  0.005756)     ([ 6, 1]  0.002366)     ([ 6, 2]  0.002683)     |              |     |              | 
    ([ 7, 9]  0.005224)     ([ 7, 1]  0.003521)     |              |     |              |     ([ 7, 4]  0.005835) 
    ([ 8, 9]  0.004386)     ([ 8, 1]  0.002703)     |              |     ([ 8, 3]  0.002118)     ([ 8, 4]  0.002845) 
    ([ 9, 9]  0.002845)     ([ 9, 1]  0.003396)     ([ 9, 2]  0.003343)     ([ 9, 3]  0.002359)     ([ 9, 4]  0.004769) 
    |              |     |              |     ([ 1, 2]  0.002495)     |              |     ([ 1, 4]  0.003691) 
  }
  From:  (8, 3)  {
    ([ 6, 1]  0.004508)     ([ 6, 2]  0.003719)     ([ 6, 3]  0.002617)     ([ 6, 4]  0.002877)     ([ 6, 5]  0.003672) 
    ([ 7, 1]  0.002266)     |              |     |              |     ([ 7, 4]  0.005708)     ([ 7, 5]  0.003110) 
    |              |     |              |     |              |     |              |     ([ 8, 5]  0.004013) 
    |              |     |              |     |              |     |              |     |              | 
    |              |     |              |     |              |     |              |     ([ 1, 5]  0.005537) 
  }
  From:  (8, 4)  {
    ([ 6, 2]  0.005764)     |              |     ([ 6, 4]  0.005403)     |              |     |              | 
    |              |     ([ 7, 3]  0.002287)     ([ 7, 4]  0.004192)     ([ 7, 5]  0.004802)     ([ 7, 6]  0.004078) 
    |              |     |              |     |              |     ([ 8, 5]  0.003157)     ([ 8, 6]  0.005840) 
    ([ 9, 2]  0.002601)     |              |     |              |     ([ 9, 5]  0.002086)     |              | 
    |              |     |              |     |              |     ([ 1, 5]  0.003953)     ([ 1, 6]  0.002228) 
  }
  From:  (8, 5)  {
    |              |     ([ 6, 4]  0.005987)     ([ 6, 5]  0.002369)     |              |     ([ 6, 7]  0.002270) 
    |              |     |              |     |              |     ([ 7, 6]  0.002663)     ([ 7, 7]  0.004616) 
    |              |     ([ 8, 4]  0.002980)     |              |     ([ 8, 6]  0.005056)     |              | 
    ([ 9, 3]  0.002456)     |              |     |              |     ([ 9, 6]  0.004307)     |              | 
    |              |     ([ 1, 4]  0.002086)     ([ 1, 5]  0.002751)     |              |     ([ 1, 7]  0.004655) 
  }
  From:  (8, 6)  {
    |              |     |              |     ([ 6, 6]  0.002103)     |              |     ([ 6, 8]  0.004526) 
    |              |     |              |     ([ 7, 6]  0.005644)     |              |     ([ 7, 8]  0.003650) 
    ([ 8, 4]  0.004427)     ([ 8, 5]  0.002618)     |              |     |              |     |              | 
    ([ 9, 4]  0.004572)     |              |     |              |     ([ 9, 7]  0.003169)     ([ 9, 8]  0.005653) 
    ([ 1, 4]  0.002604)     |              |     ([ 1, 6]  0.005000)     ([ 1, 7]  0.002989)     |              | 
  }
  From:  (8, 7)  {
    |              |     |              |     ([ 6, 7]  0.004018)     |              |     ([ 6, 9]  0.003028) 
    ([ 7, 5]  0.003387)     ([ 7, 6]  0.004578)     ([ 7, 7]  0.004796)     |              |     |              | 
    |              |     |              |     ([ 8, 7]  0.002729)     ([ 8, 8]  0.003128)     |              | 
    |              |     ([ 9, 6]  0.005684)     |              |     |              |     ([ 9, 9]  0.003300) 
    ([ 1, 5]  0.003042)     ([ 1, 6]  0.003348)     |              |     |              |     |              | 
  }
  From:  (8, 8)  {
    |              |     ([ 6, 7]  0.005624)     |              |     ([ 6, 9]  0.002436)     |              | 
    |              |     |              |     ([ 7, 8]  0.002925)     |              |     ([ 7, 1]  0.002571) 
    ([ 8, 6]  0.005228)     ([ 8, 7]  0.004739)     ([ 8, 8]  0.005059)     ([ 8, 9]  0.004794)     ([ 8, 1]  0.005943) 
    |              |     |              |     ([ 9, 8]  0.003029)     |              |     |              | 
    ([ 1, 6]  0.005744)     |              |     |              |     |              |     |              | 
  }
  From:  (8, 9)  {
    |              |     ([ 6, 8]  0.004433)     ([ 6, 9]  0.002961)     ([ 6, 1]  0.002717)     |              | 
    |              |     ([ 7, 8]  0.005487)     |              |     |              |     |              | 
    |              |     ([ 8, 8]  0.005417)     |              |     |              |     ([ 8, 2]  0.003017) 
    ([ 9, 7]  0.003000)     |              |     |              |     |              |     |              | 
    ([ 1, 7]  0.002265)     |              |     ([ 1, 9]  0.003342)     ([ 1, 1]  0.003579)     |              | 
  }
  From:  (9, 1)  {
    ([ 7, 8]  0.003020)     ([ 7, 9]  0.004828)     |              |     |              |     |              | 
    ([ 8, 8]  0.002953)     ([ 8, 9]  0.003703)     ([ 8, 1]  0.003792)     ([ 8, 2]  0.005136)     |              | 
    |              |     ([ 9, 9]  0.005540)     |              |     ([ 9, 2]  0.003493)     |              | 
    |              |     ([ 1, 9]  0.002839)     |              |     |              |     |              | 
    ([ 2, 8]  0.002376)     |              |     |              |     ([ 2, 2]  0.003217)     ([ 2, 3]  0.002035) 
  }
  From:  (9, 2)  {
    ([ 7, 9]  0.004462)     ([ 7, 1]  0.003027)     ([ 7, 2]  0.004526)     |              |     |              | 
    ([ 8, 9]  0.003496)     ([ 8, 1]  0.002561)     |              |     |              |     ([ 8, 4]  0.003636) 
    ([ 9, 9]  0.002946)     ([ 9, 1]  0.002749)     ([ 9, 2]  0.002518)     |              |     ([ 9, 4]  0.002603) 
    |              |     ([ 1, 1]  0.004557)     |              |     ([ 1, 3]  0.004620)     |              | 
    ([ 2, 9]  0.002685)     |              |     ([ 2, 2]  0.005295)     |              |     ([ 2, 4]  0.004819) 
  }
  From:  (9, 3)  {
    |              |     ([ 7, 2]  0.004637)     ([ 7, 3]  0.004002)     |              |     |              | 
    ([ 8, 1]  0.005028)     |              |     ([ 8, 3]  0.002367)     ([ 8, 4]  0.003445)     ([ 8, 5]  0.004283) 
    |              |     ([ 9, 2]  0.003624)     ([ 9, 3]  0.004539)     |              |     ([ 9, 5]  0.002692) 
    |              |     ([ 1, 2]  0.003317)     ([ 1, 3]  0.004706)     |              |     |              | 
    ([ 2, 1]  0.005202)     |              |     |              |     ([ 2, 4]  0.003608)     ([ 2, 5]  0.002749) 
  }
  From:  (9, 4)  {
    ([ 7, 2]  0.003970)     ([ 7, 3]  0.005948)     ([ 7, 4]  0.005811)     |              |     |              | 
    ([ 8, 2]  0.002461)     |              |     ([ 8, 4]  0.004019)     ([ 8, 5]  0.003461)     |              | 
    ([ 9, 2]  0.003258)     ([ 9, 3]  0.002783)     ([ 9, 4]  0.004673)     ([ 9, 5]  0.005120)     |              | 
    ([ 1, 2]  0.003039)     ([ 1, 3]  0.004455)     |              |     ([ 1, 5]  0.005744)     |              | 
    ([ 2, 2]  0.004326)     ([ 2, 3]  0.003900)     |              |     ([ 2, 5]  0.004304)     |              | 
  }
  From:  (9, 5)  {
    |              |     |              |     ([ 7, 5]  0.002018)     |              |     ([ 7, 7]  0.002298) 
    |              |     ([ 8, 4]  0.002040)     |              |     ([ 8, 6]  0.005886)     ([ 8, 7]  0.002913) 
    ([ 9, 3]  0.002542)     ([ 9, 4]  0.005967)     |              |     ([ 9, 6]  0.005288)     ([ 9, 7]  0.002129) 
    ([ 1, 3]  0.004166)     |              |     |              |     ([ 1, 6]  0.005979)     |              | 
    |              |     |              |     ([ 2, 5]  0.003114)     |              |     |              | 
  }
  From:  (9, 6)  {
    ([ 7, 4]  0.002004)     |              |     ([ 7, 6]  0.002289)     |              |     ([ 7, 8]  0.004576) 
    ([ 8, 4]  0.003118)     ([ 8, 5]  0.004106)     ([ 8, 6]  0.004343)     ([ 8, 7]  0.003289)     |              | 
    ([ 9, 4]  0.002115)     |              |     |              |     ([ 9, 7]  0.002533)     |              | 
    ([ 1, 4]  0.003961)     |              |     ([ 1, 6]  0.003960)     |              |     |              | 
    ([ 2, 4]  0.004498)     |              |     |              |     |              |     |              | 
  }
  From:  (9, 7)  {
    ([ 7, 5]  0.003294)     |              |     |              |     ([ 7, 8]  0.003954)     |              | 
    ([ 8, 5]  0.003896)     |              |     |              |     |              |     ([ 8, 9]  0.005777) 
    |              |     ([ 9, 6]  0.003658)     ([ 9, 7]  0.004136)     ([ 9, 8]  0.004001)     |              | 
    ([ 1, 5]  0.005776)     ([ 1, 6]  0.002020)     |              |     |              |     |              | 
    |              |     ([ 2, 6]  0.005271)     |              |     |              |     ([ 2, 9]  0.005432) 
  }
  From:  (9, 8)  {
    ([ 7, 6]  0.003423)     |              |     ([ 7, 8]  0.003829)     ([ 7, 9]  0.002202)     |              | 
    |              |     |              |     ([ 8, 8]  0.002262)     ([ 8, 9]  0.002484)     ([ 8, 1]  0.004928) 
    ([ 9, 6]  0.005146)     |              |     ([ 9, 8]  0.003936)     ([ 9, 9]  0.002440)     ([ 9, 1]  0.004297) 
    ([ 1, 6]  0.002187)     |              |     ([ 1, 8]  0.002721)     ([ 1, 9]  0.003045)     |              | 
    |              |     |              |     |              |     ([ 2, 9]  0.005176)     |              | 
  }
  From:  (9, 9)  {
    |              |     ([ 7, 8]  0.005418)     ([ 7, 9]  0.004679)     ([ 7, 1]  0.003886)     |              | 
    |              |     ([ 8, 8]  0.003683)     |              |     |              |     ([ 8, 2]  0.005379) 
    ([ 9, 7]  0.005951)     ([ 9, 8]  0.003487)     ([ 9, 9]  0.002865)     |              |     |              | 
    |              |     |              |     |              |     |              |     ([ 1, 2]  0.003037) 
    ([ 2, 7]  0.003196)     |              |     ([ 2, 9]  0.005338)     |              |     |              | 
  }
}

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