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];
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lsnm_in_python-master
visual_model
subject_20
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weightslist.txt *
                            
Connect(ev4c,exss) {
From: (1, 1)  { ( [8, 8] 0.0055) ( [1, 8] 0.0061) ( [3, 8] 0.0064) ( [9, 9] 0.0065) ( [3, 9] 0.0059) ( [8, 1] 0.0045) ( [8, 2] 0.0032) ( [9, 3] 0.0052) ( [1, 3] 0.0048) ( [2, 3] 0.0062) }
From: (1, 2)  { ( [8, 9] 0.0030) ( [9, 9] 0.0048) ( [1, 9] 0.0036) ( [3, 9] 0.0058) ( [1, 1] 0.0056) ( [2, 1] 0.0051) ( [3, 1] 0.0029) ( [8, 2] 0.0065) ( [1, 2] 0.0031) ( [2, 2] 0.0041) ( [3, 2] 0.0053) ( [8, 3] 0.0053) ( [9, 3] 0.0053) ( [1, 3] 0.0060) ( [9, 4] 0.0062) }
From: (1, 3)  { ( [9, 1] 0.0035) ( [1, 1] 0.0065) ( [2, 1] 0.0041) ( [8, 2] 0.0042) ( [8, 3] 0.0056) ( [1, 3] 0.0044) ( [2, 3] 0.0037) ( [8, 4] 0.0050) ( [1, 4] 0.0065) ( [2, 4] 0.0047) }
From: (1, 4)  { ( [8, 2] 0.0046) ( [9, 2] 0.0038) ( [1, 2] 0.0029) ( [2, 2] 0.0054) ( [9, 3] 0.0056) ( [1, 3] 0.0059) ( [8, 4] 0.0043) ( [9, 4] 0.0067) ( [2, 5] 0.0065) ( [8, 6] 0.0064) ( [9, 6] 0.0034) ( [1, 6] 0.0049) ( [2, 6] 0.0058) }
From: (1, 5)  { ( [9, 3] 0.0036) ( [1, 4] 0.0054) ( [3, 4] 0.0046) ( [2, 5] 0.0061) ( [3, 5] 0.0031) ( [1, 6] 0.0053) ( [3, 6] 0.0047) ( [8, 7] 0.0034) ( [1, 7] 0.0058) ( [2, 7] 0.0050) ( [3, 7] 0.0046) }
From: (1, 6)  { ( [8, 4] 0.0000) ( [2, 4] 0.0000) ( [1, 5] 0.0050) ( [2, 5] 0.0000) ( [3, 5] 0.0000) ( [8, 6] 0.0000) ( [1, 6] 0.0049) ( [2, 6] 0.0052) ( [9, 7] 0.0051) ( [1, 7] 0.0000) ( [3, 7] 0.0051) ( [8, 8] 0.0049) ( [9, 8] 0.0000) ( [1, 8] 0.0048) ( [3, 8] 0.0000) }
From: (1, 7)  { ( [9, 5] 0.0000) ( [1, 5] 0.0060) ( [3, 5] 0.0000) ( [9, 6] 0.0000) ( [1, 6] 0.0068) ( [8, 7] 0.0000) ( [9, 7] 0.0074) ( [3, 7] 0.0047) ( [8, 8] 0.0073) ( [9, 8] 0.0000) ( [1, 8] 0.0024) ( [2, 8] 0.0004) ( [8, 9] 0.0010) }
From: (1, 8)  { ( [1, 6] 0.0066) ( [2, 6] 0.0072) ( [3, 7] 0.0069) ( [8, 8] 0.0066) ( [9, 8] 0.0000) ( [1, 8] 0.0066) ( [8, 9] 0.0006) ( [3, 9] 0.0010) ( [8, 1] 0.0000) }
From: (1, 9)  { ( [9, 7] 0.0065) ( [2, 7] 0.0046) ( [1, 8] 0.0052) ( [2, 8] 0.0058) ( [9, 9] 0.0042) ( [1, 9] 0.0031) ( [2, 9] 0.0064) ( [8, 1] 0.0041) ( [1, 1] 0.0029) ( [2, 1] 0.0051) ( [9, 2] 0.0058) ( [2, 2] 0.0047) }
From: (2, 1)  { ( [9, 8] 0.0060) ( [1, 8] 0.0034) ( [2, 9] 0.0042) ( [2, 1] 0.0035) ( [3, 1] 0.0030) ( [9, 2] 0.0041) ( [1, 2] 0.0068) ( [2, 2] 0.0046) ( [4, 2] 0.0060) ( [2, 3] 0.0065) }
From: (2, 2)  { ( [9, 9] 0.0064) ( [1, 9] 0.0053) ( [2, 9] 0.0054) ( [3, 9] 0.0048) ( [1, 1] 0.0061) ( [4, 1] 0.0047) ( [1, 2] 0.0055) ( [2, 2] 0.0055) ( [3, 2] 0.0052) ( [4, 2] 0.0067) ( [3, 3] 0.0030) ( [9, 4] 0.0052) ( [1, 4] 0.0040) ( [2, 4] 0.0043) }
From: (2, 3)  { ( [9, 1] 0.0048) ( [3, 1] 0.0034) ( [4, 1] 0.0062) ( [3, 2] 0.0049) ( [1, 3] 0.0063) ( [3, 3] 0.0067) ( [4, 3] 0.0063) ( [1, 4] 0.0041) ( [2, 4] 0.0048) ( [3, 5] 0.0056) }
From: (2, 4)  { ( [1, 2] 0.0000) ( [3, 2] 0.0002) ( [4, 2] 0.0000) ( [1, 3] 0.0001) ( [2, 3] 0.0002) ( [4, 3] 0.0021) ( [1, 4] 0.0082) ( [9, 5] 0.0000) ( [1, 5] 0.0086) ( [1, 6] 0.0080) ( [2, 6] 0.0081) ( [3, 6] 0.0000) }
From: (2, 5)  { ( [1, 3] 0.0004) ( [2, 3] 0.0005) ( [3, 3] 0.0004) ( [9, 4] 0.0000) ( [1, 4] 0.0025) ( [2, 4] 0.0000) ( [9, 5] 0.0000) ( [1, 5] 0.0083) ( [4, 5] 0.0001) ( [3, 6] 0.0000) ( [9, 7] 0.0080) ( [1, 7] 0.0003) ( [2, 7] 0.0082) ( [3, 7] 0.0080) }
From: (2, 6)  { ( [9, 4] 0.0000) ( [1, 4] 0.0005) ( [1, 5] 0.0099) ( [3, 5] 0.0000) ( [4, 5] 0.0000) ( [1, 6] 0.0024) ( [2, 6] 0.0104) ( [9, 7] 0.0091) ( [4, 7] 0.0000) ( [9, 8] 0.0000) ( [1, 8] 0.0011) ( [2, 8] 0.0017) ( [3, 8] 0.0014) }
From: (2, 7)  { ( [1, 5] 0.0097) ( [2, 5] 0.0000) ( [3, 5] 0.0000) ( [4, 5] 0.0000) ( [2, 6] 0.0101) ( [4, 6] 0.0000) ( [9, 7] 0.0099) ( [9, 8] 0.0000) ( [3, 8] 0.0000) ( [4, 8] 0.0000) ( [9, 9] 0.0004) ( [1, 9] 0.0006) ( [2, 9] 0.0024) ( [4, 9] 0.0024) }
From: (2, 8)  { ( [2, 6] 0.0122) ( [3, 6] 0.0000) ( [1, 7] 0.0000) ( [2, 7] 0.0119) ( [4, 7] 0.0003) ( [9, 8] 0.0000) ( [2, 8] 0.0024) ( [4, 8] 0.0001) ( [9, 9] 0.0005) ( [2, 9] 0.0029) ( [4, 9] 0.0027) ( [9, 1] 0.0005) ( [1, 1] 0.0025) ( [2, 1] 0.0002) ( [4, 1] 0.0004) }
From: (2, 9)  { ( [9, 7] 0.0037) ( [1, 7] 0.0067) ( [3, 7] 0.0043) ( [4, 7] 0.0036) ( [9, 8] 0.0044) ( [2, 8] 0.0030) ( [4, 8] 0.0033) ( [1, 1] 0.0067) ( [2, 1] 0.0035) ( [9, 2] 0.0029) ( [2, 2] 0.0041) }
From: (3, 1)  { ( [1, 8] 0.0039) ( [4, 8] 0.0033) ( [2, 9] 0.0045) ( [3, 9] 0.0064) ( [4, 9] 0.0044) ( [5, 9] 0.0062) ( [1, 1] 0.0056) ( [2, 1] 0.0065) ( [3, 1] 0.0041) ( [5, 1] 0.0064) ( [4, 2] 0.0048) ( [4, 3] 0.0038) }
From: (3, 2)  { ( [5, 9] 0.0053) ( [1, 1] 0.0064) ( [2, 1] 0.0060) ( [3, 1] 0.0064) ( [3, 2] 0.0060) ( [5, 2] 0.0031) ( [1, 3] 0.0066) ( [2, 3] 0.0053) ( [3, 3] 0.0030) ( [5, 3] 0.0033) ( [2, 4] 0.0066) ( [3, 4] 0.0031) }
From: (3, 3)  { ( [2, 1] 0.0048) ( [2, 2] 0.0052) ( [3, 2] 0.0046) ( [4, 2] 0.0049) ( [5, 2] 0.0035) ( [1, 3] 0.0039) ( [4, 3] 0.0039) ( [1, 4] 0.0047) ( [2, 4] 0.0037) ( [4, 4] 0.0065) ( [5, 4] 0.0054) ( [1, 5] 0.0030) }
From: (3, 4)  { ( [3, 2] 0.0012) ( [5, 2] 0.0003) ( [1, 3] 0.0007) ( [2, 3] 0.0002) ( [4, 3] 0.0011) ( [1, 4] 0.0018) ( [2, 4] 0.0000) ( [3, 4] 0.0004) ( [5, 4] 0.0074) ( [3, 5] 0.0000) ( [4, 5] 0.0000) ( [5, 5] 0.0000) ( [1, 6] 0.0073) ( [2, 6] 0.0077) ( [3, 6] 0.0000) ( [4, 6] 0.0000) ( [5, 6] 0.0073) }
From: (3, 5)  { ( [1, 3] 0.0000) ( [3, 3] 0.0000) ( [4, 3] 0.0001) ( [5, 3] 0.0000) ( [3, 4] 0.0000) ( [4, 4] 0.0000) ( [5, 4] 0.0056) ( [1, 5] 0.0058) ( [2, 5] 0.0000) ( [1, 6] 0.0059) ( [3, 6] 0.0000) ( [4, 6] 0.0000) ( [5, 6] 0.0058) ( [1, 7] 0.0001) ( [2, 7] 0.0058) ( [5, 7] 0.0060) }
From: (3, 6)  { ( [3, 4] 0.0001) ( [5, 4] 0.0068) ( [1, 5] 0.0069) ( [2, 5] 0.0000) ( [4, 5] 0.0004) ( [2, 6] 0.0071) ( [1, 7] 0.0000) ( [2, 7] 0.0068) ( [3, 7] 0.0069) ( [2, 8] 0.0009) ( [3, 8] 0.0000) ( [4, 8] 0.0000) }
From: (3, 7)  { ( [1, 5] 0.0049) ( [5, 5] 0.0000) ( [1, 6] 0.0047) ( [2, 6] 0.0050) ( [3, 6] 0.0000) ( [5, 6] 0.0046) ( [3, 7] 0.0049) ( [4, 7] 0.0000) ( [5, 7] 0.0047) ( [1, 8] 0.0047) ( [2, 8] 0.0005) ( [3, 9] 0.0003) ( [4, 9] 0.0015) ( [5, 9] 0.0003) }
From: (3, 8)  { ( [5, 6] 0.0093) ( [1, 7] 0.0000) ( [2, 7] 0.0099) ( [5, 7] 0.0097) ( [2, 8] 0.0021) ( [4, 8] 0.0002) ( [1, 9] 0.0000) ( [2, 9] 0.0027) ( [3, 1] 0.0001) ( [4, 1] 0.0013) ( [5, 1] 0.0000) }
From: (3, 9)  { ( [2, 7] 0.0057) ( [3, 7] 0.0041) ( [4, 7] 0.0063) ( [5, 7] 0.0048) ( [2, 8] 0.0040) ( [3, 8] 0.0061) ( [4, 8] 0.0061) ( [5, 8] 0.0049) ( [3, 9] 0.0052) ( [4, 9] 0.0066) ( [5, 9] 0.0028) ( [1, 1] 0.0051) ( [2, 1] 0.0047) ( [3, 1] 0.0060) ( [5, 1] 0.0065) ( [1, 2] 0.0061) ( [3, 2] 0.0035) ( [5, 2] 0.0030) }
From: (4, 1)  { ( [2, 8] 0.0067) ( [4, 8] 0.0057) ( [5, 8] 0.0061) ( [6, 8] 0.0061) ( [4, 9] 0.0064) ( [2, 1] 0.0036) ( [4, 1] 0.0033) ( [5, 1] 0.0050) ( [4, 2] 0.0046) ( [2, 3] 0.0036) ( [3, 3] 0.0060) ( [4, 3] 0.0036) ( [5, 3] 0.0035) ( [6, 3] 0.0051) }
From: (4, 2)  { ( [2, 9] 0.0051) ( [3, 9] 0.0054) ( [4, 9] 0.0052) ( [6, 9] 0.0058) ( [2, 1] 0.0062) ( [3, 1] 0.0060) ( [5, 1] 0.0067) ( [6, 1] 0.0066) ( [3, 2] 0.0065) ( [5, 2] 0.0045) ( [6, 2] 0.0039) ( [2, 3] 0.0067) ( [3, 3] 0.0041) ( [4, 3] 0.0047) ( [5, 3] 0.0065) ( [6, 3] 0.0057) ( [2, 4] 0.0042) ( [3, 4] 0.0044) ( [4, 4] 0.0028) ( [5, 4] 0.0031) ( [6, 4] 0.0068) }
From: (4, 3)  { ( [3, 1] 0.0065) ( [5, 1] 0.0031) ( [4, 2] 0.0064) ( [3, 3] 0.0032) ( [4, 3] 0.0055) ( [5, 3] 0.0059) ( [6, 3] 0.0067) ( [4, 4] 0.0037) ( [6, 4] 0.0062) ( [3, 5] 0.0061) ( [6, 5] 0.0047) }
From: (4, 4)  { ( [2, 2] 0.0056) ( [5, 2] 0.0055) ( [2, 3] 0.0036) ( [2, 4] 0.0046) ( [6, 4] 0.0054) ( [2, 5] 0.0041) ( [4, 5] 0.0048) ( [5, 5] 0.0033) ( [3, 6] 0.0063) ( [4, 6] 0.0046) ( [5, 6] 0.0034) ( [6, 6] 0.0046) }
From: (4, 5)  { ( [4, 3] 0.0009) ( [5, 3] 0.0000) ( [3, 4] 0.0006) ( [4, 4] 0.0000) ( [5, 4] 0.0043) ( [6, 4] 0.0015) ( [2, 5] 0.0000) ( [4, 5] 0.0000) ( [5, 6] 0.0052) ( [2, 7] 0.0016) ( [3, 7] 0.0030) ( [5, 7] 0.0204) }
From: (4, 6)  { ( [6, 4] 0.0037) ( [2, 5] 0.0045) ( [5, 5] 0.0032) ( [3, 6] 0.0047) ( [6, 6] 0.0030) ( [2, 7] 0.0066) ( [3, 7] 0.0060) ( [4, 7] 0.0048) ( [3, 8] 0.0064) ( [6, 8] 0.0034) }
From: (4, 7)  { ( [5, 5] 0.0034) ( [6, 5] 0.0065) ( [3, 6] 0.0067) ( [3, 7] 0.0067) ( [5, 7] 0.0037) ( [6, 7] 0.0041) ( [2, 8] 0.0031) ( [3, 8] 0.0035) ( [5, 8] 0.0061) ( [2, 9] 0.0035) ( [3, 9] 0.0029) ( [4, 9] 0.0062) ( [6, 9] 0.0041) }
From: (4, 8)  { ( [3, 6] 0.0038) ( [5, 6] 0.0056) ( [6, 6] 0.0034) ( [4, 7] 0.0032) ( [4, 8] 0.0035) ( [6, 8] 0.0053) ( [3, 9] 0.0067) ( [3, 1] 0.0041) ( [4, 1] 0.0031) }
From: (4, 9)  { ( [3, 7] 0.0047) ( [5, 7] 0.0032) ( [5, 8] 0.0030) ( [6, 8] 0.0063) ( [4, 9] 0.0042) ( [6, 9] 0.0046) ( [3, 1] 0.0056) ( [6, 1] 0.0044) ( [2, 2] 0.0056) ( [4, 2] 0.0063) ( [5, 2] 0.0045) ( [6, 2] 0.0034) }
From: (5, 1)  { ( [3, 8] 0.0030) ( [5, 8] 0.0059) ( [4, 9] 0.0051) ( [7, 9] 0.0029) ( [3, 1] 0.0052) ( [4, 1] 0.0034) ( [5, 1] 0.0030) ( [6, 1] 0.0062) ( [4, 2] 0.0045) ( [5, 2] 0.0049) ( [6, 2] 0.0043) ( [7, 2] 0.0032) ( [3, 3] 0.0063) ( [5, 3] 0.0036) ( [6, 3] 0.0029) }
From: (5, 2)  { ( [4, 9] 0.0041) ( [5, 9] 0.0030) ( [6, 9] 0.0067) ( [7, 9] 0.0052) ( [4, 1] 0.0031) ( [4, 2] 0.0065) ( [6, 2] 0.0036) ( [3, 3] 0.0035) ( [5, 3] 0.0062) ( [7, 4] 0.0062) }
From: (5, 3)  { ( [4, 1] 0.0057) ( [3, 2] 0.0045) ( [4, 2] 0.0049) ( [5, 2] 0.0042) ( [6, 2] 0.0045) ( [7, 2] 0.0028) ( [3, 3] 0.0029) ( [4, 3] 0.0035) ( [7, 3] 0.0054) ( [5, 4] 0.0034) ( [7, 4] 0.0061) ( [6, 5] 0.0066) ( [7, 5] 0.0051) }
From: (5, 4)  { ( [5, 2] 0.0034) ( [6, 2] 0.0053) ( [4, 3] 0.0007) ( [4, 4] 0.0006) ( [5, 4] 0.0201) ( [6, 4] 0.0021) ( [3, 5] 0.0003) ( [6, 5] 0.0019) ( [3, 6] 0.0005) ( [6, 6] 0.0041) }
From: (5, 5)  { ( [3, 3] 0.0001) ( [4, 3] 0.0001) ( [5, 3] 0.0000) ( [7, 3] 0.0000) ( [3, 4] 0.0000) ( [5, 4] 0.0113) ( [4, 5] 0.0000) ( [6, 5] 0.0005) ( [4, 6] 0.0000) ( [5, 6] 0.0129) ( [6, 6] 0.0006) ( [7, 6] 0.0108) ( [6, 7] 0.0000) }
From: (5, 6)  { ( [4, 4] 0.0000) ( [5, 4] 0.0046) ( [3, 5] 0.0000) ( [5, 5] 0.0006) ( [4, 6] 0.0000) ( [5, 6] 0.0047) ( [7, 6] 0.0049) ( [5, 7] 0.0048) ( [6, 7] 0.0001) ( [7, 7] 0.0049) ( [3, 8] 0.0009) ( [5, 8] 0.0003) ( [6, 8] 0.0048) ( [7, 8] 0.0048) }
From: (5, 7)  { ( [3, 5] 0.0000) ( [4, 6] 0.0000) ( [5, 6] 0.0070) ( [7, 6] 0.0067) ( [4, 7] 0.0014) ( [5, 7] 0.0073) ( [7, 7] 0.0058) ( [4, 8] 0.0000) ( [5, 8] 0.0000) ( [6, 8] 0.0067) ( [7, 8] 0.0000) ( [3, 9] 0.0000) ( [7, 9] 0.0000) }
From: (5, 8)  { ( [5, 6] 0.0068) ( [6, 6] 0.0042) ( [7, 6] 0.0055) ( [4, 7] 0.0028) ( [6, 7] 0.0055) ( [3, 8] 0.0049) ( [5, 8] 0.0028) ( [7, 8] 0.0029) ( [5, 9] 0.0055) ( [7, 9] 0.0058) ( [6, 1] 0.0043) }
From: (5, 9)  { ( [3, 7] 0.0066) ( [7, 7] 0.0029) ( [5, 8] 0.0042) ( [3, 9] 0.0041) ( [4, 1] 0.0063) ( [5, 1] 0.0065) ( [7, 1] 0.0036) ( [3, 2] 0.0030) ( [5, 2] 0.0050) ( [6, 2] 0.0065) }
From: (6, 1)  { ( [4, 8] 0.0031) ( [8, 8] 0.0043) ( [4, 9] 0.0030) ( [7, 9] 0.0051) ( [8, 9] 0.0038) ( [5, 1] 0.0034) ( [6, 1] 0.0054) ( [7, 1] 0.0033) ( [4, 2] 0.0066) ( [5, 2] 0.0043) ( [5, 3] 0.0047) ( [7, 3] 0.0047) ( [8, 3] 0.0058) }
From: (6, 2)  { ( [8, 9] 0.0082) ( [4, 1] 0.0006) ( [5, 1] 0.0000) ( [6, 1] 0.0080) ( [8, 1] 0.0000) ( [4, 2] 0.0000) ( [8, 2] 0.0009) ( [4, 3] 0.0017) ( [6, 3] 0.0000) ( [7, 3] 0.0016) ( [4, 4] 0.0000) ( [6, 4] 0.0077) ( [7, 4] 0.0000) ( [8, 4] 0.0078) }
From: (6, 3)  { ( [4, 1] 0.0013) ( [6, 1] 0.0069) ( [7, 1] 0.0000) ( [8, 1] 0.0004) ( [4, 2] 0.0004) ( [5, 2] 0.0068) ( [4, 3] 0.0001) ( [6, 3] 0.0002) ( [7, 3] 0.0001) ( [8, 3] 0.0070) ( [6, 4] 0.0065) ( [7, 4] 0.0000) ( [8, 4] 0.0061) ( [4, 5] 0.0000) ( [8, 5] 0.0000) }
From: (6, 4)  { ( [4, 2] 0.0001) ( [6, 2] 0.0059) ( [7, 2] 0.0001) ( [6, 3] 0.0000) ( [4, 4] 0.0007) ( [5, 4] 0.0057) ( [7, 4] 0.0001) ( [6, 5] 0.0057) ( [7, 5] 0.0001) ( [4, 6] 0.0000) ( [5, 6] 0.0059) ( [6, 6] 0.0059) ( [7, 6] 0.0060) ( [8, 6] 0.0000) }
From: (6, 5)  { ( [5, 3] 0.0000) ( [6, 3] 0.0000) ( [7, 3] 0.0007) ( [8, 3] 0.0005) ( [4, 4] 0.0000) ( [6, 4] 0.0007) ( [6, 5] 0.0001) ( [7, 5] 0.0001) ( [4, 6] 0.0000) ( [5, 6] 0.0106) ( [6, 6] 0.0029) ( [7, 6] 0.0101) ( [5, 7] 0.0109) ( [6, 7] 0.0000) }
From: (6, 6)  { ( [8, 4] 0.0029) ( [4, 5] 0.0044) ( [4, 6] 0.0029) ( [5, 6] 0.0050) ( [6, 6] 0.0041) ( [4, 7] 0.0061) ( [7, 7] 0.0044) ( [4, 8] 0.0039) ( [5, 8] 0.0039) ( [7, 8] 0.0055) }
From: (6, 7)  { ( [5, 5] 0.0000) ( [4, 6] 0.0000) ( [5, 6] 0.0069) ( [7, 6] 0.0065) ( [8, 6] 0.0000) ( [4, 7] 0.0001) ( [5, 7] 0.0069) ( [6, 7] 0.0000) ( [7, 7] 0.0060) ( [8, 7] 0.0000) ( [7, 8] 0.0000) ( [8, 8] 0.0065) ( [4, 9] 0.0006) ( [7, 9] 0.0000) ( [8, 9] 0.0015) }
From: (6, 8)  { ( [4, 6] 0.0000) ( [5, 6] 0.0006) ( [6, 6] 0.0007) ( [7, 6] 0.0076) ( [4, 7] 0.0000) ( [6, 7] 0.0002) ( [7, 7] 0.0075) ( [8, 7] 0.0000) ( [4, 8] 0.0000) ( [5, 8] 0.0000) ( [8, 8] 0.0076) ( [4, 9] 0.0000) ( [5, 9] 0.0004) ( [6, 9] 0.0001) ( [8, 9] 0.0060) ( [6, 1] 0.0064) ( [8, 1] 0.0000) }
From: (6, 9)  { ( [4, 7] 0.0017) ( [5, 7] 0.0062) ( [6, 7] 0.0002) ( [7, 7] 0.0063) ( [8, 7] 0.0003) ( [5, 8] 0.0009) ( [4, 9] 0.0007) ( [6, 9] 0.0002) ( [7, 9] 0.0020) ( [8, 9] 0.0061) ( [5, 1] 0.0012) ( [6, 1] 0.0060) ( [7, 1] 0.0003) ( [5, 2] 0.0047) ( [7, 2] 0.0002) ( [8, 2] 0.0006) }
From: (7, 1)  { ( [5, 8] 0.0015) ( [7, 8] 0.0083) ( [9, 8] 0.0000) ( [5, 9] 0.0003) ( [6, 9] 0.0009) ( [7, 9] 0.0000) ( [8, 9] 0.0086) ( [9, 1] 0.0011) ( [6, 2] 0.0083) ( [8, 2] 0.0000) ( [9, 2] 0.0000) ( [8, 3] 0.0084) ( [9, 3] 0.0005) }
From: (7, 2)  { ( [5, 9] 0.0003) ( [6, 9] 0.0007) ( [8, 9] 0.0089) ( [7, 1] 0.0002) ( [8, 1] 0.0002) ( [6, 2] 0.0087) ( [7, 2] 0.0001) ( [8, 2] 0.0005) ( [9, 2] 0.0001) ( [5, 4] 0.0082) ( [8, 4] 0.0087) ( [9, 4] 0.0001) }
From: (7, 3)  { ( [5, 1] 0.0000) ( [6, 1] 0.0069) ( [8, 1] 0.0000) ( [9, 1] 0.0003) ( [5, 2] 0.0012) ( [6, 2] 0.0111) ( [8, 2] 0.0000) ( [9, 2] 0.0000) ( [5, 3] 0.0003) ( [8, 3] 0.0058) ( [6, 4] 0.0095) ( [8, 4] 0.0009) ( [5, 5] 0.0000) ( [6, 5] 0.0005) ( [9, 5] 0.0000) }
From: (7, 4)  { ( [5, 2] 0.0049) ( [7, 2] 0.0000) ( [5, 3] 0.0000) ( [6, 3] 0.0001) ( [8, 3] 0.0051) ( [9, 3] 0.0001) ( [6, 4] 0.0049) ( [8, 4] 0.0051) ( [9, 4] 0.0000) ( [5, 5] 0.0002) ( [6, 5] 0.0049) ( [7, 5] 0.0000) ( [5, 6] 0.0050) ( [7, 6] 0.0051) ( [9, 6] 0.0000) }
From: (7, 5)  { ( [6, 3] 0.0004) ( [8, 3] 0.0038) ( [7, 4] 0.0000) ( [5, 5] 0.0000) ( [6, 6] 0.0034) ( [9, 6] 0.0014) ( [7, 7] 0.0140) ( [9, 7] 0.0139) }
From: (7, 6)  { ( [6, 4] 0.0005) ( [8, 4] 0.0001) ( [6, 5] 0.0006) ( [9, 6] 0.0000) ( [5, 7] 0.0101) ( [6, 7] 0.0000) ( [7, 7] 0.0049) ( [8, 7] 0.0000) ( [6, 8] 0.0094) ( [8, 8] 0.0101) }
From: (7, 7)  { ( [5, 5] 0.0002) ( [5, 6] 0.0039) ( [6, 6] 0.0037) ( [7, 6] 0.0041) ( [9, 6] 0.0000) ( [6, 7] 0.0000) ( [7, 7] 0.0040) ( [8, 7] 0.0003) ( [9, 7] 0.0040) ( [5, 8] 0.0001) ( [6, 8] 0.0039) ( [7, 8] 0.0039) ( [8, 8] 0.0037) ( [5, 9] 0.0000) ( [8, 9] 0.0040) }
From: (7, 8)  { ( [8, 6] 0.0000) ( [5, 7] 0.0066) ( [6, 7] 0.0000) ( [8, 7] 0.0011) ( [7, 8] 0.0067) ( [8, 8] 0.0066) ( [9, 8] 0.0000) ( [5, 9] 0.0002) ( [6, 9] 0.0007) ( [7, 9] 0.0000) ( [8, 9] 0.0071) ( [6, 1] 0.0069) ( [7, 1] 0.0000) }
From: (7, 9)  { ( [6, 7] 0.0051) ( [8, 7] 0.0054) ( [9, 7] 0.0057) ( [5, 8] 0.0044) ( [6, 8] 0.0066) ( [7, 8] 0.0041) ( [8, 8] 0.0066) ( [9, 8] 0.0028) ( [7, 9] 0.0035) ( [9, 9] 0.0045) ( [5, 1] 0.0035) ( [8, 1] 0.0028) ( [9, 1] 0.0059) ( [5, 2] 0.0066) ( [6, 2] 0.0060) }
From: (8, 1)  { ( [8, 1] 0.0035) ( [9, 1] 0.0033) ( [1, 1] 0.0055) ( [6, 2] 0.0034) ( [8, 2] 0.0059) ( [6, 3] 0.0035) ( [7, 3] 0.0056) }
From: (8, 2)  { ( [6, 9] 0.0012) ( [7, 9] 0.0000) ( [6, 1] 0.0079) ( [8, 1] 0.0002) ( [9, 1] 0.0016) ( [6, 2] 0.0080) ( [7, 2] 0.0000) ( [6, 3] 0.0000) ( [9, 3] 0.0005) ( [8, 4] 0.0079) ( [1, 4] 0.0079) }
From: (8, 3)  { ( [9, 1] 0.0037) ( [6, 2] 0.0036) ( [7, 2] 0.0064) ( [8, 2] 0.0053) ( [6, 3] 0.0033) ( [7, 3] 0.0058) ( [8, 3] 0.0028) ( [9, 3] 0.0037) ( [6, 4] 0.0030) ( [8, 4] 0.0065) ( [1, 4] 0.0067) ( [6, 5] 0.0044) ( [8, 5] 0.0032) ( [1, 5] 0.0068) }
From: (8, 4)  { ( [6, 2] 0.0089) ( [7, 2] 0.0000) ( [9, 2] 0.0000) ( [1, 2] 0.0000) ( [6, 3] 0.0000) ( [1, 3] 0.0000) ( [8, 4] 0.0079) ( [7, 5] 0.0000) ( [1, 5] 0.0091) ( [6, 6] 0.0086) ( [8, 6] 0.0004) ( [9, 6] 0.0000) }
From: (8, 5)  { ( [6, 3] 0.0001) ( [8, 3] 0.0015) ( [1, 3] 0.0003) ( [7, 4] 0.0000) ( [9, 4] 0.0000) ( [1, 4] 0.0060) ( [7, 5] 0.0000) ( [8, 5] 0.0000) ( [1, 5] 0.0067) ( [7, 6] 0.0069) ( [9, 6] 0.0006) ( [6, 7] 0.0001) ( [7, 7] 0.0070) ( [9, 7] 0.0069) }
From: (8, 6)  { ( [6, 4] 0.0047) ( [8, 4] 0.0005) ( [9, 4] 0.0000) ( [1, 4] 0.0048) ( [7, 5] 0.0000) ( [1, 6] 0.0008) ( [6, 7] 0.0001) ( [7, 7] 0.0057) ( [8, 7] 0.0000) ( [9, 7] 0.0055) ( [1, 7] 0.0002) ( [6, 8] 0.0054) ( [8, 8] 0.0054) ( [9, 8] 0.0000) ( [1, 8] 0.0026) }
From: (8, 7)  { ( [6, 5] 0.0000) ( [8, 5] 0.0000) ( [1, 5] 0.0063) ( [7, 6] 0.0061) ( [9, 6] 0.0000) ( [6, 7] 0.0000) ( [7, 7] 0.0063) ( [8, 7] 0.0000) ( [1, 7] 0.0000) ( [6, 8] 0.0061) ( [8, 8] 0.0062) ( [1, 8] 0.0040) ( [6, 9] 0.0000) ( [1, 9] 0.0000) }
From: (8, 8)  { ( [9, 6] 0.0000) ( [1, 6] 0.0040) ( [7, 7] 0.0039) ( [1, 7] 0.0038) ( [6, 8] 0.0039) ( [7, 8] 0.0039) ( [8, 8] 0.0038) ( [1, 8] 0.0039) ( [8, 9] 0.0039) ( [1, 9] 0.0000) ( [6, 1] 0.0039) ( [7, 1] 0.0000) ( [1, 1] 0.0003) }
From: (8, 9)  { ( [6, 7] 0.0061) ( [9, 7] 0.0051) ( [1, 7] 0.0042) ( [7, 8] 0.0067) ( [8, 8] 0.0052) ( [1, 8] 0.0037) ( [6, 9] 0.0036) ( [7, 9] 0.0033) ( [8, 9] 0.0049) ( [1, 9] 0.0054) ( [6, 1] 0.0052) ( [8, 1] 0.0053) ( [1, 1] 0.0065) ( [6, 2] 0.0056) ( [1, 2] 0.0029) }
From: (9, 1)  { ( [7, 8] 0.0059) ( [8, 8] 0.0047) ( [1, 8] 0.0033) ( [2, 8] 0.0051) ( [8, 9] 0.0051) ( [9, 9] 0.0057) ( [2, 9] 0.0051) ( [7, 1] 0.0053) ( [9, 1] 0.0033) ( [2, 1] 0.0045) ( [9, 2] 0.0028) ( [7, 3] 0.0038) ( [9, 3] 0.0068) ( [1, 3] 0.0053) ( [2, 3] 0.0047) }
From: (9, 2)  { ( [7, 9] 0.0033) ( [8, 9] 0.0030) ( [9, 9] 0.0057) ( [1, 9] 0.0065) ( [7, 1] 0.0045) ( [1, 1] 0.0036) ( [7, 2] 0.0061) ( [8, 2] 0.0039) ( [9, 2] 0.0047) ( [9, 3] 0.0054) ( [7, 4] 0.0038) ( [8, 4] 0.0029) ( [2, 4] 0.0055) }
From: (9, 3)  { ( [7, 1] 0.0035) ( [7, 2] 0.0049) ( [8, 2] 0.0033) ( [8, 3] 0.0052) ( [9, 3] 0.0054) ( [1, 3] 0.0061) ( [8, 4] 0.0043) ( [2, 4] 0.0039) ( [8, 5] 0.0043) }
From: (9, 4)  { ( [9, 2] 0.0002) ( [1, 2] 0.0015) ( [2, 2] 0.0000) ( [7, 3] 0.0005) ( [1, 3] 0.0008) ( [7, 4] 0.0003) ( [9, 5] 0.0015) ( [1, 5] 0.0083) ( [7, 6] 0.0084) ( [9, 6] 0.0001) ( [1, 6] 0.0072) ( [2, 6] 0.0080) }
From: (9, 5)  { ( [8, 3] 0.0051) ( [9, 3] 0.0039) ( [2, 3] 0.0056) ( [9, 4] 0.0041) ( [1, 4] 0.0049) ( [2, 4] 0.0051) ( [2, 5] 0.0039) ( [7, 6] 0.0065) ( [8, 6] 0.0036) ( [7, 7] 0.0061) ( [8, 7] 0.0038) }
From: (9, 6)  { ( [7, 4] 0.0000) ( [9, 4] 0.0010) ( [7, 5] 0.0000) ( [9, 5] 0.0000) ( [2, 6] 0.0104) ( [7, 7] 0.0049) ( [8, 7] 0.0000) ( [9, 7] 0.0099) ( [1, 7] 0.0002) ( [8, 8] 0.0099) ( [9, 8] 0.0000) ( [1, 8] 0.0001) ( [2, 8] 0.0000) }
From: (9, 7)  { ( [9, 5] 0.0000) ( [1, 5] 0.0053) ( [8, 6] 0.0001) ( [1, 6] 0.0050) ( [2, 6] 0.0050) ( [7, 7] 0.0050) ( [8, 7] 0.0002) ( [9, 7] 0.0050) ( [1, 7] 0.0048) ( [2, 7] 0.0001) ( [8, 8] 0.0049) ( [2, 8] 0.0000) ( [9, 9] 0.0000) }
From: (9, 8)  { ( [7, 6] 0.0038) ( [8, 6] 0.0058) ( [1, 6] 0.0051) ( [9, 7] 0.0061) ( [2, 7] 0.0038) ( [2, 8] 0.0034) ( [1, 9] 0.0032) ( [1, 1] 0.0066) ( [2, 1] 0.0036) }
From: (9, 9)  { ( [7, 8] 0.0057) ( [8, 8] 0.0039) ( [2, 8] 0.0051) ( [7, 9] 0.0050) ( [9, 9] 0.0059) ( [8, 1] 0.0051) ( [9, 1] 0.0060) ( [1, 1] 0.0060) ( [8, 2] 0.0041) ( [2, 2] 0.0042) }

}

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