setE.pvals
     tin_2.4      tin_4.6      tin_6.8      bin_6.8     bin_8.10    bin_10.12      twi_2.4      twi_4.6      twi_6.8      bap_6.8     mef2_2.4 
1.320963e-01 7.244114e-03 8.029650e-01 1.054367e-01 8.737329e-02 2.709776e-03 7.814058e-06 1.255730e-02 5.788043e-01 3.455264e-01 4.986634e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
6.512876e-01 1.432970e-01 3.982764e-04 4.173005e-07 

setE.inx
   tin_4.6  bin_10.12    twi_2.4    twi_4.6  mef2_8.10 mef2_10.12 
         2          6          7          8         14         15 

setE.names
[1] "tin_4.6"    "bin_10.12"  "twi_2.4"    "twi_4.6"    "mef2_8.10"  "mef2_10.12"

adjX.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12      twi_2.4      twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6 mef2_6.8  mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
tin_4.6         NA      NA      NA      NA       NA 0.1415399 0.0001071477 3.270998e-18      NA      NA       NA       NA       NA 0.44205838
tin_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
bin_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
bin_8.10        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
bin_10.12       NA      NA      NA      NA       NA        NA 0.0001042056 4.230128e-02      NA      NA       NA       NA       NA 0.25504890
twi_2.4         NA      NA      NA      NA       NA        NA           NA 3.957062e-07      NA      NA       NA       NA       NA 0.01392374
twi_4.6         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA 0.91883141
twi_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
bap_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
mef2_2.4        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
mef2_4.6        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
mef2_6.8        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
mef2_8.10       NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
mef2_10.12      NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA         NA
             mef2_10.12
tin_2.4              NA
tin_4.6    3.672816e-01
tin_6.8              NA
bin_6.8              NA
bin_8.10             NA
bin_10.12  4.324185e-01
twi_2.4    4.093156e-03
twi_4.6    4.754486e-02
twi_6.8              NA
bap_6.8              NA
mef2_2.4             NA
mef2_4.6             NA
mef2_6.8             NA
mef2_8.10  7.829188e-13
mef2_10.12           NA

expC.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12     twi_2.4      twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6 mef2_6.8 mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
tin_4.6         NA      NA      NA      NA       NA 0.5721474 0.001477481 1.552473e-16      NA      NA       NA       NA       NA 0.2144334
tin_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_8.10        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_10.12       NA      NA      NA      NA       NA        NA 0.002668925 6.555489e-03      NA      NA       NA       NA       NA 0.7103023
twi_2.4         NA      NA      NA      NA       NA        NA          NA 9.485799e-06      NA      NA       NA       NA       NA 0.2175023
twi_4.6         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA 0.3038329
twi_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bap_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_2.4        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_4.6        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_6.8        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_8.10       NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_10.12      NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
             mef2_10.12
tin_2.4              NA
tin_4.6    5.510711e-01
tin_6.8              NA
bin_6.8              NA
bin_8.10             NA
bin_10.12  5.665111e-01
twi_2.4    2.227058e-01
twi_4.6    1.683323e-01
twi_6.8              NA
bap_6.8              NA
mef2_2.4             NA
mef2_4.6             NA
mef2_6.8             NA
mef2_8.10  9.261039e-11
mef2_10.12           NA

Conditioning on sets of 1 variable(s) from tin_4.6, bin_10.12, twi_2.4, twi_4.6, mef2_8.10, mef2_10.12 

adjC at n = 1 
[[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

[[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

[[6]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


ciTests.adjC at n = 1 
$`tin_4.6 vs class | `
$`tin_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

$`tin_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.04713425

$`tin_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

$`tin_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392

$`tin_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.009089412

$`tin_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02469825


$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.01543615

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.04985757

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0004621659

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01370414

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.008060337


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004032934

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0002318077

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0008023561

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.0003182196

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0007365332


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002376137

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01523843

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.06030202


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004799753

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002517586

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.008045659

$`mef2_8.10 vs class | `[[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005000956

$`mef2_8.10 vs class | `[[6]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02473049


$`mef2_10.12 vs class | `
$`mef2_10.12 vs class | `[[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

$`mef2_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=2.123641e-06

$`mef2_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=2.074361e-06

$`mef2_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=3.853507e-05

$`mef2_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.205595e-06

$`mef2_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=3.529703e-05



adjC.pvals at n = 1 
   tin_4.6 vs class |   bin_10.12 vs class |     twi_2.4 vs class |     twi_4.6 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
          1.943043e-01           4.985757e-02           8.023561e-04           4.246267e-01           2.473049e-02           3.853507e-05 

adjC.pvals.inx at n = 1 
   tin_4.6 vs class |   bin_10.12 vs class |     twi_2.4 vs class |     twi_4.6 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
                     3                      3                      4                      4                      6                      4 

adjC.pvals (adjusted) at n = 1 
   tin_4.6 vs class |   bin_10.12 vs class |     twi_2.4 vs class |     twi_4.6 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
          1.943043e-01           4.985757e-02           8.023561e-04           4.246267e-01           2.473049e-02           3.853507e-05 

adjC.delete
tin_4.6 vs class |  twi_4.6 vs class |  
                  1                   4 

delete.inx
[1] 2 8

to.delete
[1]  TRUE FALSE FALSE  TRUE FALSE FALSE

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

[[1]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392



ciTests.adjC.removed
$`tin_4.6 vs class | `
$`tin_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

$`tin_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.04713425

$`tin_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

$`tin_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392

$`tin_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.009089412

$`tin_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02469825


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002376137

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01523843

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.06030202



Variables left after iteration 1 : bin_10.12, twi_2.4, mef2_8.10, mef2_10.12 

adjC
[[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

[[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

======================================

Conditioning on sets of 2 variable(s) from bin_10.12, twi_2.4, mef2_8.10, mef2_10.12 

adjC at n = 2 
[[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

[[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


ciTests.adjC at n = 2 
$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.01543615

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.04985757

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0004621659

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01370414

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.008060337

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.09095821

$`bin_10.12 vs class | `[[8]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.11994

$`bin_10.12 vs class | `[[9]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.02933904


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004032934

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0002318077

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0008023561

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.0003182196

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0007365332

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.00473819

$`twi_2.4 vs class | `[[8]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.02142214

$`twi_2.4 vs class | `[[9]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.01681487


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004799753

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002517586

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.008045659

$`mef2_8.10 vs class | `[[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005000956

$`mef2_8.10 vs class | `[[6]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02473049

$`mef2_8.10 vs class | `[[7]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.02512138

$`mef2_8.10 vs class | `[[8]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.07519014

$`mef2_8.10 vs class | `[[9]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.2176539


$`mef2_10.12 vs class | `
$`mef2_10.12 vs class | `[[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

$`mef2_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=2.123641e-06

$`mef2_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=2.074361e-06

$`mef2_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=3.853507e-05

$`mef2_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.205595e-06

$`mef2_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=3.529703e-05

$`mef2_10.12 vs class | `[[7]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.0002637363

$`mef2_10.12 vs class | `[[8]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.0001458494

$`mef2_10.12 vs class | `[[9]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.002324391



adjC.pvals at n = 2 
 bin_10.12 vs class |     twi_2.4 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
           0.119939994            0.021422143            0.217653852            0.002324391 

adjC.pvals.inx at n = 2 
 bin_10.12 vs class |     twi_2.4 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
                     8                      8                      9                      9 

adjC.pvals (adjusted) at n = 2 
 bin_10.12 vs class |     twi_2.4 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
           0.119939994            0.021422143            0.217653852            0.002324391 

adjC.delete
bin_10.12 vs class |  mef2_8.10 vs class |  
                    1                     3 

delete.inx
[1]  6 14

to.delete
[1]  TRUE FALSE  TRUE FALSE

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

[[1]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392



ciTests.adjC.removed
$`tin_4.6 vs class | `
$`tin_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

$`tin_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.04713425

$`tin_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

$`tin_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392

$`tin_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.009089412

$`tin_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02469825


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002376137

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01523843

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.06030202


$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.01543615

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.04985757

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0004621659

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01370414

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.008060337

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.09095821

$`bin_10.12 vs class | `[[8]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.11994

$`bin_10.12 vs class | `[[9]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.02933904


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004799753

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002517586

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.008045659

$`mef2_8.10 vs class | `[[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005000956

$`mef2_8.10 vs class | `[[6]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02473049

$`mef2_8.10 vs class | `[[7]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.02512138

$`mef2_8.10 vs class | `[[8]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.07519014

$`mef2_8.10 vs class | `[[9]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.2176539



Variables left after iteration 2 : twi_2.4, mef2_10.12 

adjC
[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

======================================

ciTests

[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.1320963


[[2]]
[[2]][[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

[[2]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.04713425

[[2]][[3]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

[[2]][[4]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392

[[2]][[5]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.009089412

[[2]][[6]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02469825


[[3]]
[[3]][[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.802965


[[4]]
[[4]][[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.1054367


[[5]]
[[5]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.08737329


[[6]]
[[6]][[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

[[6]][[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.01543615

[[6]][[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.04985757

[[6]][[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0004621659

[[6]][[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01370414

[[6]][[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.008060337

[[6]][[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.09095821

[[6]][[8]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.11994

[[6]][[9]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.02933904


[[7]]
[[7]][[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[7]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004032934

[[7]][[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0002318077

[[7]][[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0008023561

[[7]][[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.0003182196

[[7]][[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0007365332

[[7]][[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.00473819

[[7]][[8]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.02142214

[[7]][[9]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.01681487


[[8]]
[[8]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

[[8]][[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

[[8]][[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002376137

[[8]][[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

[[8]][[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01523843

[[8]][[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.06030202


[[9]]
[[9]][[1]]
Conditional independence test results using mi-sh 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.5788043


[[10]]
[[10]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.3455264


[[11]]
[[11]][[1]]
Conditional independence test results using mi-sh 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.4986634


[[12]]
[[12]][[1]]
Conditional independence test results using mi-sh 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.6512876


[[13]]
[[13]][[1]]
Conditional independence test results using mi-sh 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.143297


[[14]]
[[14]][[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

[[14]][[2]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004799753

[[14]][[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002517586

[[14]][[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.008045659

[[14]][[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005000956

[[14]][[6]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02473049

[[14]][[7]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.02512138

[[14]][[8]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.07519014

[[14]][[9]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.2176539


[[15]]
[[15]][[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

[[15]][[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=2.123641e-06

[[15]][[3]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=2.074361e-06

[[15]][[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=3.853507e-05

[[15]][[5]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.205595e-06

[[15]][[6]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=3.529703e-05

[[15]][[7]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.0002637363

[[15]][[8]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.0001458494

[[15]][[9]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.002324391



adjC.uncond

[1]  7 15

adjC.filtered

[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


adjC.before.filtering

[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


jointTests.before.filtering
[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

[[1]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392



jointTests

[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

[[1]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392



adjC
[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


removed.ids
[1] "tin_4.6 vs class | "   "twi_4.6 vs class | "   "bin_10.12 vs class | " "mef2_8.10 vs class | "

direct.nodes
[[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

[[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07


indirect.nodes
[[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

[[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764


joint.nodes
NULL

conditional.nodes
NULL

direct.inx
   twi_2.4 mef2_10.12 
         7         15 

indirect.inx
  tin_4.6   twi_4.6 bin_10.12 mef2_8.10 
        2         8         6        14 

joint.inx
NULL

conditional.inx
NULL

Dsep
$tin_2.4
NULL

$tin_4.6
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

$tin_6.8
NULL

$bin_6.8
NULL

$bin_8.10
NULL

$bin_10.12
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.11994

$twi_2.4
NULL

$twi_4.6
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

$twi_6.8
NULL

$bap_6.8
NULL

$mef2_2.4
NULL

$mef2_4.6
NULL

$mef2_6.8
NULL

$mef2_8.10
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.2176539

$mef2_10.12
NULL


all.joint.ids
[1] "twi_4.6 vs class | tin_4.6" "tin_4.6 vs class | twi_4.6"

edges
[[1]]
EDGE twi_2.4[7] -> tin_4.6[2] based on 1 test(s)

[[2]]
EDGE twi_2.4[7] -> twi_4.6[8] based on 1 test(s)

[[3]]
EDGE twi_2.4[7] -> bin_10.12[6] based on 1 test(s)

[[4]]
EDGE mef2_10.12[15] -> bin_10.12[6] based on 1 test(s)

[[5]]
EDGE twi_2.4[7] -> mef2_8.10[14] based on 1 test(s)

[[6]]
EDGE mef2_10.12[15] -> mef2_8.10[14] based on 1 test(s)

[[7]]
EDGE twi_2.4[7] - - mef2_10.12[15] based on 2 test(s)


stats
$setE.pvals
     tin_2.4      tin_4.6      tin_6.8      bin_6.8     bin_8.10    bin_10.12      twi_2.4      twi_4.6      twi_6.8      bap_6.8     mef2_2.4 
1.320963e-01 7.244114e-03 8.029650e-01 1.054367e-01 8.737329e-02 2.709776e-03 7.814058e-06 1.255730e-02 5.788043e-01 3.455264e-01 4.986634e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
6.512876e-01 1.432970e-01 3.982764e-04 4.173005e-07 

$setE.log2FC
   tin_2.4    tin_4.6    tin_6.8    bin_6.8   bin_8.10  bin_10.12    twi_2.4    twi_4.6    twi_6.8    bap_6.8   mef2_2.4   mef2_4.6   mef2_6.8 
-1.3339007 -2.6988976  0.1016841  0.9735278  1.3885653  1.9328858       -Inf -1.9188632 -0.3598959  0.5729899 -0.9899463  0.1713346  0.6324909 
 mef2_8.10 mef2_10.12 
 1.6463630  2.3665390 

$setE.selected
   tin_4.6  bin_10.12    twi_2.4    twi_4.6  mef2_8.10 mef2_10.12 
         2          6          7          8         14         15 

$ciTests
$ciTests[[1]]
$ciTests[[1]][[1]]
Conditional independence test results using mi-sh 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.1320963


$ciTests[[2]]
$ciTests[[2]][[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.007244114

$ciTests[[2]][[2]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.04713425

$ciTests[[2]][[3]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1943043

$ciTests[[2]][[4]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1834392

$ciTests[[2]][[5]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.009089412

$ciTests[[2]][[6]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02469825


$ciTests[[3]]
$ciTests[[3]][[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.802965


$ciTests[[4]]
$ciTests[[4]][[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.1054367


$ciTests[[5]]
$ciTests[[5]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.08737329


$ciTests[[6]]
$ciTests[[6]][[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.002709776

$ciTests[[6]][[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.01543615

$ciTests[[6]][[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.04985757

$ciTests[[6]][[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0004621659

$ciTests[[6]][[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01370414

$ciTests[[6]][[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.008060337

$ciTests[[6]][[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.09095821

$ciTests[[6]][[8]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.11994

$ciTests[[6]][[9]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.02933904


$ciTests[[7]]
$ciTests[[7]][[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=7.814058e-06

$ciTests[[7]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004032934

$ciTests[[7]][[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0002318077

$ciTests[[7]][[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0008023561

$ciTests[[7]][[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.0003182196

$ciTests[[7]][[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0007365332

$ciTests[[7]][[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.00473819

$ciTests[[7]][[8]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.02142214

$ciTests[[7]][[9]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=mef2_8.10,mef2_10.12[14,15], reliable=TRUE, p.value=0.01681487


$ciTests[[8]]
$ciTests[[8]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.0125573

$ciTests[[8]][[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2523155

$ciTests[[8]][[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002376137

$ciTests[[8]][[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.4246267

$ciTests[[8]][[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.01523843

$ciTests[[8]][[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.06030202


$ciTests[[9]]
$ciTests[[9]][[1]]
Conditional independence test results using mi-sh 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.5788043


$ciTests[[10]]
$ciTests[[10]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.3455264


$ciTests[[11]]
$ciTests[[11]][[1]]
Conditional independence test results using mi-sh 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.4986634


$ciTests[[12]]
$ciTests[[12]][[1]]
Conditional independence test results using mi-sh 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.6512876


$ciTests[[13]]
$ciTests[[13]][[1]]
Conditional independence test results using mi-sh 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.143297


$ciTests[[14]]
$ciTests[[14]][[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.0003982764

$ciTests[[14]][[2]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.0004799753

$ciTests[[14]][[3]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.002517586

$ciTests[[14]][[4]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.008045659

$ciTests[[14]][[5]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005000956

$ciTests[[14]][[6]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.02473049

$ciTests[[14]][[7]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.02512138

$ciTests[[14]][[8]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=bin_10.12,mef2_10.12[6,15], reliable=TRUE, p.value=0.07519014

$ciTests[[14]][[9]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=twi_2.4,mef2_10.12[7,15], reliable=TRUE, p.value=0.2176539


$ciTests[[15]]
$ciTests[[15]][[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=4.173005e-07

$ciTests[[15]][[2]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=2.123641e-06

$ciTests[[15]][[3]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=2.074361e-06

$ciTests[[15]][[4]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=3.853507e-05

$ciTests[[15]][[5]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.205595e-06

$ciTests[[15]][[6]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=3.529703e-05

$ciTests[[15]][[7]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,twi_2.4[6,7], reliable=TRUE, p.value=0.0002637363

$ciTests[[15]][[8]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=bin_10.12,mef2_8.10[6,14], reliable=TRUE, p.value=0.0001458494

$ciTests[[15]][[9]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=twi_2.4,mef2_8.10[7,14], reliable=TRUE, p.value=0.002324391



$final.calls
         name            type        explained.by explained.pval conditional.type conditional.on conditional.explained conditional.pval marginal.pval
1     tin_2.4   no dependence                                 NA                                                                         1.320963e-01
2     tin_4.6 strong indirect             twi_2.4      0.1943043                                                                         7.244114e-03
3     tin_6.8   no dependence                                 NA                                                                         8.029650e-01
4     bin_6.8   no dependence                                 NA                                                                         1.054367e-01
5    bin_8.10   no dependence                                 NA                                                                         8.737329e-02
6   bin_10.12 strong indirect twi_2.4, mef2_10.12      0.1199400                                                                         2.709776e-03
7     twi_2.4          direct                                 NA                                                                         7.814058e-06
8     twi_4.6 strong indirect             twi_2.4      0.4246267                                                                         1.255730e-02
9     twi_6.8   no dependence                                 NA                                                                         5.788043e-01
10    bap_6.8   no dependence                                 NA                                                                         3.455264e-01
11   mef2_2.4   no dependence                                 NA                                                                         4.986634e-01
12   mef2_4.6   no dependence                                 NA                                                                         6.512876e-01
13   mef2_6.8   no dependence                                 NA                                                                         1.432970e-01
14  mef2_8.10 strong indirect twi_2.4, mef2_10.12      0.2176539                                                                         3.982764e-04
15 mef2_10.12          direct                                 NA                                                                         4.173005e-07
       log2FC
1  -1.3339007
2  -2.6988976
3   0.1016841
4   0.9735278
5   1.3885653
6   1.9328858
7        -Inf
8  -1.9188632
9  -0.3598959
10  0.5729899
11 -0.9899463
12  0.1713346
13  0.6324909
14  1.6463630
15  2.3665390

