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 
0.7031989752 0.3520964001 0.0345167513 0.0005420886 0.0004145264 0.0135478039 0.0165514158 0.0172271300 0.4145694525 0.0055307127 0.7769814858 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
0.5676072714 0.4794555793 0.5885109046 0.3338481472 

setE.inx
  tin_6.8   bin_6.8  bin_8.10 bin_10.12   twi_2.4   twi_4.6   bap_6.8 
        3         4         5         6         7         8        10 

setE.names
[1] "tin_6.8"   "bin_6.8"   "bin_8.10"  "bin_10.12" "twi_2.4"   "twi_4.6"   "bap_6.8"  

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
tin_2.4         NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
tin_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
tin_6.8         NA      NA      NA 3.425028e-07 5.256868e-02 2.582777e-01 0.1650125003 9.028626e-06      NA 6.930409e-15       NA       NA       NA
bin_6.8         NA      NA      NA           NA 1.571329e-12 1.630990e-09 0.0040931555 8.806549e-02      NA 8.617435e-08       NA       NA       NA
bin_8.10        NA      NA      NA           NA           NA 9.312666e-12 0.0025488840 9.168885e-02      NA 1.301072e-03       NA       NA       NA
bin_10.12       NA      NA      NA           NA           NA           NA 0.0001042056 4.230128e-02      NA 4.383907e-02       NA       NA       NA
twi_2.4         NA      NA      NA           NA           NA           NA           NA 3.957062e-07      NA 2.060385e-01       NA       NA       NA
twi_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA 3.443138e-03       NA       NA       NA
twi_6.8         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
mef2_2.4        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
mef2_6.8        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
mef2_10.12      NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
           mef2_8.10 mef2_10.12
tin_2.4           NA         NA
tin_4.6           NA         NA
tin_6.8           NA         NA
bin_6.8           NA         NA
bin_8.10          NA         NA
bin_10.12         NA         NA
twi_2.4           NA         NA
twi_4.6           NA         NA
twi_6.8           NA         NA
bap_6.8           NA         NA
mef2_2.4          NA         NA
mef2_4.6          NA         NA
mef2_6.8          NA         NA
mef2_8.10         NA         NA
mef2_10.12        NA         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
tin_2.4         NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
tin_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
tin_6.8         NA      NA      NA 1.335933e-05 3.526100e-01 6.472308e-01 0.3410069426 7.482195e-06      NA 4.157995e-13       NA       NA       NA
bin_6.8         NA      NA      NA           NA 8.609025e-10 3.580710e-08 0.0353612032 6.380823e-02      NA 3.114696e-06       NA       NA       NA
bin_8.10        NA      NA      NA           NA           NA 1.377783e-09 0.0118714616 4.636595e-01      NA 2.451512e-02       NA       NA       NA
bin_10.12       NA      NA      NA           NA           NA           NA 0.0002055312 2.193301e-01      NA 1.951661e-01       NA       NA       NA
twi_2.4         NA      NA      NA           NA           NA           NA           NA 4.235189e-06      NA 4.043836e-01       NA       NA       NA
twi_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA 9.783962e-04       NA       NA       NA
twi_6.8         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
mef2_2.4        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
mef2_6.8        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
mef2_10.12      NA      NA      NA           NA           NA           NA           NA           NA      NA           NA       NA       NA       NA
           mef2_8.10 mef2_10.12
tin_2.4           NA         NA
tin_4.6           NA         NA
tin_6.8           NA         NA
bin_6.8           NA         NA
bin_8.10          NA         NA
bin_10.12         NA         NA
twi_2.4           NA         NA
twi_4.6           NA         NA
twi_6.8           NA         NA
bap_6.8           NA         NA
mef2_2.4          NA         NA
mef2_4.6          NA         NA
mef2_6.8          NA         NA
mef2_8.10         NA         NA
mef2_10.12        NA         NA

Conditioning on sets of 1 variable(s) from tin_6.8, bin_6.8, bin_8.10, bin_10.12, twi_2.4, twi_4.6, bap_6.8 

adjC at n = 1 
[[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

[[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

[[3]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264

[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0135478

[[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01655142

[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01722713

[[7]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713


ciTests.adjC at n = 1 
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6210417

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2441362

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1283012

$`tin_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08421533

$`tin_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.01417236

$`tin_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254


$`bin_6.8 vs class | `
$`bin_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

$`bin_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01382674

$`bin_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618

$`bin_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.007090921

$`bin_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005046472

$`bin_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005634427

$`bin_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01264215


$`bin_8.10 vs class | `
$`bin_8.10 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264

$`bin_8.10 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.003842207

$`bin_8.10 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

$`bin_8.10 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03250523

$`bin_8.10 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001765963

$`bin_8.10 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.002907681

$`bin_8.10 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.007687835


$`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=0.0135478

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.05037446

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1285499

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8052702

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01673576

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.06631687

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.06464406


$`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=0.01655142

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.06510415

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1527278

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.06968578

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.02732908

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.05682442


$`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=0.01722713

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01011604

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.01664936

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1125118

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1094228

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

$`twi_4.6 vs class | `[[7]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.004357712


$`bap_6.8 vs class | `
$`bap_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713

$`bap_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

$`bap_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1077358

$`bap_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.09082011

$`bap_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03073321

$`bap_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01545834

$`bap_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.001256343



adjC.pvals at n = 1 
  tin_6.8 vs class |    bin_6.8 vs class |   bin_8.10 vs class |  bin_10.12 vs class |    twi_2.4 vs class |    twi_4.6 vs class |  
            0.6613254             0.1543618             0.1129735             0.8052702             0.2024730             0.2744424 
  bap_6.8 vs class |  
            0.1260812 

adjC.pvals.inx at n = 1 
  tin_6.8 vs class |    bin_6.8 vs class |   bin_8.10 vs class |  bin_10.12 vs class |    twi_2.4 vs class |    twi_4.6 vs class |  
                    7                     3                     3                     4                     6                     6 
  bap_6.8 vs class |  
                    2 

adjC.pvals (adjusted) at n = 1 
  tin_6.8 vs class |    bin_6.8 vs class |   bin_8.10 vs class |  bin_10.12 vs class |    twi_2.4 vs class |    twi_4.6 vs class |  
            0.6613254             0.1543618             0.1129735             0.8052702             0.2024730             0.2744424 
  bap_6.8 vs class |  
            0.1260812 

adjC.delete
  tin_6.8 vs class |    bin_6.8 vs class |   bin_8.10 vs class |  bin_10.12 vs class |    twi_2.4 vs class |    twi_4.6 vs class |  
                    1                     2                     3                     4                     5                     6 
  bap_6.8 vs class |  
                    7 

delete.inx
[1]  3  4  5  6  7  8 10

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

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

[[1]][[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618


[[2]]
[[2]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

[[2]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473


[[3]]
[[3]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

[[3]][[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254



ciTests.adjC.removed
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6210417

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2441362

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1283012

$`tin_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08421533

$`tin_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.01417236

$`tin_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254


$`bin_6.8 vs class | `
$`bin_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

$`bin_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01382674

$`bin_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618

$`bin_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.007090921

$`bin_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005046472

$`bin_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005634427

$`bin_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01264215


$`bin_8.10 vs class | `
$`bin_8.10 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264

$`bin_8.10 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.003842207

$`bin_8.10 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

$`bin_8.10 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03250523

$`bin_8.10 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001765963

$`bin_8.10 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.002907681

$`bin_8.10 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.007687835


$`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=0.0135478

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.05037446

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1285499

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8052702

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01673576

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.06631687

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.06464406


$`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=0.01655142

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.06510415

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1527278

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.06968578

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.02732908

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.05682442


$`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=0.01722713

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01011604

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.01664936

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1125118

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1094228

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

$`twi_4.6 vs class | `[[7]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.004357712


$`bap_6.8 vs class | `
$`bap_6.8 vs class | `[[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713

$`bap_6.8 vs class | `[[2]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

$`bap_6.8 vs class | `[[3]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1077358

$`bap_6.8 vs class | `[[4]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.09082011

$`bap_6.8 vs class | `[[5]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03073321

$`bap_6.8 vs class | `[[6]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01545834

$`bap_6.8 vs class | `[[7]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.001256343



Variables left after iteration 1 :  

adjC
list()
======================================

ciTests

[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.703199


[[2]]
[[2]][[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.3520964


[[3]]
[[3]][[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

[[3]][[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6210417

[[3]][[3]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2441362

[[3]][[4]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1283012

[[3]][[5]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08421533

[[3]][[6]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.01417236

[[3]][[7]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254


[[4]]
[[4]][[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

[[4]][[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01382674

[[4]][[3]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618

[[4]][[4]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.007090921

[[4]][[5]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005046472

[[4]][[6]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005634427

[[4]][[7]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01264215


[[5]]
[[5]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264

[[5]][[2]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.003842207

[[5]][[3]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

[[5]][[4]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03250523

[[5]][[5]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001765963

[[5]][[6]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.002907681

[[5]][[7]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.007687835


[[6]]
[[6]][[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0135478

[[6]][[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.05037446

[[6]][[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1285499

[[6]][[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8052702

[[6]][[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01673576

[[6]][[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.06631687

[[6]][[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.06464406


[[7]]
[[7]][[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01655142

[[7]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.06510415

[[7]][[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1527278

[[7]][[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.06968578

[[7]][[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.02732908

[[7]][[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473

[[7]][[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.05682442


[[8]]
[[8]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01722713

[[8]][[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01011604

[[8]][[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.01664936

[[8]][[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1125118

[[8]][[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1094228

[[8]][[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

[[8]][[7]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.004357712


[[9]]
[[9]][[1]]
Conditional independence test results using mi-sh 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.4145695


[[10]]
[[10]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713

[[10]][[2]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

[[10]][[3]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1077358

[[10]][[4]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.09082011

[[10]][[5]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03073321

[[10]][[6]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01545834

[[10]][[7]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.001256343


[[11]]
[[11]][[1]]
Conditional independence test results using mi-sh 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.7769815


[[12]]
[[12]][[1]]
Conditional independence test results using mi-sh 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.5676073


[[13]]
[[13]][[1]]
Conditional independence test results using mi-sh 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.4794556


[[14]]
[[14]][[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.5885109


[[15]]
[[15]][[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.3338481



adjC.uncond

NULL

adjC.filtered

list()

adjC.before.filtering

list()

jointTests.before.filtering
[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

[[1]][[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618


[[2]]
[[2]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

[[2]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473


[[3]]
[[3]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

[[3]][[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254



jointTests

[[1]]
[[1]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

[[1]][[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618


[[2]]
[[2]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

[[2]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473


[[3]]
[[3]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

[[3]][[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254



adjC
list()

removed.ids
[1] "tin_6.8 vs class | "   "bin_6.8 vs class | "   "bin_8.10 vs class | "  "bin_10.12 vs class | " "twi_2.4 vs class | "   "twi_4.6 vs class | "  
[7] "bap_6.8 vs class | "  

direct.nodes
NULL

indirect.nodes
[[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

[[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0135478

[[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01655142

[[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01722713

[[5]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713


joint.nodes
[[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

[[2]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264


conditional.nodes
NULL

direct.inx
NULL

indirect.inx
  tin_6.8 bin_10.12   twi_2.4   twi_4.6   bap_6.8 
        3         6         7         8        10 

joint.inx
 bin_6.8 bin_8.10 
       4        5 

conditional.inx
NULL

Dsep
$tin_2.4
NULL

$tin_4.6
NULL

$tin_6.8
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6210417

$bin_6.8
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618

$bin_8.10
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

$bin_10.12
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8052702

$twi_2.4
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1527278

$twi_4.6
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1125118

$twi_6.8
NULL

$bap_6.8
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1077358

$mef2_2.4
NULL

$mef2_4.6
NULL

$mef2_6.8
NULL

$mef2_8.10
NULL

$mef2_10.12
NULL


all.joint.ids
[1] "bin_8.10 vs class | bin_6.8" "bin_6.8 vs class | bin_8.10" "twi_4.6 vs class | twi_2.4"  "twi_2.4 vs class | twi_4.6" 
[5] "bap_6.8 vs class | tin_6.8"  "tin_6.8 vs class | bap_6.8" 

edges
[[1]]
EDGE bin_6.8[4] -> tin_6.8[3] based on 1 test(s)

[[2]]
EDGE bin_8.10[5] -> bin_10.12[6] based on 1 test(s)

[[3]]
EDGE bin_6.8[4] -> twi_2.4[7] based on 1 test(s)

[[4]]
EDGE bin_8.10[5] -> twi_4.6[8] based on 1 test(s)

[[5]]
EDGE bin_6.8[4] -> bap_6.8[10] based on 1 test(s)

[[6]]
EDGE bin_8.10[5] <-> bin_6.8[4] 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 
0.7031989752 0.3520964001 0.0345167513 0.0005420886 0.0004145264 0.0135478039 0.0165514158 0.0172271300 0.4145694525 0.0055307127 0.7769814858 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
0.5676072714 0.4794555793 0.5885109046 0.3338481472 

$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 
 0.1996723  0.4627068  1.1243842  1.9517448  2.6147098  1.8211607 -1.7776076 -2.4441838 -0.6416299  1.6147098 -0.5007674 -0.4002405 -0.5729172 
 mef2_8.10 mef2_10.12 
-0.5816874 -1.2921808 

$setE.selected
  tin_6.8   bin_6.8  bin_8.10 bin_10.12   twi_2.4   twi_4.6   bap_6.8 
        3         4         5         6         7         8        10 

$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=0.703199


$ciTests[[2]]
$ciTests[[2]][[1]]
Conditional independence test results using mi-sh 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.3520964


$ciTests[[3]]
$ciTests[[3]][[1]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.03451675

$ciTests[[3]][[2]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6210417

$ciTests[[3]][[3]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2441362

$ciTests[[3]][[4]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1283012

$ciTests[[3]][[5]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.08421533

$ciTests[[3]][[6]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.01417236

$ciTests[[3]][[7]]
Conditional independence test results using mi-sh 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6613254


$ciTests[[4]]
$ciTests[[4]][[1]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0005420886

$ciTests[[4]][[2]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01382674

$ciTests[[4]][[3]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1543618

$ciTests[[4]][[4]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.007090921

$ciTests[[4]][[5]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005046472

$ciTests[[4]][[6]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0005634427

$ciTests[[4]][[7]]
Conditional independence test results using mi-sh 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01264215


$ciTests[[5]]
$ciTests[[5]][[1]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.0004145264

$ciTests[[5]][[2]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.003842207

$ciTests[[5]][[3]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1129735

$ciTests[[5]][[4]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03250523

$ciTests[[5]][[5]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001765963

$ciTests[[5]][[6]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.002907681

$ciTests[[5]][[7]]
Conditional independence test results using mi-sh 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.007687835


$ciTests[[6]]
$ciTests[[6]][[1]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0135478

$ciTests[[6]][[2]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.05037446

$ciTests[[6]][[3]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1285499

$ciTests[[6]][[4]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8052702

$ciTests[[6]][[5]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01673576

$ciTests[[6]][[6]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.06631687

$ciTests[[6]][[7]]
Conditional independence test results using mi-sh 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.06464406


$ciTests[[7]]
$ciTests[[7]][[1]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01655142

$ciTests[[7]][[2]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.06510415

$ciTests[[7]][[3]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1527278

$ciTests[[7]][[4]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.06968578

$ciTests[[7]][[5]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.02732908

$ciTests[[7]][[6]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.202473

$ciTests[[7]][[7]]
Conditional independence test results using mi-sh 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.05682442


$ciTests[[8]]
$ciTests[[8]][[1]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01722713

$ciTests[[8]][[2]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01011604

$ciTests[[8]][[3]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.01664936

$ciTests[[8]][[4]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1125118

$ciTests[[8]][[5]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1094228

$ciTests[[8]][[6]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2744424

$ciTests[[8]][[7]]
Conditional independence test results using mi-sh 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.004357712


$ciTests[[9]]
$ciTests[[9]][[1]]
Conditional independence test results using mi-sh 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.4145695


$ciTests[[10]]
$ciTests[[10]][[1]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.005530713

$ciTests[[10]][[2]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1260812

$ciTests[[10]][[3]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1077358

$ciTests[[10]][[4]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.09082011

$ciTests[[10]][[5]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03073321

$ciTests[[10]][[6]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.01545834

$ciTests[[10]][[7]]
Conditional independence test results using mi-sh 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.001256343


$ciTests[[11]]
$ciTests[[11]][[1]]
Conditional independence test results using mi-sh 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.7769815


$ciTests[[12]]
$ciTests[[12]][[1]]
Conditional independence test results using mi-sh 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.5676073


$ciTests[[13]]
$ciTests[[13]][[1]]
Conditional independence test results using mi-sh 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.4794556


$ciTests[[14]]
$ciTests[[14]][[1]]
Conditional independence test results using mi-sh 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.5885109


$ciTests[[15]]
$ciTests[[15]][[1]]
Conditional independence test results using mi-sh 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.3338481



$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                                                                         0.7031989752
2     tin_4.6 no dependence                          NA                                                                         0.3520964001
3     tin_6.8 weak indirect      bin_6.8      0.6210417                                                                         0.0345167513
4     bin_6.8         joint     bin_8.10      0.1543618                                                                         0.0005420886
5    bin_8.10         joint      bin_6.8      0.1129735                                                                         0.0004145264
6   bin_10.12 weak indirect     bin_8.10      0.8052702                                                                         0.0135478039
7     twi_2.4 weak indirect      bin_6.8      0.1527278                                                                         0.0165514158
8     twi_4.6 weak indirect     bin_8.10      0.1125118                                                                         0.0172271300
9     twi_6.8 no dependence                          NA                                                                         0.4145694525
10    bap_6.8 weak indirect      bin_6.8      0.1077358                                                                         0.0055307127
11   mef2_2.4 no dependence                          NA                                                                         0.7769814858
12   mef2_4.6 no dependence                          NA                                                                         0.5676072714
13   mef2_6.8 no dependence                          NA                                                                         0.4794555793
14  mef2_8.10 no dependence                          NA                                                                         0.5885109046
15 mef2_10.12 no dependence                          NA                                                                         0.3338481472
       log2FC
1   0.1996723
2   0.4627068
3   1.1243842
4   1.9517448
5   2.6147098
6   1.8211607
7  -1.7776076
8  -2.4441838
9  -0.6416299
10  1.6147098
11 -0.5007674
12 -0.4002405
13 -0.5729172
14 -0.5816874
15 -1.2921808

