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 
7.609918e-01 3.706810e-01 2.422505e-02 4.851217e-05 4.797347e-06 3.621122e-03 1.631515e-02 2.102258e-02 3.658689e-01 1.653831e-03 7.201280e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
5.064622e-01 4.247510e-01 5.324881e-01 3.210145e-01 

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 2.944082e-08 4.342138e-02 2.670200e-01 0.1389041945 4.484253e-06      NA 9.232937e-18       NA       NA       NA
bin_6.8         NA      NA      NA           NA 6.039351e-18 9.575743e-13 0.0035177779 8.746911e-02      NA 1.822442e-09       NA       NA       NA
bin_8.10        NA      NA      NA           NA           NA 4.429540e-19 0.0028596530 8.330041e-02      NA 2.996662e-04       NA       NA       NA
bin_10.12       NA      NA      NA           NA           NA           NA 0.0001643658 3.938552e-02      NA 3.335597e-02       NA       NA       NA
twi_2.4         NA      NA      NA           NA           NA           NA           NA 1.590030e-07      NA 1.807964e-01       NA       NA       NA
twi_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA 2.686318e-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 1.624798e-06 3.237168e-01 6.449624e-01 0.3990092076 4.140271e-06      NA 5.690447e-16       NA       NA       NA
bin_6.8         NA      NA      NA           NA 1.163454e-14 8.090716e-12 0.0378050144 6.279219e-02      NA 5.869659e-08       NA       NA       NA
bin_8.10        NA      NA      NA           NA           NA 4.712721e-16 0.0179271300 4.836537e-01      NA 8.103805e-03       NA       NA       NA
bin_10.12       NA      NA      NA           NA           NA           NA 0.0006186744 2.288398e-01      NA 1.524708e-01       NA       NA       NA
twi_2.4         NA      NA      NA           NA           NA           NA           NA 3.483703e-06      NA 5.075090e-01       NA       NA       NA
twi_4.6         NA      NA      NA           NA           NA           NA           NA           NA      NA 6.756726e-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 x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

[[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

[[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

[[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


ciTests.adjC at n = 1 
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6301867

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2071186

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.09257809

$`tin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06094453

$`tin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.005678099

$`tin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041


$`bin_6.8 vs class | `
$`bin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

$`bin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.004303988

$`bin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.07853209

$`bin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0003490811

$`bin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001033434

$`bin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.251431e-05

$`bin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.001026227


$`bin_8.10 vs class | `
$`bin_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

$`bin_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.0001471933

$`bin_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04722477

$`bin_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.005014271

$`bin_8.10 vs class | `[[5]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.450031e-07

$`bin_8.10 vs class | `[[6]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0001756035

$`bin_8.10 vs class | `[[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.0002140416


$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01641705

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.02853942

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=1.52161e-05

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.03918019

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01779882


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1925728

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1390572

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.08578128

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03629081

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1798451

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.1917933


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.03858962

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.0829587

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1974587

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.165933

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

$`twi_4.6 vs class | `[[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.04076164


$`bap_6.8 vs class | `
$`bap_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

$`bap_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.07499822

$`bap_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04143195

$`bap_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.04191637

$`bap_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.009201558

$`bap_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005470882

$`bap_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=5.107215e-05



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 |  
           0.65830409            0.07853209            0.04722477            0.80248891            0.19257281            0.25702554 
  bap_6.8 vs class |  
           0.07499822 

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                     2                     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 |  
           0.65830409            0.07853209            0.04722477            0.80248891            0.19257281            0.25702554 
  bap_6.8 vs class |  
           0.07499822 

adjC.delete
  tin_6.8 vs class |  bin_10.12 vs class |    twi_4.6 vs class |  
                    1                     4                     6 

delete.inx
[1] 3 6 8

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

jointTests
list()

ciTests.adjC.removed
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6301867

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2071186

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.09257809

$`tin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06094453

$`tin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.005678099

$`tin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041


$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01641705

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.02853942

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=1.52161e-05

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.03918019

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01779882


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.03858962

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.0829587

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1974587

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.165933

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

$`twi_4.6 vs class | `[[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.04076164



Variables left after iteration 1 : bin_6.8, bin_8.10, twi_2.4, bap_6.8 

adjC
[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

[[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

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

Conditioning on sets of 2 variable(s) from bin_6.8, bin_8.10, twi_2.4, bap_6.8 

adjC at n = 2 
[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

[[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


ciTests.adjC at n = 2 
$`bin_6.8 vs class | `
$`bin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

$`bin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.004303988

$`bin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.07853209

$`bin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0003490811

$`bin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001033434

$`bin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.251431e-05

$`bin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.001026227

$`bin_6.8 vs class | `[[8]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058

$`bin_6.8 vs class | `[[9]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.142525

$`bin_6.8 vs class | `[[10]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=0.001100397


$`bin_8.10 vs class | `
$`bin_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

$`bin_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.0001471933

$`bin_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04722477

$`bin_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.005014271

$`bin_8.10 vs class | `[[5]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.450031e-07

$`bin_8.10 vs class | `[[6]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0001756035

$`bin_8.10 vs class | `[[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.0002140416

$`bin_8.10 vs class | `[[8]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

$`bin_8.10 vs class | `[[9]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.07557343

$`bin_8.10 vs class | `[[10]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=1.696997e-06


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1925728

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1390572

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.08578128

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03629081

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1798451

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.1917933

$`twi_2.4 vs class | `[[8]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

$`twi_2.4 vs class | `[[9]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.5118181

$`twi_2.4 vs class | `[[10]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.3439574


$`bap_6.8 vs class | `
$`bap_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

$`bap_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.07499822

$`bap_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04143195

$`bap_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.04191637

$`bap_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.009201558

$`bap_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005470882

$`bap_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=5.107215e-05

$`bap_6.8 vs class | `[[8]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.1022731

$`bap_6.8 vs class | `[[9]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.08213153

$`bap_6.8 vs class | `[[10]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.100038



adjC.pvals at n = 2 
 bin_6.8 vs class |  bin_8.10 vs class |   twi_2.4 vs class |   bap_6.8 vs class |  
           0.4481058            0.3216237            0.5118181            0.1022731 

adjC.pvals.inx at n = 2 
 bin_6.8 vs class |  bin_8.10 vs class |   twi_2.4 vs class |   bap_6.8 vs class |  
                   8                    8                    9                    8 

adjC.pvals (adjusted) at n = 2 
 bin_6.8 vs class |  bin_8.10 vs class |   twi_2.4 vs class |   bap_6.8 vs class |  
           0.4481058            0.3216237            0.5118181            0.1022731 

adjC.delete
 bin_6.8 vs class |  bin_8.10 vs class |   twi_2.4 vs class |  
                   1                    2                    3 

delete.inx
[1] 4 5 7

to.delete
[1]  TRUE  TRUE  TRUE FALSE

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

[[1]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[2]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[3]][[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237



ciTests.adjC.removed
$`tin_6.8 vs class | `
$`tin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

$`tin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6301867

$`tin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2071186

$`tin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.09257809

$`tin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06094453

$`tin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.005678099

$`tin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041


$`bin_10.12 vs class | `
$`bin_10.12 vs class | `[[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01641705

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.02853942

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=1.52161e-05

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.03918019

$`bin_10.12 vs class | `[[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01779882


$`twi_4.6 vs class | `
$`twi_4.6 vs class | `[[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.03858962

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.0829587

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1974587

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.165933

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

$`twi_4.6 vs class | `[[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.04076164


$`bin_6.8 vs class | `
$`bin_6.8 vs class | `[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

$`bin_6.8 vs class | `[[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.004303988

$`bin_6.8 vs class | `[[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.07853209

$`bin_6.8 vs class | `[[4]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0003490811

$`bin_6.8 vs class | `[[5]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001033434

$`bin_6.8 vs class | `[[6]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.251431e-05

$`bin_6.8 vs class | `[[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.001026227

$`bin_6.8 vs class | `[[8]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058

$`bin_6.8 vs class | `[[9]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.142525

$`bin_6.8 vs class | `[[10]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=0.001100397


$`bin_8.10 vs class | `
$`bin_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

$`bin_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.0001471933

$`bin_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04722477

$`bin_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.005014271

$`bin_8.10 vs class | `[[5]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.450031e-07

$`bin_8.10 vs class | `[[6]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0001756035

$`bin_8.10 vs class | `[[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.0002140416

$`bin_8.10 vs class | `[[8]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

$`bin_8.10 vs class | `[[9]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.07557343

$`bin_8.10 vs class | `[[10]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=1.696997e-06


$`twi_2.4 vs class | `
$`twi_2.4 vs class | `[[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1925728

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1390572

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.08578128

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03629081

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1798451

$`twi_2.4 vs class | `[[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.1917933

$`twi_2.4 vs class | `[[8]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

$`twi_2.4 vs class | `[[9]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.5118181

$`twi_2.4 vs class | `[[10]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.3439574



Variables left after iteration 2 : bap_6.8 

adjC
[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

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

ciTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.7609918


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.370681


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

[[3]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6301867

[[3]][[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2071186

[[3]][[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.09257809

[[3]][[5]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06094453

[[3]][[6]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.005678099

[[3]][[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

[[4]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.004303988

[[4]][[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.07853209

[[4]][[4]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0003490811

[[4]][[5]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001033434

[[4]][[6]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.251431e-05

[[4]][[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.001026227

[[4]][[8]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058

[[4]][[9]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.142525

[[4]][[10]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=0.001100397


[[5]]
[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

[[5]][[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.0001471933

[[5]][[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04722477

[[5]][[4]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.005014271

[[5]][[5]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.450031e-07

[[5]][[6]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0001756035

[[5]][[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.0002140416

[[5]][[8]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

[[5]][[9]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.07557343

[[5]][[10]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=1.696997e-06


[[6]]
[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

[[6]][[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01641705

[[6]][[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.02853942

[[6]][[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

[[6]][[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=1.52161e-05

[[6]][[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.03918019

[[6]][[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01779882


[[7]]
[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1925728

[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1390572

[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.08578128

[[7]][[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03629081

[[7]][[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1798451

[[7]][[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.1917933

[[7]][[8]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[7]][[9]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.5118181

[[7]][[10]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.3439574


[[8]]
[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

[[8]][[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.03858962

[[8]][[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.0829587

[[8]][[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1974587

[[8]][[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.165933

[[8]][[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

[[8]][[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.04076164


[[9]]
[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.3658689


[[10]]
[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

[[10]][[2]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.07499822

[[10]][[3]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04143195

[[10]][[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.04191637

[[10]][[5]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.009201558

[[10]][[6]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005470882

[[10]][[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=5.107215e-05

[[10]][[8]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.1022731

[[10]][[9]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.08213153

[[10]][[10]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.100038


[[11]]
[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.720128


[[12]]
[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.5064622


[[13]]
[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.424751


[[14]]
[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.5324881


[[15]]
[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.3210145



adjC.uncond

[1] 10

adjC.filtered

[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


adjC.before.filtering

[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


jointTests.before.filtering
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

[[1]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[2]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[3]][[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237



jointTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

[[1]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[2]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

[[3]][[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237



adjC
[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


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

direct.nodes
[[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831


indirect.nodes
[[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515


joint.nodes
[[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

[[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06


conditional.nodes
NULL

direct.inx
bap_6.8 
     10 

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

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 x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041

$bin_6.8
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058

$bin_8.10
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

$bin_10.12
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

$twi_2.4
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.5118181

$twi_4.6
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

$twi_6.8
NULL

$bap_6.8
NULL

$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,twi_2.4" "bin_6.8 vs class | bin_8.10,twi_2.4" "twi_2.4 vs class | bin_6.8,bin_8.10"
[4] "bin_6.8 vs class | bin_8.10,twi_2.4" "twi_2.4 vs class | bin_6.8,bin_8.10" "bin_8.10 vs class | bin_6.8,twi_2.4"

edges
[[1]]
EDGE bap_6.8[10] -> 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 twi_2.4[7] -> twi_4.6[8] based on 1 test(s)

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

[[5]]
EDGE bap_6.8[10] -> twi_2.4[7] based on 1 test(s)

[[6]]
EDGE bin_8.10[5] <-> bin_6.8[4] based on 2 test(s)

[[7]]
EDGE twi_2.4[7] <-> bin_8.10[5] based on 2 test(s)

[[8]]
EDGE bin_6.8[4] - bap_6.8[10] based on 2 test(s)

[[9]]
EDGE bin_8.10[5] - bap_6.8[10] 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 
7.609918e-01 3.706810e-01 2.422505e-02 4.851217e-05 4.797347e-06 3.621122e-03 1.631515e-02 2.102258e-02 3.658689e-01 1.653831e-03 7.201280e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
5.064622e-01 4.247510e-01 5.324881e-01 3.210145e-01 

$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 x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.7609918


$ciTests[[2]]
$ciTests[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.370681


$ciTests[[3]]
$ciTests[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.02422505

$ciTests[[3]][[2]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.6301867

$ciTests[[3]][[3]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.2071186

$ciTests[[3]][[4]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.09257809

$ciTests[[3]][[5]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.06094453

$ciTests[[3]][[6]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.005678099

$ciTests[[3]][[7]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.6583041


$ciTests[[4]]
$ciTests[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=4.851217e-05

$ciTests[[4]][[2]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.004303988

$ciTests[[4]][[3]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.07853209

$ciTests[[4]][[4]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0003490811

$ciTests[[4]][[5]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.001033434

$ciTests[[4]][[6]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=3.251431e-05

$ciTests[[4]][[7]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.001026227

$ciTests[[4]][[8]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.4481058

$ciTests[[4]][[9]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.142525

$ciTests[[4]][[10]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=0.001100397


$ciTests[[5]]
$ciTests[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=4.797347e-06

$ciTests[[5]][[2]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.0001471933

$ciTests[[5]][[3]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04722477

$ciTests[[5]][[4]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.005014271

$ciTests[[5]][[5]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.450031e-07

$ciTests[[5]][[6]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.0001756035

$ciTests[[5]][[7]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.0002140416

$ciTests[[5]][[8]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.3216237

$ciTests[[5]][[9]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.07557343

$ciTests[[5]][[10]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=twi_2.4,bap_6.8[7,10], reliable=TRUE, p.value=1.696997e-06


$ciTests[[6]]
$ciTests[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.003621122

$ciTests[[6]][[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.01641705

$ciTests[[6]][[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.02853942

$ciTests[[6]][[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.8024889

$ciTests[[6]][[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=1.52161e-05

$ciTests[[6]][[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.03918019

$ciTests[[6]][[7]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.01779882


$ciTests[[7]]
$ciTests[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.01631515

$ciTests[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.1925728

$ciTests[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.1390572

$ciTests[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.08578128

$ciTests[[7]][[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03629081

$ciTests[[7]][[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.1798451

$ciTests[[7]][[7]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.1917933

$ciTests[[7]][[8]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.5100278

$ciTests[[7]][[9]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_6.8,bap_6.8[4,10], reliable=TRUE, p.value=0.5118181

$ciTests[[7]][[10]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_8.10,bap_6.8[5,10], reliable=TRUE, p.value=0.3439574


$ciTests[[8]]
$ciTests[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.02102258

$ciTests[[8]][[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.03858962

$ciTests[[8]][[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.0829587

$ciTests[[8]][[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.1974587

$ciTests[[8]][[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.165933

$ciTests[[8]][[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.2570255

$ciTests[[8]][[7]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bap_6.8[10], reliable=TRUE, p.value=0.04076164


$ciTests[[9]]
$ciTests[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.3658689


$ciTests[[10]]
$ciTests[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.001653831

$ciTests[[10]][[2]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=tin_6.8[3], reliable=TRUE, p.value=0.07499822

$ciTests[[10]][[3]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8[4], reliable=TRUE, p.value=0.04143195

$ciTests[[10]][[4]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10[5], reliable=TRUE, p.value=0.04191637

$ciTests[[10]][[5]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.009201558

$ciTests[[10]][[6]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.005470882

$ciTests[[10]][[7]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=5.107215e-05

$ciTests[[10]][[8]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,bin_8.10[4,5], reliable=TRUE, p.value=0.1022731

$ciTests[[10]][[9]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_6.8,twi_2.4[4,7], reliable=TRUE, p.value=0.08213153

$ciTests[[10]][[10]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=bin_8.10,twi_2.4[5,7], reliable=TRUE, p.value=0.100038


$ciTests[[11]]
$ciTests[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.720128


$ciTests[[12]]
$ciTests[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.5064622


$ciTests[[13]]
$ciTests[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.424751


$ciTests[[14]]
$ciTests[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=0.5324881


$ciTests[[15]]
$ciTests[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=0.3210145



$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                                                                         7.609918e-01
2     tin_4.6   no dependence                               NA                                                                         3.706810e-01
3     tin_6.8 strong indirect           bap_6.8      0.6583041                                                                         2.422505e-02
4     bin_6.8           joint bin_8.10, twi_2.4      0.4481058                                                                         4.851217e-05
5    bin_8.10           joint  bin_6.8, twi_2.4      0.3216237                                                                         4.797347e-06
6   bin_10.12   weak indirect          bin_8.10      0.8024889                                                                         3.621122e-03
7     twi_2.4   weak indirect  bin_6.8, bap_6.8      0.5118181                                                                         1.631515e-02
8     twi_4.6   weak indirect           twi_2.4      0.2570255                                                                         2.102258e-02
9     twi_6.8   no dependence                               NA                                                                         3.658689e-01
10    bap_6.8          direct                               NA                                                                         1.653831e-03
11   mef2_2.4   no dependence                               NA                                                                         7.201280e-01
12   mef2_4.6   no dependence                               NA                                                                         5.064622e-01
13   mef2_6.8   no dependence                               NA                                                                         4.247510e-01
14  mef2_8.10   no dependence                               NA                                                                         5.324881e-01
15 mef2_10.12   no dependence                               NA                                                                         3.210145e-01
       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

