setE.pvals
     tin_2.4      tin_4.6      tin_6.8      bin_6.8     bin_8.10    bin_10.12      twi_2.4      twi_4.6      twi_6.8      bap_6.8     mef2_2.4 
1.309208e-01 1.169569e-02 8.643672e-01 8.873430e-02 5.731205e-02 4.014886e-04 5.932850e-03 1.473022e-02 5.199057e-01 3.559017e-01 4.723575e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
6.944754e-01 1.411559e-01 7.150445e-05 1.380354e-09 

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

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

adjX.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12      twi_2.4      twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6 mef2_6.8 mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
tin_4.6         NA      NA      NA      NA       NA 0.1279439 6.577651e-05 4.386055e-19      NA      NA       NA       NA       NA 0.4738625
tin_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
bin_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
bin_8.10        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
bin_10.12       NA      NA      NA      NA       NA        NA 1.643658e-04 3.938552e-02      NA      NA       NA       NA       NA 0.2609873
twi_2.4         NA      NA      NA      NA       NA        NA           NA 1.590030e-07      NA      NA       NA       NA       NA 0.0110300
twi_4.6         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA 0.8582385
twi_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
bap_6.8         NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
mef2_2.4        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
mef2_4.6        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
mef2_6.8        NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
mef2_8.10       NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
mef2_10.12      NA      NA      NA      NA       NA        NA           NA           NA      NA      NA       NA       NA       NA        NA
             mef2_10.12
tin_2.4              NA
tin_4.6    3.244411e-01
tin_6.8              NA
bin_6.8              NA
bin_8.10             NA
bin_10.12  4.559082e-01
twi_2.4    3.517778e-03
twi_4.6    4.125031e-02
twi_6.8              NA
bap_6.8              NA
mef2_2.4             NA
mef2_4.6             NA
mef2_6.8             NA
mef2_8.10  7.633493e-16
mef2_10.12           NA

expC.p.vals
           tin_2.4 tin_4.6 tin_6.8 bin_6.8 bin_8.10 bin_10.12     twi_2.4      twi_4.6 twi_6.8 bap_6.8 mef2_2.4 mef2_4.6 mef2_6.8 mef2_8.10
tin_2.4         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
tin_4.6         NA      NA      NA      NA       NA 0.5714808 0.002714994 5.876418e-17      NA      NA       NA       NA       NA 0.2252391
tin_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_8.10        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bin_10.12       NA      NA      NA      NA       NA        NA 0.004470624 1.165309e-02      NA      NA       NA       NA       NA 0.7151577
twi_2.4         NA      NA      NA      NA       NA        NA          NA 1.298198e-05      NA      NA       NA       NA       NA 0.2116273
twi_4.6         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA 0.4171150
twi_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
bap_6.8         NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_2.4        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_4.6        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_6.8        NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_8.10       NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
mef2_10.12      NA      NA      NA      NA       NA        NA          NA           NA      NA      NA       NA       NA       NA        NA
             mef2_10.12
tin_2.4              NA
tin_4.6    6.270445e-01
tin_6.8              NA
bin_6.8              NA
bin_8.10             NA
bin_10.12  5.634783e-01
twi_2.4    2.210636e-01
twi_4.6    2.430045e-01
twi_6.8              NA
bap_6.8              NA
mef2_2.4             NA
mef2_4.6             NA
mef2_6.8             NA
mef2_8.10  1.816839e-14
mef2_10.12           NA

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

adjC at n = 1 
[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0004014886

[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.00593285

[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01473022

[[5]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[6]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09


ciTests.adjC at n = 1 
$`tin_4.6 vs class | `
$`tin_4.6 vs class | `[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

$`tin_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1076135

$`tin_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997

$`tin_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572

$`tin_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.09688611

$`tin_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.1630188


$`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=0.0004014886

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.004831333

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.07458594

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=1.623221e-09

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.002102057

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0005804828


$`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=0.00593285

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03999493

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.04195375

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.05739613


$`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=0.01473022

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1231066

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.139942

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.283847


$`mef2_8.10 vs class | `
$`mef2_8.10 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

$`mef2_8.10 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=5.10384e-05

$`mef2_8.10 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0004567856

$`mef2_8.10 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.006040486

$`mef2_8.10 vs class | `[[5]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=6.351908e-05

$`mef2_8.10 vs class | `[[6]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.003998935


$`mef2_10.12 vs class | `
$`mef2_10.12 vs class | `[[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09

$`mef2_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=1.444791e-08

$`mef2_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=4.265169e-09

$`mef2_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.102572e-06

$`mef2_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=4.183555e-08

$`mef2_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=1.776045e-09



adjC.pvals at n = 1 
   tin_4.6 vs class |   bin_10.12 vs class |     twi_2.4 vs class |     twi_4.6 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
          2.320572e-01           7.458594e-02           5.739613e-02           3.490517e-01           6.040486e-03           5.102572e-06 

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

adjC.pvals (adjusted) at n = 1 
   tin_4.6 vs class |   bin_10.12 vs class |     twi_2.4 vs class |     twi_4.6 vs class |   mef2_8.10 vs class |  mef2_10.12 vs class |  
          2.320572e-01           7.458594e-02           5.739613e-02           3.490517e-01           6.040486e-03           5.102572e-06 

adjC.delete
  tin_4.6 vs class |  bin_10.12 vs class |    twi_2.4 vs class |    twi_4.6 vs class |  
                    1                     2                     3                     4 

delete.inx
[1] 2 6 7 8

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

jointTests
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

[[1]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

[[3]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545



ciTests.adjC.removed
$`tin_4.6 vs class | `
$`tin_4.6 vs class | `[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

$`tin_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1076135

$`tin_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997

$`tin_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572

$`tin_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.09688611

$`tin_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.1630188


$`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=0.0004014886

$`bin_10.12 vs class | `[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.004831333

$`bin_10.12 vs class | `[[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.07458594

$`bin_10.12 vs class | `[[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=1.623221e-09

$`bin_10.12 vs class | `[[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.002102057

$`bin_10.12 vs class | `[[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0005804828


$`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=0.00593285

$`twi_2.4 vs class | `[[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

$`twi_2.4 vs class | `[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03999493

$`twi_2.4 vs class | `[[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545

$`twi_2.4 vs class | `[[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.04195375

$`twi_2.4 vs class | `[[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.05739613


$`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=0.01473022

$`twi_4.6 vs class | `[[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

$`twi_4.6 vs class | `[[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1231066

$`twi_4.6 vs class | `[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

$`twi_4.6 vs class | `[[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.139942

$`twi_4.6 vs class | `[[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.283847



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

adjC
[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09

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

ciTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.1309208


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1076135

[[2]][[3]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997

[[2]][[4]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572

[[2]][[5]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.09688611

[[2]][[6]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.1630188


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.8643672


[[4]]
[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0887343


[[5]]
[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.05731205


[[6]]
[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0004014886

[[6]][[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.004831333

[[6]][[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.07458594

[[6]][[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=1.623221e-09

[[6]][[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.002102057

[[6]][[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0005804828


[[7]]
[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.00593285

[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03999493

[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545

[[7]][[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.04195375

[[7]][[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.05739613


[[8]]
[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01473022

[[8]][[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

[[8]][[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1231066

[[8]][[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

[[8]][[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.139942

[[8]][[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.283847


[[9]]
[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.5199057


[[10]]
[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.3559017


[[11]]
[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.4723575


[[12]]
[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.6944754


[[13]]
[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.1411559


[[14]]
[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[14]][[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=5.10384e-05

[[14]][[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0004567856

[[14]][[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.006040486

[[14]][[5]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=6.351908e-05

[[14]][[6]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.003998935


[[15]]
[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09

[[15]][[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=1.444791e-08

[[15]][[3]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=4.265169e-09

[[15]][[4]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.102572e-06

[[15]][[5]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=4.183555e-08

[[15]][[6]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=1.776045e-09



adjC.uncond

[1] 14 15

adjC.filtered

[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09


adjC.before.filtering

[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09


jointTests.before.filtering
[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

[[1]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

[[3]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545



jointTests

[[1]]
[[1]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

[[1]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997


[[2]]
[[2]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572


[[3]]
[[3]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

[[3]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545



adjC
[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09


removed.ids
[1] "tin_4.6 vs class | "   "bin_10.12 vs class | " "twi_2.4 vs class | "   "twi_4.6 vs class | "  

direct.nodes
[[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

[[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09


indirect.nodes
[[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

[[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0004014886

[[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.00593285

[[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01473022


joint.nodes
NULL

conditional.nodes
NULL

direct.inx
 mef2_8.10 mef2_10.12 
        14         15 

indirect.inx
  tin_4.6 bin_10.12   twi_2.4   twi_4.6 
        2         6         7         8 

joint.inx
NULL

conditional.inx
NULL

Dsep
$tin_2.4
NULL

$tin_4.6
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.1630188

$tin_6.8
NULL

$bin_6.8
NULL

$bin_8.10
NULL

$bin_10.12
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.07458594

$twi_2.4
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.05739613

$twi_4.6
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.283847

$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] "twi_2.4 vs class | tin_4.6" "tin_4.6 vs class | twi_2.4" "twi_4.6 vs class | tin_4.6" "tin_4.6 vs class | twi_4.6" "twi_4.6 vs class | twi_2.4"
[6] "twi_2.4 vs class | twi_4.6"

edges
[[1]]
EDGE mef2_10.12[15] -> tin_4.6[2] based on 1 test(s)

[[2]]
EDGE twi_2.4[7] -> bin_10.12[6] based on 1 test(s)

[[3]]
EDGE mef2_10.12[15] -> twi_2.4[7] based on 1 test(s)

[[4]]
EDGE mef2_10.12[15] -> twi_4.6[8] based on 1 test(s)

[[5]]
EDGE mef2_8.10[14] - mef2_10.12[15] based on 2 test(s)


stats
$setE.pvals
     tin_2.4      tin_4.6      tin_6.8      bin_6.8     bin_8.10    bin_10.12      twi_2.4      twi_4.6      twi_6.8      bap_6.8     mef2_2.4 
1.309208e-01 1.169569e-02 8.643672e-01 8.873430e-02 5.731205e-02 4.014886e-04 5.932850e-03 1.473022e-02 5.199057e-01 3.559017e-01 4.723575e-01 
    mef2_4.6     mef2_6.8    mef2_8.10   mef2_10.12 
6.944754e-01 1.411559e-01 7.150445e-05 1.380354e-09 

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

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

$ciTests
$ciTests[[1]]
$ciTests[[1]][[1]]
Conditional independence test results using x2 
  tin_2.4[1] vs class[16], cond=[], reliable=TRUE, p.value=0.1309208


$ciTests[[2]]
$ciTests[[2]][[1]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=[], reliable=TRUE, p.value=0.01169569

$ciTests[[2]][[2]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1076135

$ciTests[[2]][[3]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.1759997

$ciTests[[2]][[4]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.2320572

$ciTests[[2]][[5]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.09688611

$ciTests[[2]][[6]]
Conditional independence test results using x2 
  tin_4.6[2] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.1630188


$ciTests[[3]]
$ciTests[[3]][[1]]
Conditional independence test results using x2 
  tin_6.8[3] vs class[16], cond=[], reliable=TRUE, p.value=0.8643672


$ciTests[[4]]
$ciTests[[4]][[1]]
Conditional independence test results using x2 
  bin_6.8[4] vs class[16], cond=[], reliable=TRUE, p.value=0.0887343


$ciTests[[5]]
$ciTests[[5]][[1]]
Conditional independence test results using x2 
  bin_8.10[5] vs class[16], cond=[], reliable=TRUE, p.value=0.05731205


$ciTests[[6]]
$ciTests[[6]][[1]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=[], reliable=TRUE, p.value=0.0004014886

$ciTests[[6]][[2]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.004831333

$ciTests[[6]][[3]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.07458594

$ciTests[[6]][[4]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=1.623221e-09

$ciTests[[6]][[5]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.002102057

$ciTests[[6]][[6]]
Conditional independence test results using x2 
  bin_10.12[6] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.0005804828


$ciTests[[7]]
$ciTests[[7]][[1]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=[], reliable=TRUE, p.value=0.00593285

$ciTests[[7]][[2]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.05501102

$ciTests[[7]][[3]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.03999493

$ciTests[[7]][[4]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=0.05238545

$ciTests[[7]][[5]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.04195375

$ciTests[[7]][[6]]
Conditional independence test results using x2 
  twi_2.4[7] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.05739613


$ciTests[[8]]
$ciTests[[8]][[1]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=[], reliable=TRUE, p.value=0.01473022

$ciTests[[8]][[2]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=0.2397335

$ciTests[[8]][[3]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.1231066

$ciTests[[8]][[4]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.3490517

$ciTests[[8]][[5]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=0.139942

$ciTests[[8]][[6]]
Conditional independence test results using x2 
  twi_4.6[8] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.283847


$ciTests[[9]]
$ciTests[[9]][[1]]
Conditional independence test results using x2 
  twi_6.8[9] vs class[16], cond=[], reliable=TRUE, p.value=0.5199057


$ciTests[[10]]
$ciTests[[10]][[1]]
Conditional independence test results using x2 
  bap_6.8[10] vs class[16], cond=[], reliable=TRUE, p.value=0.3559017


$ciTests[[11]]
$ciTests[[11]][[1]]
Conditional independence test results using x2 
  mef2_2.4[11] vs class[16], cond=[], reliable=TRUE, p.value=0.4723575


$ciTests[[12]]
$ciTests[[12]][[1]]
Conditional independence test results using x2 
  mef2_4.6[12] vs class[16], cond=[], reliable=TRUE, p.value=0.6944754


$ciTests[[13]]
$ciTests[[13]][[1]]
Conditional independence test results using x2 
  mef2_6.8[13] vs class[16], cond=[], reliable=TRUE, p.value=0.1411559


$ciTests[[14]]
$ciTests[[14]][[1]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=[], reliable=TRUE, p.value=7.150445e-05

$ciTests[[14]][[2]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=5.10384e-05

$ciTests[[14]][[3]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=0.0004567856

$ciTests[[14]][[4]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=0.006040486

$ciTests[[14]][[5]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=6.351908e-05

$ciTests[[14]][[6]]
Conditional independence test results using x2 
  mef2_8.10[14] vs class[16], cond=mef2_10.12[15], reliable=TRUE, p.value=0.003998935


$ciTests[[15]]
$ciTests[[15]][[1]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=[], reliable=TRUE, p.value=1.380354e-09

$ciTests[[15]][[2]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=tin_4.6[2], reliable=TRUE, p.value=1.444791e-08

$ciTests[[15]][[3]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=bin_10.12[6], reliable=TRUE, p.value=4.265169e-09

$ciTests[[15]][[4]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_2.4[7], reliable=TRUE, p.value=5.102572e-06

$ciTests[[15]][[5]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=twi_4.6[8], reliable=TRUE, p.value=4.183555e-08

$ciTests[[15]][[6]]
Conditional independence test results using x2 
  mef2_10.12[15] vs class[16], cond=mef2_8.10[14], reliable=TRUE, p.value=1.776045e-09



$final.calls
         name            type explained.by explained.pval conditional.type conditional.on conditional.explained conditional.pval marginal.pval
1     tin_2.4   no dependence                          NA                                                                         1.309208e-01
2     tin_4.6 strong indirect   mef2_10.12     0.16301881                                                                         1.169569e-02
3     tin_6.8   no dependence                          NA                                                                         8.643672e-01
4     bin_6.8   no dependence                          NA                                                                         8.873430e-02
5    bin_8.10   no dependence                          NA                                                                         5.731205e-02
6   bin_10.12   weak indirect      twi_2.4     0.07458594                                                                         4.014886e-04
7     twi_2.4 strong indirect   mef2_10.12     0.05739613                                                                         5.932850e-03
8     twi_4.6 strong indirect   mef2_10.12     0.28384701                                                                         1.473022e-02
9     twi_6.8   no dependence                          NA                                                                         5.199057e-01
10    bap_6.8   no dependence                          NA                                                                         3.559017e-01
11   mef2_2.4   no dependence                          NA                                                                         4.723575e-01
12   mef2_4.6   no dependence                          NA                                                                         6.944754e-01
13   mef2_6.8   no dependence                          NA                                                                         1.411559e-01
14  mef2_8.10          direct                          NA                                                                         7.150445e-05
15 mef2_10.12          direct                          NA                                                                         1.380354e-09
       log2FC
1  -1.3339007
2  -2.6988976
3   0.1016841
4   0.9735278
5   1.3885653
6   1.9328858
7        -Inf
8  -1.9188632
9  -0.3598959
10  0.5729899
11 -0.9899463
12  0.1713346
13  0.6324909
14  1.6463630
15  2.3665390

