********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70-NER.txt

best params:{'c1': 0.058985761157574416, 'c2': 0.003179038349964388}
best CV score:0.8381889879918965
model size: 0.14M

Flat F1: 0.8133856392484644
             precision    recall  f1-score   support

         OD      1.000     1.000     1.000        21
         pH      1.000     1.000     1.000        10
  Technique      1.000     1.000     1.000        33
        Med      1.000     0.821     0.902        56
       Temp      1.000     0.800     0.889        15
       Vess      0.000     0.000     0.000         0
       Agit      0.000     0.000     0.000         7
      Phase      1.000     0.762     0.865        21
        Air      0.900     0.409     0.563        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.875     0.808     0.840        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.870     0.838     0.854       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.909     0.758     0.813       484


Top likely transitions:
Anti   -> Anti    6.195293
Temp   -> Temp    5.827821
Gtype  -> Gtype   5.502037
Supp   -> Supp    5.344564
Med    -> Med     5.284965
OD     -> OD      5.060965
Phase  -> Phase   4.458643
O      -> O       4.336883
Gversion -> Gversion 4.325014
Technique -> Technique 4.257875
Air    -> Air     4.135155
pH     -> pH      3.851677
Substrain -> Gtype   2.600500
Agit   -> Agit    2.469678
O      -> Gtype   0.882517
O      -> Technique 0.778719
Gtype  -> Supp    0.542366
Technique -> Air     0.417771
Gtype  -> pH      0.283681
Temp   -> O       0.067098
pH     -> O       0.008934
Anti   -> O       -0.000124
Gtype  -> Med     -0.000168
Phase  -> Air     -0.035974
O      -> Gversion -0.040938
Technique -> O       -0.098879
Supp   -> O       -0.101111
Air    -> OD      -0.152193
O      -> Supp    -0.162528
Med    -> O       -0.176239
Anti   -> Phase   -0.180251
Gversion -> O       -0.195025
O      -> Temp    -0.195735
O      -> Strain  -0.221122
O      -> Med     -0.244891
O      -> Anti    -0.256521
Air    -> Agit    -0.303261
O      -> OD      -0.554514
Phase  -> O       -0.648915
OD     -> O       -0.652186
Air    -> O       -0.689384
Agit   -> Air     -0.728169
Gtype  -> Phase   -0.797641
Phase  -> Supp    -0.847639
Temp   -> Med     -0.886951
Supp   -> Med     -0.999133
Phase  -> OD      -1.060183
Gtype  -> O       -1.072639
Air    -> Phase   -1.134728
Technique -> pH      -1.298837
O      -> Phase   -1.361692
Technique -> Gtype   -1.555076
O      -> Air     -1.635593
Substrain -> O       -1.838871
Med    -> Supp    -2.520160


Top unlikely transitions:
Anti   -> Anti    6.195293
Temp   -> Temp    5.827821
Gtype  -> Gtype   5.502037
Supp   -> Supp    5.344564
Med    -> Med     5.284965
OD     -> OD      5.060965
Phase  -> Phase   4.458643
O      -> O       4.336883
Gversion -> Gversion 4.325014
Technique -> Technique 4.257875
Air    -> Air     4.135155
pH     -> pH      3.851677
Substrain -> Gtype   2.600500
Agit   -> Agit    2.469678
O      -> Gtype   0.882517
O      -> Technique 0.778719
Gtype  -> Supp    0.542366
Technique -> Air     0.417771
Gtype  -> pH      0.283681
Temp   -> O       0.067098
pH     -> O       0.008934
Anti   -> O       -0.000124
Gtype  -> Med     -0.000168
Phase  -> Air     -0.035974
O      -> Gversion -0.040938
Technique -> O       -0.098879
Supp   -> O       -0.101111
Air    -> OD      -0.152193
O      -> Supp    -0.162528
Med    -> O       -0.176239
Anti   -> Phase   -0.180251
Gversion -> O       -0.195025
O      -> Temp    -0.195735
O      -> Strain  -0.221122
O      -> Med     -0.244891
O      -> Anti    -0.256521
Air    -> Agit    -0.303261
O      -> OD      -0.554514
Phase  -> O       -0.648915
OD     -> O       -0.652186
Air    -> O       -0.689384
Agit   -> Air     -0.728169
Gtype  -> Phase   -0.797641
Phase  -> Supp    -0.847639
Temp   -> Med     -0.886951
Supp   -> Med     -0.999133
Phase  -> OD      -1.060183
Gtype  -> O       -1.072639
Air    -> Phase   -1.134728
Technique -> pH      -1.298837
O      -> Phase   -1.361692
Technique -> Gtype   -1.555076
O      -> Air     -1.635593
Substrain -> O       -1.838871
Med    -> Supp    -2.520160


Top positive:
8.208053 O        b'-2:lemma:_'
7.238396 Anti     b'-2:lemma:antibody'
6.632249 Phase    b'-2:lemma:phase'
6.393118 Supp     b'-2:lemma:shake'
6.097691 Technique b'word:ChIP-Seq'
6.063331 Air      b'word:Aerobic'
5.366243 Air      b'lemma:anaerobic'
4.903369 Gtype    b'-2:lemma:genotype/variation'
4.869155 Supp     b'lemma:nh4cl'
4.710751 O        b'word:Cra'
4.682792 Gtype    b'-2:lemma:affyexp'
4.516795 Technique b'+2:lemma:ph5'
4.454791 O        b'postag:VBG'
4.337272 Technique b'lemma:rna-seq'
4.256333 O        b'+1:postag:RB'
4.255983 O        b'+2:lemma:crp'
4.227737 Gtype    b'word:WT'
4.149316 Gtype    b'lemma:type'
4.149316 Gtype    b'word:type'
3.966821 Air      b'word:Anaerobic'
3.933820 O        b'+2:lemma:\xc2\xb0c'
3.861440 O        b'lemma:_'
3.861440 O        b'word:_'
3.855725 Technique b'word:ChIP-exo'
3.838914 Supp     b'lemma:pq'
3.838914 Supp     b'word:PQ'
3.784096 Supp     b'+2:lemma:rifampicin'
3.723813 O        b'lemma:-'
3.723813 O        b'word:-'
3.688644 O        b'lemma:at'
3.668713 Gtype    b'-2:lemma:genotype'
3.615394 Med      b'+2:lemma:b2'
3.551008 Supp     b'-1:word:Cra'
3.539451 Technique b'word:ChIPSeq'
3.496948 O        b'-1:postag:NNS'
3.493688 Supp     b'lemma:no3'
3.493688 Supp     b'word:NO3'
3.398281 Phase    b'lemma:mid-log'
3.398281 Phase    b'word:mid-log'
3.368172 O        b'lemma:1'
3.368172 O        b'word:1'
3.359606 Med      b'word:LB'
3.347122 O        b'-1:lemma:lb'
3.291040 Med      b'lemma:MOPS'
3.291040 Med      b'word:MOPS'
3.254326 Air      b'-2:lemma:0.3'
3.240709 Supp     b'lemma:arginine'
3.167055 O        b'lemma:.'
3.167055 O        b'postag:.'
3.167055 O        b'word:.'
3.163378 Med      b'+2:lemma:b1'
3.128596 O        b'lemma:culture'
3.128475 O        b'word:OmpR'
3.123836 Supp     b'lemma:Iron'
3.123836 Supp     b'word:Iron'
3.123836 Supp     b'+1:word:Deficient'
3.123836 Supp     b'-2:lemma:Anaerobic'
3.067332 Supp     b'+2:lemma:iptg'
3.047117 O        b'-1:lemma:tag'
3.028040 Gversion b'lemma:chip-seq'
3.009096 O        b'lemma:3'
3.009096 O        b'word:3'
3.007808 Gtype    b'lemma:wt'
2.975641 O        b'-1:lemma:ChIP-exo'
2.971252 O        b'word:A'
2.966042 O        b'lemma:2'
2.966042 O        b'word:2'
2.953311 Gtype    b'lemma:\xce\xb4cra'
2.951379 Gtype    b'lemma:\xce\xb4fur'
2.951379 Gtype    b'word:\xce\x94fur'
2.946669 Phase    b'+2:lemma:o.d.'
2.945228 Supp     b'+1:lemma:\xc2\xb5m'
2.945228 Supp     b'+1:word:\xc2\xb5M'
2.943139 Gtype    b'word:\xce\x94cra'
2.937914 O        b'lemma:with'
2.937914 O        b'word:with'
2.912817 O        b'-1:word:Anaerobic'
2.870749 Gtype    b'-2:lemma:delta'
2.863492 Med      b'+2:postag:CC'
2.854941 O        b'-1:word:Aerobic'
2.804738 Technique b'lemma:chipseq'
2.796476 Gversion b'word:ChIP-Seq'
2.786229 Med      b'lemma:LB'
2.778702 O        b'lemma:rpob'
2.778702 O        b'word:RpoB'
2.763435 Strain   b'lemma:k-12'
2.763435 Strain   b'word:K-12'
2.698688 O        b'+1:word:ChIP-Seq'
2.674350 O        b'-2:lemma:overnight'
2.653307 Gtype    b'+1:lemma:type'
2.653307 Gtype    b'+1:word:type'
2.603839 Supp     b'-2:lemma:purr'
2.561856 Supp     b'lemma:2h'
2.561856 Supp     b'-1:lemma:additional'
2.561856 Supp     b'word:2h'
2.561856 Supp     b'-1:word:additional'
2.556645 O        b'+2:lemma:allow'
2.551615 O        b'word:for'
2.549737 Gtype    b'lemma:\xce\xb4ompr'
2.549737 Gtype    b'word:\xce\x94ompR'
2.545021 Air      b'+2:lemma:37'
2.502937 O        b'lemma:b'
2.502937 O        b'word:B'
2.502474 Air      b'postag:JJ'
2.478703 Air      b'-2:lemma:fnr'
2.472265 Temp     b'-2:lemma:keep'
2.466068 Supp     b'-2:lemma:media'
2.446240 Air      b'-1:lemma:ChIP-Seq'
2.446240 Air      b'-1:word:ChIP-Seq'
2.430285 Air      b'-2:lemma:IP'
2.428698 Supp     b'lemma:acetate'
2.428698 Supp     b'word:acetate'
2.380036 Supp     b'-2:lemma:argr'
2.372932 O        b'word:Lrp'
2.368386 O        b'-2:lemma:='
2.367223 O        b'+1:postag:NNP'
2.348598 Substrain b'-2:lemma:substr'
2.310992 O        b'postag::'
2.308184 Gtype    b'postag:JJ'
2.250216 OD       b'-2:lemma:od450'
2.241405 Gtype    b'-1:lemma:\xe2\x88\x86'
2.241405 Gtype    b'-1:word:\xe2\x88\x86'
2.217697 Gtype    b'lemma:wild-type'
2.216856 O        b'-2:lemma:medium'
2.200586 O        b'lemma:for'
2.197699 Supp     b'lemma:glucose'
2.197699 Supp     b'word:glucose'
2.173411 Gtype    b'lemma:pk4854'
2.173411 Gtype    b'word:PK4854'
2.160617 Phase    b'postag:NN'
2.153330 Temp     b'-1:word:sample'
2.120260 Supp     b'-2:lemma:induce'
2.115494 O        b'lemma:soxr'
2.115494 O        b'word:SoxR'
2.115494 O        b'lemma:soxs'
2.115494 O        b'word:SoxS'
2.108226 Temp     b'-1:lemma:sample'
2.105328 Supp     b'-2:lemma:agent'
2.103805 O        b'lemma:rep2'
2.103805 O        b'word:rep2'
2.103805 O        b'lemma:rep1'
2.103805 O        b'word:rep1'
2.056697 Agit     b'lemma:rpm'
2.056697 Agit     b'word:rpm'
2.034672 Substrain b'lemma:mg1655'
2.034672 Substrain b'word:MG1655'
2.020689 Air      b'lemma:aerobic'
2.019232 Gtype    b'+2:lemma:glucose'
2.000437 O        b'-2:lemma:flagtag'
1.996563 Phase    b'-2:lemma:until'
1.987153 Air      b'lemma:anaeroibc'
1.987153 Air      b'word:Anaeroibc'
1.980940 Technique b'lemma:ChIP-exo'
1.978556 O        b'-1:lemma:type'
1.978556 O        b'-1:word:type'
1.973224 Gtype    b'lemma:\xe2\x88\x86'
1.973224 Gtype    b'word:\xe2\x88\x86'
1.972293 Air      b'lemma:aerobically'
1.972293 Air      b'word:aerobically'
1.948712 O        b'postag:VBN'
1.948070 O        b'-2:lemma:ChIP-Seq'
1.942386 O        b'+1:word:WT'
1.940977 Technique b'lemma:rnaseq'
1.940977 Technique b'word:RNASeq'
1.937234 O        b'+1:lemma:mid-log'
1.937234 O        b'+1:word:mid-log'
1.933099 Supp     b'lemma:Leu'
1.933099 Supp     b'word:Leu'
1.933099 Supp     b'-2:lemma:Lrp'
1.909881 O        b'+1:lemma:wt'
1.898297 Temp     b'lemma:43'
1.898297 Temp     b'word:43'
1.890225 O        b'+1:lemma:od600'
1.890225 O        b'+1:word:OD600'
1.890030 O        b'word:C'
1.886122 O        b'-1:word:tag'
1.870670 pH       b'+1:postag:CD'
1.869925 O        b'-2:lemma:co2'
1.865907 O        b'-2:lemma:37'
1.862998 Supp     b'lemma:nacl'
1.862998 Supp     b'word:NaCl'
1.859287 Supp     b'lemma:iptg'
1.859287 Supp     b'word:IPTG'
1.847236 O        b'-1:lemma:0.3'
1.847236 O        b'-1:word:0.3'
1.845263 Supp     b'-1:lemma:Cra'
1.841338 Med      b'lemma:medium'
1.841338 Med      b'word:medium'
1.833271 O        b'postag:IN'
1.831155 Vess     b'lemma:flask'
1.831155 Vess     b'-1:lemma:warm'
1.831155 Vess     b'word:flask'
1.831155 Vess     b'-1:word:warmed'
1.831155 Vess     b'-2:lemma:pre'
1.831155 Vess     b'+2:lemma:43'
1.831062 O        b'lemma:argr'
1.831062 O        b'word:ArgR'
1.826005 Technique b'-1:lemma:chip-exo'
1.815652 O        b'lemma:harbor'
1.815652 O        b'word:harboring'
1.803400 Air      b'-2:lemma:cm20'
1.798479 O        b'lemma:trpr'
1.798479 O        b'word:TrpR'
1.793402 Gtype    b'lemma:dfnr'
1.793402 Gtype    b'word:dFNR'
1.777661 O        b'lemma:Cra'
1.771781 Air      b'-1:lemma:-'
1.771781 Air      b'-1:word:-'
1.769269 Gtype    b'+1:postag::'
1.761799 O        b'+2:lemma:constant'
1.758708 O        b'-2:lemma:myc'
1.750580 Supp     b'+2:lemma:feso4'
1.744366 O        b'lemma:from'
1.744366 O        b'word:from'
1.740089 O        b'+1:lemma:250'
1.740089 O        b'+1:word:250'
1.731643 O        b'lemma:gadx'
1.727843 O        b'lemma:chip'
1.711730 O        b'+1:lemma:fnr-8myc'
1.711730 O        b'+1:word:Fnr-8myc'
1.705305 Supp     b'lemma:Adenine'
1.705305 Supp     b'word:Adenine'
1.697843 Agit     b'+1:lemma:rpm'
1.697843 Agit     b'+1:word:rpm'
1.696303 Supp     b'-1:word:OmpR'
1.695061 Gtype    b'lemma:\xce\xb4oxyr'
1.695061 Gtype    b'word:\xce\x94oxyR'
1.692330 Strain   b'+1:lemma:substr'
1.692330 Strain   b'+1:word:substr'
1.692330 Strain   b'-2:lemma:str'
1.684578 Technique b'+1:lemma:chip-exo'
1.683416 O        b'-1:lemma:glucose'
1.683416 O        b'-1:word:glucose'
1.674153 Air      b'postag:RB'
1.672427 Temp     b'+1:lemma:\xc2\xb0c'
1.672427 Temp     b'+1:word:\xc2\xb0C'
1.670794 OD       b'lemma:0.3'
1.670794 OD       b'word:0.3'
1.666437 O        b'lemma:oxyr'
1.666437 O        b'word:OxyR'
1.662950 O        b'lemma:CEL'
1.662950 O        b'word:CEL'
1.651209 O        b'postag:VBD'
1.651181 Supp     b'+1:lemma:2'
1.651181 Supp     b'+1:word:2'
1.646680 O        b'lemma:purr'
1.646680 O        b'word:PurR'
1.629475 O        b'lemma::'
1.629475 O        b'word::'
1.628613 Supp     b'-1:lemma:+'
1.628613 Supp     b'-1:word:+'
1.622315 Temp     b'lemma:37'
1.622315 Temp     b'word:37'
1.619822 Supp     b'+1:lemma:1'
1.619822 Supp     b'+1:word:1'
1.588153 Temp     b'-1:lemma:\xcf\x8332'
1.588153 Temp     b'-1:word:\xcf\x8332'
1.568102 O        b'-2:lemma:\xe2\x88\x86'
1.565218 Temp     b'-1:lemma:37'
1.565218 Temp     b'-1:word:37'
1.561326 Temp     b'-2:lemma:\xcf\x8332'
1.548506 Med      b'lemma:media'
1.548506 Med      b'word:media'
1.539265 O        b'-2:lemma:~'
1.535709 O        b'word:GadX'
1.519526 pH       b'lemma:ph5'
1.519526 pH       b'+1:lemma:.5'
1.519526 pH       b'word:pH5'
1.519526 pH       b'+1:word:.5'
1.506021 Supp     b'lemma:rifampicin'
1.506021 Supp     b'word:rifampicin'
1.502567 O        b'isLower'
1.496901 O        b'+2:lemma:_'
1.490953 O        b'-2:lemma:min'
1.486334 Temp     b'-1:lemma:43'
1.486334 Temp     b'-1:word:43'
1.484614 Gversion b'-2:lemma:build'
1.476931 O        b'lemma:ompr'
1.463956 Gversion b'lemma:asm584v2'
1.463956 Gversion b'word:ASM584v2'
1.461987 O        b'+2:lemma:ml'
1.460067 Gtype    b'lemma:\xce\xb4soxs'
1.460067 Gtype    b'word:\xce\x94soxS'
1.451468 Air      b'lemma:Anaerobic'
1.446128 Gtype    b'-1:lemma:ptac'
1.446128 Gtype    b'-1:word:Ptac'
1.442444 O        b'+1:lemma:pq'
1.442444 O        b'+1:word:PQ'
1.438500 Supp     b'-2:lemma:for'
1.435665 Supp     b'lemma:fructose'
1.435665 Supp     b'word:fructose'
1.434125 Supp     b'-1:lemma:with'
1.434125 Supp     b'-1:word:with'
1.431036 Supp     b'-2:lemma:supplement'
1.429368 Gtype    b'+1:lemma:ph5'
1.429368 Gtype    b'+1:word:pH5'
1.429368 Gtype    b'+2:lemma:.5'
1.425651 O        b'+2:postag:JJ'
1.418830 Technique b'-2:lemma:wt'
1.418804 Med      b'-2:lemma:treatment'
1.413409 Gtype    b'-1:lemma:rpob'
1.413409 Gtype    b'-1:word:RpoB'
1.399881 Temp     b'lemma:\xc2\xb0c'
1.399881 Temp     b'word:\xc2\xb0C'
1.393904 Substrain b'+1:lemma:phtpg'
1.393904 Substrain b'+1:word:PhtpG'
1.390664 O        b'lemma:a'
1.388479 O        b'+2:postag:VB'
1.374233 Gtype    b'-1:postag:VBP'
1.372969 O        b'postag:DT'
1.369646 Med      b'-1:word:ml'
1.365660 Med      b'-1:lemma:ml'
1.354216 O        b'+1:lemma:rifampicin'
1.354216 O        b'+1:word:rifampicin'
1.345579 O        b'-1:word:ChIP-exo'
1.344407 O        b'+2:lemma:rpm'
1.334986 Gversion b'lemma:.2'
1.334986 Gversion b'-1:lemma:u00096'
1.334986 Gversion b'word:.2'
1.334986 Gversion b'-1:word:U00096'
1.321801 Supp     b'lemma:Fe'
1.321801 Supp     b'word:Fe'
1.318787 Technique b'word:RNA-Seq'
1.303867 Gtype    b'-2:lemma:the'
1.303032 O        b'+1:lemma:0.2'
1.303032 O        b'+1:word:0.2'
1.297295 Supp     b'+2:lemma:nh4cl'
1.297217 Technique b'-1:lemma:input'
1.297217 Technique b'-1:word:Input'
1.288487 Gtype    b'lemma:\xce\xb4soxr'
1.288487 Gtype    b'word:\xce\x94soxR'
1.287789 O        b'-1:lemma:into'
1.287789 O        b'-1:word:into'
1.284458 O        b'isNumber'
1.284068 Gtype    b'+1:lemma:pq'
1.284068 Gtype    b'+1:word:PQ'
1.273850 Supp     b'-1:lemma:_'
1.273850 Supp     b'-1:word:_'
1.263994 Gversion b'lemma:u00096'
1.263994 Gversion b'+1:lemma:.2'
1.263994 Gversion b'word:U00096'
1.263994 Gversion b'+1:word:.2'
1.258870 Gtype    b'lemma:deltaseqa'
1.258870 Gtype    b'-1:lemma:old'
1.258870 Gtype    b'word:deltaSeqA'
1.258870 Gtype    b'-1:word:old'
1.258870 Gtype    b'-2:lemma:seqa'
1.255665 Anti     b'+1:lemma:antibody'
1.255665 Anti     b'+1:word:antibody'
1.246763 Supp     b'-2:lemma:condition'
1.237452 Gtype    b'-2:lemma:-rcb-'
1.234552 Supp     b'-2:lemma:20'
1.233636 Gtype    b'+1:lemma:with'
1.233636 Gtype    b'+1:word:with'
1.232444 Anti     b'-2:lemma:polymerase'
1.232059 Med      b'lemma:m63'
1.232059 Med      b'word:M63'
1.230972 Supp     b'-1:postag:CC'
1.230617 Gtype    b'-2:postag:NNS'
1.230432 Supp     b'postag:NNP'
1.221982 O        b'+1:lemma:coli'
1.221982 O        b'+1:word:coli'
1.217005 Gtype    b'-1:lemma:nsrr'
1.217005 Gtype    b'+1:lemma:flagtag'
1.217005 Gtype    b'-1:word:NsrR'
1.217005 Gtype    b'+1:word:Flagtag'
1.209311 O        b'-1:lemma:\xc2\xb0c'
1.209311 O        b'-1:word:\xc2\xb0C'
1.208739 Gtype    b'-1:postag:VBG'
1.197209 OD       b'lemma:od450'
1.197209 OD       b'word:OD450'
1.197209 OD       b'-1:word:At'
1.189199 Gtype    b'-2:postag:JJ'
1.182129 Air      b'-2:postag:CD'
1.178379 Phase    b'lemma:stationary'
1.178379 Phase    b'word:stationary'
1.178379 Phase    b'lemma:exponential'
1.178379 Phase    b'word:exponential'
1.177282 Med      b'+2:lemma:+'
1.169061 Phase    b'-1:lemma:until'
1.169061 Phase    b'-1:word:until'
1.162101 Agit     b'-1:lemma:250'
1.162101 Agit     b'-1:word:250'
1.160674 O        b'lemma:ml'
1.159782 Supp     b'lemma:glutamine'
1.159782 Supp     b'-1:lemma:2g/l'
1.159782 Supp     b'word:glutamine'
1.159782 Supp     b'-1:word:2g/L'
1.156541 Gversion b'-2:postag:VB'
1.152703 O        b'lemma:chip-fnr'
1.152703 O        b'word:chip-Fnr'
1.152703 O        b'+2:lemma:fnr8myc'
1.150192 Med      b'-2:postag:JJ'
1.148807 Med      b'isUpper'
1.146604 Gtype    b'lemma:ptac'
1.146604 Gtype    b'word:Ptac'
1.146111 Technique b'+1:lemma:rna-seq'
1.146111 Technique b'+1:word:RNA-seq'
1.139263 Anti     b'+2:lemma:antibody'
1.138875 Med      b'postag:NNP'
1.131179 O        b'word:tagged'
1.128360 Supp     b'lemma:dpd'
1.128360 Supp     b'word:DPD'
1.127269 O        b'-2:lemma:fructose'
1.105245 O        b'+1:lemma::'
1.105245 O        b'+1:word::'
1.100486 Med      b'+1:lemma:0.4'
1.100486 Med      b'+1:word:0.4'
1.099600 Med      b'postag:NNS'
1.099530 pH       b'lemma:.5'
1.099530 pH       b'-1:lemma:ph5'
1.099530 pH       b'word:.5'
1.099530 pH       b'-1:word:pH5'
1.090598 Med      b'+1:lemma:g/l'
1.090598 Med      b'+1:word:g/L'
1.087918 Technique b'-1:lemma:rna-seq'
1.087918 Technique b'-1:word:RNA-seq'
1.085276 Gtype    b'lemma:arca8myc'
1.085276 Gtype    b'word:ArcA8myc'
1.085276 Gtype    b'-2:lemma:chip-arca'
1.082811 pH       b'lemma:5.5'
1.082811 pH       b'word:5.5'
1.078664 Gversion b'lemma:000913'
1.078664 Gversion b'word:000913'
1.078664 Gversion b'-2:lemma:nc'
1.078181 Air      b'-1:postag:CD'
1.070305 Supp     b'+2:lemma:leucine'
1.070186 Supp     b'-1:lemma:potassium'
1.070186 Supp     b'-1:word:potassium'
1.070186 Supp     b'-2:lemma:mmol'
1.068786 Temp     b'-2:postag:VBD'
1.060712 O        b'+2:lemma:fructose'
1.060016 Gtype    b'postag:-RRB-'
1.056365 OD       b'+2:lemma:0.3'
1.053002 O        b'-2:lemma:250'
1.039953 Supp     b'lemma:30'
1.039953 Supp     b'word:30'
1.039589 Substrain b'lemma:mg1655star'
1.039589 Substrain b'word:MG1655star'
1.036050 O        b'lemma:input'
1.036050 O        b'+1:lemma:chip-seq'
1.036050 O        b'word:Input'
1.035741 O        b'postag:CC'
1.030176 O        b'-1:lemma:wt'
1.027993 O        b'lemma:cell'
1.008218 O        b'-1:lemma:nitrate'
1.008218 O        b'-1:word:nitrate'
1.006594 Supp     b'-2:lemma:Fe'
1.006561 O        b'lemma:chip-arca'
1.006561 O        b'word:chip-ArcA'
1.006561 O        b'+2:lemma:arca8myc'
1.004505 OD       b'postag:CD'
1.002554 OD       b'-1:lemma:at'
1.001849 Air      b'+2:postag:CD'
0.998689 O        b'-1:lemma:media'
0.998689 O        b'-1:word:media'
0.996787 O        b'+1:postag:VBZ'
0.989762 Technique b'lemma:ChIP-Seq'
0.984705 Technique b'-1:lemma:IP'
0.984705 Technique b'-1:word:IP'
0.983469 Technique b'-1:lemma:_'
0.983469 Technique b'-1:word:_'
0.981843 O        b'-1:lemma:mg1655'
0.981843 O        b'-1:word:MG1655'
0.980271 Technique b'-2:lemma:Fur'
0.977930 O        b'lemma:affyexp'
0.977930 O        b'word:affyexp'
0.977580 Air      b'-1:lemma:co2'
0.977580 Air      b'-1:word:CO2'
0.977469 O        b'-1:postag:NNP'
0.971229 Supp     b'+2:lemma:-lrb-'
0.969833 Supp     b'-1:lemma:without'
0.969833 Supp     b'-1:word:without'
0.968675 Substrain b'-1:lemma:.'
0.968675 Substrain b'-1:postag:.'
0.968675 Substrain b'-1:word:.'
0.963358 O        b'lemma:be'
0.962058 O        b'-1:word:WT'
0.952934 O        b'+2:lemma:wt'
0.951617 Substrain b'+2:lemma::'
0.951353 OD       b'+1:postag:IN'
0.946520 Air      b'-2:lemma:nh4cl'
0.944278 O        b'+2:lemma:cra'
0.943880 Supp     b'+1:lemma:be'
0.941432 Supp     b'-2:lemma:trpr'
0.940726 O        b'postag:SYM'
0.937951 Supp     b'-1:lemma:ompr'
0.937930 Vess     b'-1:postag:VBN'
0.923235 Gtype    b'+2:postag:NN'
0.922010 Supp     b'+2:postag:-LRB-'
0.919210 Gtype    b'-1:lemma:factor'
0.919210 Gtype    b'-1:word:factor'
0.919210 Gtype    b'-2:lemma:transcription'
0.917139 O        b'lemma:growth'
0.917139 O        b'word:growth'
0.916507 Air      b'word:anaerobic'
0.910625 Supp     b'-1:lemma:respiration'
0.910625 Supp     b'+1:lemma:mmol'
0.910625 Supp     b'-1:word:respiration'
0.910625 Supp     b'+1:word:mmol'


Top negative:
-0.003545 Supp     b'+2:lemma:paraquat'
-0.004622 OD       b'+1:lemma:for'
-0.004720 Air      b'-2:postag:-LRB-'
-0.004955 O        b'+1:postag:NNS'
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-0.005704 Supp     b'-2:lemma:treat'
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-0.006333 Supp     b'-2:lemma:;'
-0.006624 O        b'+1:lemma:25'
-0.006624 O        b'+1:word:25'
-0.007237 OD       b'+2:lemma:for'
-0.007441 OD       b'+2:postag:RB'
-0.007515 O        b'lemma:95'
-0.007515 O        b'word:95'
-0.007678 O        b'+1:lemma:2.0'
-0.007678 O        b'+1:word:2.0'
-0.008256 O        b'-2:lemma:phase'
-0.008820 O        b'-2:postag:-RRB-'
-0.009449 Supp     b'-1:lemma:.'
-0.009449 Supp     b'-1:postag:.'
-0.009449 Supp     b'-1:word:.'
-0.009913 Supp     b'+2:lemma:final'
-0.009989 OD       b'lemma:2.0'
-0.009989 OD       b'word:2.0'
-0.010019 Vess     b'postag:NN'
-0.010697 OD       b'+2:postag:DT'
-0.011365 Air      b'-2:lemma:-lrb-'
-0.012903 Supp     b'+2:lemma:mm'
-0.013085 O        b'+2:lemma:n2'
-0.014098 O        b'+2:lemma:+'
-0.014556 Gtype    b'+1:lemma:crp'
-0.014556 Gtype    b'+1:word:crp'
-0.015233 O        b'-2:lemma:at'
-0.015800 O        b'lemma:;'
-0.015800 O        b'-1:lemma:7.6'
-0.015800 O        b'word:;'
-0.015800 O        b'-1:word:7.6'
-0.015980 Air      b'-2:lemma:aerobically'
-0.016130 O        b'-2:lemma:0.1'
-0.018416 O        b'+1:lemma:of'
-0.018416 O        b'+1:word:of'
-0.018560 OD       b'-2:postag:VBN'
-0.019087 O        b'+1:lemma:70'
-0.019087 O        b'+1:word:70'
-0.019813 Technique b'-2:postag:NN'
-0.019905 O        b'-2:lemma:mm'
-0.019967 O        b'-1:lemma:at'
-0.021064 O        b'-2:lemma:70'
-0.022947 OD       b'+1:word:for'
-0.023361 O        b'+1:lemma:n2'
-0.023361 O        b'+1:word:N2'
-0.023445 Air      b'-1:postag:VBN'
-0.023579 O        b'-2:lemma:%'
-0.024314 O        b'lemma:final'
-0.024314 O        b'word:final'
-0.024347 O        b'+1:lemma:a'
-0.026131 OD       b'isUpper'
-0.026675 Temp     b'-2:lemma:at'
-0.026726 Supp     b'-2:postag:NN'
-0.026971 Supp     b'-2:lemma:.'
-0.026971 Supp     b'-2:postag:.'
-0.027431 O        b'+1:lemma:contain'
-0.027431 O        b'+1:word:containing'
-0.027803 OD       b'isLower'
-0.027823 O        b'+2:lemma:od600'
-0.029246 Supp     b'-2:lemma:0.2'
-0.029895 O        b'-2:postag:RB'
-0.029962 O        b'-2:lemma:\xc2\xb0c'
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-0.030873 OD       b'+1:word:0.4'
-0.032675 Air      b'postag:CD'
-0.032935 O        b'-1:lemma:phosphate'
-0.032935 O        b'-1:word:phosphate'
-0.033009 Supp     b'-1:lemma:10'
-0.033009 Supp     b'-1:word:10'
-0.033510 O        b'-2:lemma:to'
-0.033510 O        b'-2:postag:TO'
-0.033913 O        b'+1:lemma:~'
-0.033913 O        b'+1:word:~'
-0.033980 Strain   b'postag:NN'
-0.034197 O        b'lemma:0.1'
-0.034197 O        b'word:0.1'
-0.034874 O        b'lemma:o2'
-0.034874 O        b'word:O2'
-0.035511 Supp     b'-1:lemma:in'
-0.035511 Supp     b'-1:word:in'
-0.036673 Med      b'-2:postag:IN'
-0.038565 Supp     b'-2:lemma:,'
-0.038565 Supp     b'-2:postag:,'
-0.038856 Phase    b'+2:postag:NN'
-0.039188 Phase    b'+1:postag:NN'
-0.039704 Med      b'postag:-RRB-'
-0.041145 O        b'-1:lemma:~'
-0.041145 O        b'-1:word:~'
-0.041806 Supp     b'lemma:,'
-0.041806 Supp     b'postag:,'
-0.041806 Supp     b'word:,'
-0.042016 O        b'+2:lemma:ph'
-0.042792 O        b'+1:word:a'
-0.042918 Supp     b'-1:postag:DT'
-0.043937 OD       b'+2:postag:IN'
-0.044241 O        b'+1:lemma:.'
-0.044241 O        b'+1:postag:.'
-0.044241 O        b'+1:word:.'
-0.045103 O        b'-1:word:to'
-0.048240 O        b'-1:lemma:to'
-0.048240 O        b'-1:postag:TO'
-0.049809 O        b'+1:lemma:fecl2'
-0.049809 O        b'+1:word:FeCl2'
-0.050337 O        b'-1:lemma:o2'
-0.050337 O        b'-1:word:O2'
-0.050814 O        b'-1:lemma:final'
-0.050814 O        b'-1:word:final'
-0.050994 Temp     b'+1:postag:IN'
-0.051050 Supp     b'+2:postag:JJ'
-0.051164 O        b'+1:lemma:5'
-0.051164 O        b'+1:word:5'
-0.051434 Supp     b'lemma:ph'
-0.051434 Supp     b'word:pH'
-0.051560 Supp     b'+2:lemma:glucose'
-0.051843 Gtype    b'postag::'
-0.052236 OD       b'+2:lemma:2.0'
-0.054330 O        b'-1:lemma:od600'
-0.054330 O        b'-1:word:OD600'
-0.055016 O        b'+1:lemma:co2'
-0.055016 O        b'+1:word:CO2'
-0.056282 Med      b'postag:-LRB-'
-0.057746 Supp     b'+1:word:were'
-0.058749 O        b'-1:lemma:-lrb-'
-0.058749 O        b'-1:word:-LRB-'
-0.059657 Air      b'postag:-RRB-'
-0.060250 O        b'+2:lemma:~'
-0.060974 O        b'+1:lemma:_'
-0.060974 O        b'+1:word:_'
-0.061024 Gtype    b'-1:lemma:mg1655'
-0.061024 Gtype    b'-1:word:MG1655'
-0.061705 O        b'+1:lemma:pahse'
-0.061705 O        b'+1:word:pahse'
-0.061728 O        b'lemma:n2'
-0.061728 O        b'word:N2'
-0.062817 O        b'+1:lemma:min'
-0.062817 O        b'+1:word:min'
-0.064171 O        b'lemma:7.6'
-0.064171 O        b'+1:lemma:;'
-0.064171 O        b'word:7.6'
-0.064171 O        b'+1:word:;'
-0.064585 O        b'-1:lemma:rifampicin'
-0.064585 O        b'-1:word:rifampicin'
-0.064740 O        b'+2:postag:IN'
-0.064988 O        b'lemma:phase'
-0.064988 O        b'word:phase'
-0.065534 O        b'+2:lemma:agitation'
-0.066620 O        b'+2:lemma:the'
-0.066716 O        b'+1:lemma:genome'
-0.066716 O        b'+1:word:genome'
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-0.067057 O        b'-1:word:0.2'
-0.068187 O        b'-2:lemma:10'
-0.068472 O        b'-2:lemma:of'
-0.071438 Temp     b'+2:postag:IN'
-0.071648 O        b'lemma:fecl2'
-0.071648 O        b'word:FeCl2'
-0.072830 O        b'+2:lemma:tag'
-0.074458 Air      b'+2:lemma:70'
-0.080001 O        b'+2:lemma:media'
-0.084037 O        b'-1:lemma:until'
-0.084037 O        b'-1:word:until'
-0.084561 O        b'lemma:fructose'
-0.084561 O        b'word:fructose'
-0.084609 O        b'-1:postag:-LRB-'
-0.084702 O        b'-1:lemma:.'
-0.084702 O        b'-1:postag:.'
-0.084702 O        b'-1:word:.'
-0.084812 O        b'+2:lemma:10'
-0.085582 Supp     b'-2:lemma:with'
-0.085731 O        b'-1:lemma:m9'
-0.085731 O        b'-1:word:M9'
-0.086259 Med      b'-2:postag:CD'
-0.087388 O        b'lemma:m63'
-0.087388 O        b'word:M63'
-0.087937 O        b'-2:lemma:for'
-0.088482 O        b'+2:lemma:sample'
-0.090654 OD       b'-2:postag:DT'
-0.091259 O        b'-1:lemma:n2'
-0.091259 O        b'-1:word:N2'
-0.092729 Phase    b'+2:lemma:at'
-0.095718 Supp     b'-1:postag:VBN'
-0.096680 O        b'lemma:0.2'
-0.096680 O        b'word:0.2'
-0.098309 O        b'+1:lemma:1/100'
-0.098309 O        b'+1:word:1/100'
-0.098309 O        b'-2:lemma:sodium'
-0.098309 O        b'+2:lemma:vol'
-0.099660 O        b'+1:lemma:supplement'
-0.099660 O        b'+1:word:supplemented'
-0.104605 O        b'-1:lemma:mid-log'
-0.104605 O        b'-1:word:mid-log'
-0.105218 O        b'lemma:methanol'
-0.105218 O        b'word:methanol'
-0.105218 O        b'-2:lemma:dissolve'
-0.105275 O        b'+1:lemma:phase'
-0.105275 O        b'+1:word:phase'
-0.107977 O        b'-2:lemma:glucose'
-0.110293 O        b'+1:lemma:dissolve'
-0.110293 O        b'+1:word:dissolved'
-0.110665 Med      b'-1:postag:IN'
-0.111483 Supp     b'+1:postag:JJ'
-0.115595 O        b'-1:word:ml'
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-0.116475 O        b'word:CO2'
-0.119917 Med      b'+2:lemma:supplement'
-0.120085 O        b'+1:lemma:nitrate'
-0.120085 O        b'+1:word:nitrate'
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-0.121304 O        b'lemma:\xe2\x88\x86'
-0.121304 O        b'word:\xe2\x88\x86'
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-0.125213 O        b'lemma:dissolve'
-0.125213 O        b'word:dissolved'
-0.125213 O        b'+2:lemma:methanol'
-0.125241 O        b'-1:lemma:with'
-0.125241 O        b'-1:word:with'
-0.126287 O        b'-1:lemma:contain'
-0.126287 O        b'-1:word:containing'
-0.127353 O        b'+1:lemma:mm'
-0.127353 O        b'+1:word:mM'
-0.128032 Supp     b'postag:IN'
-0.128600 O        b'lemma:of'
-0.128600 O        b'word:of'
-0.130398 Temp     b'-2:postag:NN'
-0.130908 O        b'+2:lemma:glucose'
-0.131271 O        b'+2:lemma:rnase'
-0.131625 Supp     b'+2:postag:NN'
-0.132022 O        b'+1:lemma:-rrb-'
-0.132022 O        b'+1:word:-RRB-'
-0.132092 O        b'+2:lemma:.'
-0.132092 O        b'+2:postag:.'
-0.133015 O        b'word:WT'
-0.133314 Supp     b'+2:postag:NNS'
-0.133353 O        b'word:tag'
-0.135036 O        b'-2:lemma:-lrb-'
-0.135751 O        b'+2:lemma:at'
-0.139692 Supp     b'-1:lemma:dpd'
-0.139692 Supp     b'-1:word:DPD'
-0.139857 O        b'lemma:1m'
-0.139857 O        b'word:1M'
-0.140720 Gtype    b'postag:VBG'
-0.145153 O        b'+2:lemma:in'
-0.147325 O        b'-1:lemma:of'
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-0.149124 O        b'-1:lemma:1m'
-0.149124 O        b'-1:word:1M'
-0.149124 O        b'+2:lemma:7.6'
-0.149228 O        b'lemma:150'
-0.149228 O        b'+1:lemma:mg/ml'
-0.149228 O        b'word:150'
-0.149228 O        b'+1:word:mg/mL'
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-0.156746 Supp     b'+1:postag:VBN'
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-0.168454 O        b'+1:lemma:-lrb-'
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-0.175663 Supp     b'+1:lemma:acetate'
-0.175663 Supp     b'+1:word:acetate'
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-0.179355 Supp     b'word:-LRB-'
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-0.605507 O        b'-2:lemma:1/100'
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-1.009223 Supp     b'+1:lemma:rifampicin'
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-1.319718 O        b'lemma:aerobically'
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-2.295844 O        b'+2:lemma:rifampicin'
-2.682541 O        b'-1:lemma:_'
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-3.744749 OD       b'+2:lemma:aerobically'