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

best params:{'c1': 0.09308963596329936, 'c2': 0.007204253724223242}
best CV score:0.8376625935961355
model size: 0.12M

Flat F1: 0.8150399479974656
             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      0.595     0.568     0.581        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.851     0.808     0.829        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      0.850     0.787     0.815       484


Top likely transitions:
Temp   -> Temp    6.186316
Supp   -> Supp    5.403303
Med    -> Med     5.392343
Anti   -> Anti    5.276303
Gtype  -> Gtype   5.193721
Gversion -> Gversion 4.882768
Phase  -> Phase   4.600962
OD     -> OD      4.488725
Technique -> Technique 4.302897
Air    -> Air     4.299425
O      -> O       4.293513
pH     -> pH      3.217988
Agit   -> Agit    3.095725
Substrain -> Gtype   1.993161
Gtype  -> Supp    1.308781
O      -> Technique 0.908275
O      -> Gtype   0.872205
Technique -> Air     0.784603
O      -> Supp    0.457996
Temp   -> O       0.302938
Air    -> O       0.287034
Med    -> O       0.073594
Supp   -> O       0.003375
Gtype  -> pH      0.001837
Anti   -> O       0.000004
OD     -> O       -0.001426
O      -> Med     -0.038002
O      -> OD      -0.040194
O      -> Anti    -0.100891
Phase  -> Air     -0.109602
Gtype  -> Med     -0.124975
Technique -> O       -0.149975
OD     -> Air     -0.166945
O      -> Phase   -0.213059
Phase  -> O       -0.346115
Phase  -> OD      -0.424708
Technique -> pH      -0.921429
Gtype  -> O       -0.924181
Supp   -> Med     -1.036186
Substrain -> O       -1.074881
O      -> Air     -1.149082
Technique -> Gtype   -1.932563
Med    -> Supp    -2.128164


Top unlikely transitions:
Temp   -> Temp    6.186316
Supp   -> Supp    5.403303
Med    -> Med     5.392343
Anti   -> Anti    5.276303
Gtype  -> Gtype   5.193721
Gversion -> Gversion 4.882768
Phase  -> Phase   4.600962
OD     -> OD      4.488725
Technique -> Technique 4.302897
Air    -> Air     4.299425
O      -> O       4.293513
pH     -> pH      3.217988
Agit   -> Agit    3.095725
Substrain -> Gtype   1.993161
Gtype  -> Supp    1.308781
O      -> Technique 0.908275
O      -> Gtype   0.872205
Technique -> Air     0.784603
O      -> Supp    0.457996
Temp   -> O       0.302938
Air    -> O       0.287034
Med    -> O       0.073594
Supp   -> O       0.003375
Gtype  -> pH      0.001837
Anti   -> O       0.000004
OD     -> O       -0.001426
O      -> Med     -0.038002
O      -> OD      -0.040194
O      -> Anti    -0.100891
Phase  -> Air     -0.109602
Gtype  -> Med     -0.124975
Technique -> O       -0.149975
OD     -> Air     -0.166945
O      -> Phase   -0.213059
Phase  -> O       -0.346115
Phase  -> OD      -0.424708
Technique -> pH      -0.921429
Gtype  -> O       -0.924181
Supp   -> Med     -1.036186
Substrain -> O       -1.074881
O      -> Air     -1.149082
Technique -> Gtype   -1.932563
Med    -> Supp    -2.128164


Top positive:
6.539023 Anti     b'-2:lemma:antibody'
6.419731 O        b'-2:lemma:_'
4.898437 Phase    b'-2:lemma:phase'
4.659041 Technique b'+2:lemma:ph5'
4.558349 Supp     b'lemma:nh4cl'
4.532226 Air      b'lemma:anaerobic'
4.439149 Supp     b'-2:lemma:shake'
4.424597 Gtype    b'-2:lemma:genotype/variation'
4.254163 Technique b'word:ChIP-exo'
4.128765 Gtype    b'lemma:type'
4.128765 Gtype    b'word:type'
4.048619 O        b'lemma:_'
4.048619 O        b'word:_'
4.008133 Technique b'lemma:rna-seq'
4.002113 O        b'postag:VBG'
3.902568 Technique b'word:ChIP-Seq'
3.897842 O        b'word:Cra'
3.820818 Technique b'word:ChIPSeq'
3.782662 Air      b'word:Aerobic'
3.633492 Med      b'word:LB'
3.565273 Air      b'word:Anaerobic'
3.499437 Gtype    b'word:WT'
3.481693 Gtype    b'-2:lemma:affyexp'
3.397823 O        b'lemma:-'
3.397823 O        b'word:-'
3.393791 O        b'lemma:1'
3.393791 O        b'word:1'
3.381553 Gtype    b'-2:lemma:genotype'
3.326044 Med      b'lemma:MOPS'
3.326044 Med      b'word:MOPS'
3.290579 O        b'+2:lemma:\xc2\xb0c'
3.234794 O        b'+2:lemma:crp'
3.222792 O        b'-2:lemma:flagtag'
3.205399 Substrain b'-2:lemma:substr'
3.111319 Supp     b'+2:lemma:rifampicin'
3.107627 O        b'+1:postag:RB'
3.072570 O        b'lemma:2'
3.072570 O        b'word:2'
3.035605 Supp     b'lemma:pq'
3.035605 Supp     b'word:PQ'
3.033780 O        b'lemma:3'
3.033780 O        b'word:3'
3.000259 O        b'postag:IN'
2.980496 Gtype    b'lemma:wt'
2.964899 Supp     b'lemma:no3'
2.964899 Supp     b'word:NO3'
2.941070 O        b'-1:postag:NNS'
2.926512 Supp     b'lemma:arginine'
2.920327 Air      b'postag:RB'
2.911269 O        b'lemma:.'
2.911269 O        b'postag:.'
2.911269 O        b'word:.'
2.868372 Gtype    b'-2:lemma:delta'
2.838937 Supp     b'-1:word:Cra'
2.791893 O        b'-1:lemma:lb'
2.784407 O        b'word:A'
2.783652 Supp     b'+2:lemma:iptg'
2.718365 O        b'lemma:chip'
2.651423 Phase    b'lemma:mid-log'
2.651423 Phase    b'word:mid-log'
2.648747 Supp     b'+1:lemma:\xc2\xb5m'
2.648747 Supp     b'+1:word:\xc2\xb5M'
2.647477 Gtype    b'-1:lemma:\xe2\x88\x86'
2.647477 Gtype    b'-1:word:\xe2\x88\x86'
2.627288 O        b'lemma:rpob'
2.627288 O        b'word:RpoB'
2.588288 O        b'lemma:b'
2.588288 O        b'word:B'
2.582747 Gtype    b'lemma:pk4854'
2.582747 Gtype    b'word:PK4854'
2.526750 Gtype    b'lemma:\xce\xb4fur'
2.526750 Gtype    b'word:\xce\x94fur'
2.520266 Strain   b'lemma:k-12'
2.520266 Strain   b'word:K-12'
2.474696 Technique b'lemma:chipseq'
2.470680 Supp     b'-2:lemma:media'
2.462514 O        b'-1:word:Anaerobic'
2.448745 O        b'lemma:with'
2.448745 O        b'word:with'
2.437237 O        b'-2:lemma:medium'
2.433724 Gtype    b'lemma:\xce\xb4cra'
2.425238 Gtype    b'word:\xce\x94cra'
2.421856 O        b'-1:word:Aerobic'
2.407600 Phase    b'+2:lemma:o.d.'
2.361440 O        b'lemma:at'
2.337548 Air      b'-1:lemma:ChIP-Seq'
2.337548 Air      b'-1:word:ChIP-Seq'
2.326589 Supp     b'lemma:Iron'
2.326589 Supp     b'word:Iron'
2.326589 Supp     b'+1:word:Deficient'
2.326589 Supp     b'-2:lemma:Anaerobic'
2.318714 Air      b'-2:lemma:IP'
2.250528 O        b'+1:word:ChIP-Seq'
2.242982 Med      b'lemma:LB'
2.226726 O        b'word:OmpR'
2.219407 O        b'-1:word:ChIP-exo'
2.218403 O        b'postag::'
2.211915 Supp     b'lemma:glucose'
2.211915 Supp     b'word:glucose'
2.135142 O        b'-2:lemma:overnight'
2.129824 Gtype    b'lemma:\xe2\x88\x86'
2.129824 Gtype    b'word:\xe2\x88\x86'
2.116615 Gtype    b'+1:lemma:type'
2.116615 Gtype    b'+1:word:type'
2.110618 Med      b'+2:lemma:b2'
2.103379 Supp     b'lemma:2h'
2.103379 Supp     b'-1:lemma:additional'
2.103379 Supp     b'word:2h'
2.103379 Supp     b'-1:word:additional'
2.102618 O        b'-1:lemma:tag'
2.102356 Gtype    b'postag:JJ'
2.097636 O        b'-1:lemma:ChIP-exo'
2.063240 O        b'postag:VBN'
2.056981 pH       b'+1:postag:CD'
2.033209 Supp     b'-2:postag:VBG'
2.029281 Substrain b'lemma:mg1655'
2.029281 Substrain b'word:MG1655'
2.015054 Supp     b'lemma:acetate'
2.015054 Supp     b'word:acetate'
1.987056 Supp     b'-2:lemma:argr'
1.983958 O        b'word:Lrp'
1.968828 O        b'+1:postag:NNP'
1.948770 Supp     b'lemma:iptg'
1.948770 Supp     b'word:IPTG'
1.946836 O        b'lemma:culture'
1.942582 Temp     b'-1:word:sample'
1.907207 Temp     b'-1:lemma:sample'
1.886159 Gversion b'lemma:chip-seq'
1.880643 Gtype    b'+1:lemma:ph5'
1.880643 Gtype    b'+1:word:pH5'
1.880643 Gtype    b'+2:lemma:.5'
1.872024 Supp     b'-2:lemma:purr'
1.863207 Air      b'lemma:anaeroibc'
1.863207 Air      b'word:Anaeroibc'
1.841156 Gtype    b'lemma:wild-type'
1.836223 Air      b'word:anaerobic'
1.824854 Gtype    b'lemma:\xce\xb4ompr'
1.824854 Gtype    b'word:\xce\x94ompR'
1.823643 Temp     b'-2:lemma:\xcf\x8332'
1.810736 Gtype    b'+2:lemma:glucose'
1.809604 Technique b'-1:lemma:chip-exo'
1.805052 Supp     b'lemma:rifampicin'
1.805052 Supp     b'word:rifampicin'
1.795589 Supp     b'-1:lemma:Cra'
1.795044 Air      b'postag:JJ'
1.772820 O        b'-1:word:tag'
1.772754 Temp     b'-1:lemma:\xcf\x8332'
1.772754 Temp     b'-1:word:\xcf\x8332'
1.768085 O        b'lemma::'
1.768085 O        b'word::'
1.759702 O        b'isLower'
1.756237 Air      b'lemma:aerobically'
1.756237 Air      b'word:aerobically'
1.737937 Phase    b'lemma:stationary'
1.737937 Phase    b'word:stationary'
1.737937 Phase    b'lemma:exponential'
1.737937 Phase    b'word:exponential'
1.737557 Gversion b'word:ChIP-Seq'
1.734820 O        b'lemma:soxr'
1.734820 O        b'word:SoxR'
1.734820 O        b'lemma:soxs'
1.734820 O        b'word:SoxS'
1.724872 Gtype    b'postag:-RRB-'
1.718067 Technique b'lemma:rnaseq'
1.718067 Technique b'word:RNASeq'
1.698585 Med      b'+2:lemma:b1'
1.697359 O        b'+2:postag:JJ'
1.696610 Supp     b'-2:lemma:for'
1.692051 O        b'+1:lemma:mid-log'
1.692051 O        b'+1:word:mid-log'
1.681332 Gtype    b'lemma:dfnr'
1.681332 Gtype    b'word:dFNR'
1.671123 Gversion b'-2:lemma:build'
1.639163 O        b'-2:lemma:myc'
1.633372 Med      b'+2:lemma:+'
1.621710 Phase    b'-2:lemma:until'
1.619986 O        b'lemma:Cra'
1.606515 Air      b'-1:lemma:-'
1.606515 Air      b'-1:word:-'
1.596926 Supp     b'lemma:nacl'
1.596926 Supp     b'word:NaCl'
1.591603 O        b'+1:word:WT'
1.571900 Med      b'lemma:media'
1.571900 Med      b'word:media'
1.566473 O        b'+1:lemma:wt'
1.561832 Strain   b'+1:lemma:substr'
1.561832 Strain   b'+1:word:substr'
1.561832 Strain   b'-2:lemma:str'
1.545072 Air      b'lemma:aerobic'
1.532635 Temp     b'-1:lemma:37'
1.532635 Temp     b'-1:word:37'
1.532488 O        b'+2:lemma:constant'
1.531893 Supp     b'lemma:Adenine'
1.531893 Supp     b'word:Adenine'
1.519770 O        b'lemma:rep2'
1.519770 O        b'word:rep2'
1.519770 O        b'lemma:rep1'
1.519770 O        b'word:rep1'
1.515941 Supp     b'-1:postag:CC'
1.505844 OD       b'-2:lemma:od450'
1.504145 Technique b'lemma:ChIP-exo'
1.503379 Supp     b'-2:lemma:induce'
1.491414 Temp     b'-2:lemma:keep'
1.491387 Supp     b'lemma:Leu'
1.491387 Supp     b'word:Leu'
1.491387 Supp     b'-2:lemma:Lrp'
1.478843 Supp     b'postag:NNP'
1.468898 O        b'lemma:harbor'
1.468898 O        b'word:harboring'
1.465841 Vess     b'lemma:flask'
1.465841 Vess     b'-1:lemma:warm'
1.465841 Vess     b'word:flask'
1.465841 Vess     b'-1:word:warmed'
1.465841 Vess     b'-2:lemma:pre'
1.465841 Vess     b'+2:lemma:43'
1.462513 O        b'lemma:for'
1.457812 Supp     b'+1:lemma:1'
1.457812 Supp     b'+1:word:1'
1.455792 O        b'postag:VBD'
1.453891 Temp     b'+1:lemma:\xc2\xb0c'
1.453891 Temp     b'+1:word:\xc2\xb0C'
1.453548 O        b'-1:lemma:glucose'
1.453548 O        b'-1:word:glucose'
1.450916 O        b'+1:lemma:250'
1.450916 O        b'+1:word:250'
1.436032 O        b'-2:lemma:='
1.427684 pH       b'lemma:ph5'
1.427684 pH       b'+1:lemma:.5'
1.427684 pH       b'word:pH5'
1.427684 pH       b'+1:word:.5'
1.414383 Med      b'+2:postag:CC'
1.406922 Supp     b'+2:lemma:feso4'
1.405834 Gversion b'-2:postag:VB'
1.405264 O        b'-1:lemma:type'
1.405264 O        b'-1:word:type'
1.402237 O        b'lemma:gadx'
1.401770 O        b'-1:lemma:0.3'
1.401770 O        b'-1:word:0.3'
1.400989 Supp     b'-1:lemma:+'
1.400989 Supp     b'-1:word:+'
1.399891 O        b'+1:lemma:fnr-8myc'
1.399891 O        b'+1:word:Fnr-8myc'
1.389676 OD       b'lemma:0.3'
1.389676 OD       b'word:0.3'
1.384463 O        b'+2:lemma:allow'
1.377756 Supp     b'-1:lemma:with'
1.377756 Supp     b'-1:word:with'
1.377166 Supp     b'+1:lemma:2'
1.377166 Supp     b'+1:word:2'
1.374421 Gtype    b'lemma:\xce\xb4oxyr'
1.374421 Gtype    b'word:\xce\x94oxyR'
1.371840 Air      b'-2:postag:CD'
1.367212 Med      b'lemma:m63'
1.367212 Med      b'word:M63'
1.355686 O        b'lemma:argr'
1.355686 O        b'word:ArgR'
1.351339 Air      b'-2:lemma:0.3'
1.346645 Med      b'+1:lemma:0.4'
1.346645 Med      b'+1:word:0.4'
1.342002 O        b'+1:lemma:pq'
1.342002 O        b'+1:word:PQ'
1.337005 Supp     b'lemma:fructose'
1.337005 Supp     b'word:fructose'
1.336887 O        b'lemma:a'
1.313606 Temp     b'lemma:43'
1.313606 Temp     b'word:43'
1.308920 Anti     b'-2:lemma:polymerase'
1.307541 Supp     b'-2:lemma:supplement'
1.302409 O        b'lemma:oxyr'
1.302409 O        b'word:OxyR'
1.288579 Anti     b'+1:lemma:antibody'
1.288579 Anti     b'+1:word:antibody'
1.287427 O        b'lemma:ompr'
1.286012 O        b'lemma:purr'
1.286012 O        b'word:PurR'
1.284789 Gtype    b'+1:postag::'
1.284441 Air      b'-1:lemma:co2'
1.284441 Air      b'-1:word:CO2'
1.278233 O        b'-1:lemma:\xc2\xb0c'
1.278233 O        b'-1:word:\xc2\xb0C'
1.271758 Gtype    b'-2:postag:NNS'
1.265147 O        b'+1:lemma:coli'
1.265147 O        b'+1:word:coli'
1.253984 Med      b'isUpper'
1.249311 Air      b'-1:postag:CD'
1.247160 Substrain b'+1:lemma:phtpg'
1.247160 Substrain b'+1:word:PhtpG'
1.244208 Gtype    b'-1:lemma:nsrr'
1.244208 Gtype    b'+1:lemma:flagtag'
1.244208 Gtype    b'-1:word:NsrR'
1.244208 Gtype    b'+1:word:Flagtag'
1.243287 O        b'word:GadX'
1.228155 Technique b'lemma:ChIP-Seq'
1.225775 O        b'+2:lemma:chipseq'
1.224152 Med      b'-2:lemma:minimal'
1.207091 Technique b'-2:lemma:wt'
1.196891 Med      b'lemma:medium'
1.196891 Med      b'word:medium'
1.196105 O        b'word:for'
1.194571 Technique b'+1:lemma:chip-exo'
1.193297 Supp     b'-2:lemma:agent'
1.184658 O        b'word:C'
1.180168 O        b'+2:lemma:of'
1.178834 Temp     b'-1:lemma:43'
1.178834 Temp     b'-1:word:43'
1.175039 O        b'+1:lemma:od600'
1.175039 O        b'+1:word:OD600'
1.174779 Temp     b'lemma:\xc2\xb0c'
1.174779 Temp     b'word:\xc2\xb0C'
1.174138 OD       b'+2:lemma:0.3'
1.168149 Air      b'-2:lemma:cm20'
1.163601 Technique b'+1:word:ChIP-exo'
1.154439 Technique b'-2:lemma:Fur'
1.152931 Gtype    b'lemma:\xce\xb4soxs'
1.152931 Gtype    b'word:\xce\x94soxS'
1.149575 O        b'isNumber'
1.146720 Technique b'-1:lemma:IP'
1.146720 Technique b'-1:word:IP'
1.143045 Med      b'+1:lemma:2.0'
1.143045 Med      b'+1:word:2.0'
1.141113 Technique b'-1:lemma:input'
1.141113 Technique b'-1:word:Input'
1.135457 Supp     b'lemma:dpd'
1.135457 Supp     b'word:DPD'
1.132914 O        b'-1:lemma:mg1655'
1.132914 O        b'-1:word:MG1655'
1.125112 Air      b'+2:postag:CD'
1.124923 O        b'postag:DT'
1.119676 O        b'+1:word:were'
1.116683 Supp     b'-1:lemma:_'
1.116683 Supp     b'-1:word:_'
1.115511 Med      b'-1:word:ml'
1.113642 Med      b'-1:lemma:ml'
1.112932 O        b'postag:CC'
1.109382 Technique b'+1:lemma:rna-seq'
1.109382 Technique b'+1:word:RNA-seq'
1.103168 Gtype    b'lemma:arca8myc'
1.103168 Gtype    b'word:ArcA8myc'
1.103168 Gtype    b'-2:lemma:chip-arca'
1.100297 O        b'-1:lemma:into'
1.100297 O        b'-1:word:into'
1.097673 Gtype    b'lemma:\xce\xb4soxr'
1.097673 Gtype    b'word:\xce\x94soxR'
1.095263 Gtype    b'+2:postag:NN'
1.084923 Gversion b'lemma:.2'
1.084923 Gversion b'-1:lemma:u00096'
1.084923 Gversion b'word:.2'
1.084923 Gversion b'-1:word:U00096'
1.084636 Med      b'lemma:minimal'
1.084636 Med      b'word:minimal'
1.083588 Gversion b'lemma:u00096'
1.083588 Gversion b'+1:lemma:.2'
1.083588 Gversion b'word:U00096'
1.083588 Gversion b'+1:word:.2'
1.081019 Gtype    b'-1:postag:VBG'
1.078990 Med      b'+1:lemma:g/l'
1.078990 Med      b'+1:word:g/L'
1.069699 Gtype    b'-2:lemma:-rcb-'
1.066321 OD       b'lemma:od450'
1.066321 OD       b'word:OD450'
1.066321 OD       b'-1:word:At'
1.065807 O        b'lemma:trpr'
1.065807 O        b'word:TrpR'
1.065572 Air      b'-2:postag:SYM'
1.057804 O        b'-2:lemma:ChIP-Seq'
1.056320 O        b'+1:postag:VBN'
1.050962 O        b'postag:NNS'
1.045658 Agit     b'lemma:rpm'
1.045658 Agit     b'word:rpm'
1.041267 Gtype    b'+1:lemma:with'
1.041267 Gtype    b'+1:word:with'
1.036821 Supp     b'-2:lemma:20'
1.033575 pH       b'lemma:5.5'
1.033575 pH       b'word:5.5'
1.028968 Phase    b'-1:lemma:mid-log'
1.028968 Phase    b'-1:word:mid-log'
1.027269 Air      b'-2:lemma:fnr'
1.025591 Supp     b'+1:lemma:_'
1.025591 Supp     b'+1:word:_'
1.025524 O        b'lemma:input'
1.025524 O        b'+1:lemma:chip-seq'
1.025524 O        b'word:Input'
1.025325 Gtype    b'+2:postag::'
1.022643 Gtype    b'-2:lemma:the'
1.020612 O        b'+2:postag:VBD'
1.014635 Gversion b'lemma:000913'
1.014635 Gversion b'word:000913'
1.014635 Gversion b'-2:lemma:nc'
1.010904 O        b'lemma:affyexp'
1.010904 O        b'word:affyexp'
1.009130 Agit     b'-1:lemma:250'
1.009130 Agit     b'-1:word:250'
1.005378 Supp     b'-1:postag:CD'
1.004465 O        b'-1:lemma:media'
1.004465 O        b'-1:word:media'
0.987800 Temp     b'-2:postag:VBD'
0.981594 Supp     b'-1:lemma:sodium'
0.981594 Supp     b'-1:word:Sodium'
0.981594 Supp     b'+2:lemma:1/100'
0.980920 Supp     b'-2:lemma:pahse'
0.980198 Supp     b'+2:lemma:mid-log'
0.975014 O        b'-2:lemma:min'
0.973561 O        b'-1:word:WT'
0.972723 O        b'lemma:CEL'
0.972723 O        b'word:CEL'
0.972102 Technique b'-2:postag:NNP'
0.969477 O        b'-1:lemma:nitrate'
0.969477 O        b'-1:word:nitrate'
0.960742 O        b'-1:lemma:l1'
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0.960681 Gtype    b'+1:lemma:pq'
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0.956100 Phase    b'isLower'
0.955324 O        b'-1:lemma:wt'
0.954491 Gtype    b'lemma:deltaseqa'
0.954491 Gtype    b'-1:lemma:old'
0.954491 Gtype    b'word:deltaSeqA'
0.954491 Gtype    b'-1:word:old'
0.954491 Gtype    b'-2:lemma:seqa'
0.950146 pH       b'-1:postag:NN'
0.947624 O        b'+1:lemma:rifampicin'
0.947624 O        b'+1:word:rifampicin'
0.947207 Supp     b'-1:word:OmpR'
0.944752 O        b'+2:postag:VB'
0.942662 O        b'lemma:chip-fnr'
0.942662 O        b'word:chip-Fnr'
0.942662 O        b'+2:lemma:fnr8myc'
0.939265 O        b'-1:postag:NNP'
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0.932744 O        b'lemma:-lrb-'
0.932744 O        b'word:-LRB-'
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0.918836 Agit     b'+2:lemma:at'
0.918066 Supp     b'-2:lemma:10'
0.917832 O        b'+1:lemma:0.2'
0.917832 O        b'+1:word:0.2'
0.917189 Phase    b'+1:lemma:phase'
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0.916298 Phase    b'-1:lemma:until'
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0.911722 Supp     b'+1:lemma:Deficient'
0.909876 Gtype    b'-2:postag:JJ'
0.909635 Supp     b'word:NH4CL'
0.909421 Technique b'-1:lemma:_'
0.909421 Technique b'-1:word:_'
0.904363 OD       b'-1:postag:IN'
0.903745 O        b'+2:lemma:_'
0.902090 O        b'+1:lemma:ph5'
0.902090 O        b'+1:word:pH5'
0.902090 O        b'+2:lemma:.5'
0.901039 Vess     b'-1:postag:VBN'
0.900758 Agit     b'+1:lemma:rpm'
0.900758 Agit     b'+1:word:rpm'
0.899138 Technique b'lemma:chip-seq'
0.895219 Gtype    b'lemma:ptac'
0.895219 Gtype    b'word:Ptac'
0.894369 Supp     b'+2:lemma:A'
0.892800 Temp     b'lemma:37'
0.892800 Temp     b'word:37'
0.890804 O        b'-2:lemma:reach'
0.890680 Air      b'-2:lemma:%'
0.888191 Technique b'word:RNA-Seq'
0.885249 Substrain b'+2:lemma::'
0.884484 Gversion b'-1:lemma:nc'
0.884484 Gversion b'+1:lemma:000913'
0.884484 Gversion b'-1:word:NC'
0.884484 Gversion b'+1:word:000913'
0.883646 O        b'-2:lemma:co2'
0.876743 Gversion b'-2:lemma:genome'
0.876640 Agit     b'lemma:250'
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0.876181 Vess     b'+1:lemma:at'
0.876181 Vess     b'+1:word:at'
0.874832 Substrain b'lemma:mg1655star'
0.874832 Substrain b'word:MG1655star'
0.866658 O        b'lemma:ml'
0.864671 Gversion b'lemma:nc'
0.864671 Gversion b'word:NC'
0.864671 Gversion b'+2:lemma:000913'
0.860556 Gtype    b'-1:postag:VBP'
0.855626 O        b'lemma:additional'
0.855626 O        b'+1:lemma:2h'
0.855626 O        b'word:additional'
0.855626 O        b'+1:word:2h'
0.853510 Gversion b'postag:NN'
0.853215 Gtype    b'-1:lemma:rpob'
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0.848535 Gtype    b'-1:lemma:ptac'
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0.846522 Air      b'+2:lemma:%'
0.845965 Gtype    b'-2:postag:NN'
0.845747 Supp     b'lemma:30'
0.845747 Supp     b'word:30'
0.844803 OD       b'+1:postag:IN'
0.843117 Supp     b'+1:word:hours'
0.842046 Supp     b'+2:lemma:nh4cl'
0.840610 O        b'+1:lemma:\xe2\x88\x86'


Top negative:
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