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

best params:{'c1': 0.06881339851691709, 'c2': 0.014586774247086412}
best CV score:0.8354648872990671
model size: 0.15M

Flat F1: 0.8171801691488648
             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      0.590     0.557     0.573        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.913     0.808     0.857        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.864     0.838     0.851       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.857     0.785     0.817       484


Top likely transitions:
Anti   -> Anti    5.533305
Temp   -> Temp    5.520930
Phase  -> Phase   5.167643
Med    -> Med     5.133536
Gversion -> Gversion 4.597947
Gtype  -> Gtype   4.582538
Technique -> Technique 4.188425
Supp   -> Supp    4.103403
OD     -> OD      4.039875
pH     -> pH      3.430821
Air    -> Air     3.310814
O      -> O       2.759958
Agit   -> Agit    2.118766
Substrain -> Gtype   1.295467
Technique -> Air     1.020175
O      -> Technique 0.562190
Gtype  -> Supp    0.260882
Gtype  -> pH      0.197758
O      -> Gtype   0.006871
Technique -> O       -0.000083
Agit   -> Air     -0.000111
O      -> Gversion -0.001177
Phase  -> Air     -0.001626
O      -> Phase   -0.004289
Air    -> Phase   -0.044643
Air    -> Agit    -0.077396
Anti   -> Supp    -0.081427
Air    -> OD      -0.099816
Gtype  -> Technique -0.113231
Anti   -> O       -0.114583
Agit   -> O       -0.134528
Phase  -> Supp    -0.137950
Temp   -> Med     -0.138675
Gtype  -> Med     -0.171844
Supp   -> Gtype   -0.178324
Gtype  -> OD      -0.303091
O      -> Temp    -0.335892
Phase  -> O       -0.378860
Med    -> O       -0.412133
Gtype  -> Anti    -0.447572
O      -> Anti    -0.515588
Gversion -> O       -0.516280
Air    -> O       -0.547961
O      -> Supp    -0.576329
Phase  -> OD      -0.693532
Technique -> pH      -0.711727
Air    -> Supp    -0.756662
OD     -> Air     -0.762445
OD     -> Supp    -0.819081
Supp   -> O       -0.851329
O      -> Med     -0.907753
O      -> OD      -0.910122
Supp   -> Med     -0.910846
Technique -> Gtype   -1.238266
OD     -> O       -1.449744
Gtype  -> O       -1.513034
Substrain -> O       -1.639267
O      -> Air     -1.951377
Med    -> Supp    -1.980449


Top unlikely transitions:
Anti   -> Anti    5.533305
Temp   -> Temp    5.520930
Phase  -> Phase   5.167643
Med    -> Med     5.133536
Gversion -> Gversion 4.597947
Gtype  -> Gtype   4.582538
Technique -> Technique 4.188425
Supp   -> Supp    4.103403
OD     -> OD      4.039875
pH     -> pH      3.430821
Air    -> Air     3.310814
O      -> O       2.759958
Agit   -> Agit    2.118766
Substrain -> Gtype   1.295467
Technique -> Air     1.020175
O      -> Technique 0.562190
Gtype  -> Supp    0.260882
Gtype  -> pH      0.197758
O      -> Gtype   0.006871
Technique -> O       -0.000083
Agit   -> Air     -0.000111
O      -> Gversion -0.001177
Phase  -> Air     -0.001626
O      -> Phase   -0.004289
Air    -> Phase   -0.044643
Air    -> Agit    -0.077396
Anti   -> Supp    -0.081427
Air    -> OD      -0.099816
Gtype  -> Technique -0.113231
Anti   -> O       -0.114583
Agit   -> O       -0.134528
Phase  -> Supp    -0.137950
Temp   -> Med     -0.138675
Gtype  -> Med     -0.171844
Supp   -> Gtype   -0.178324
Gtype  -> OD      -0.303091
O      -> Temp    -0.335892
Phase  -> O       -0.378860
Med    -> O       -0.412133
Gtype  -> Anti    -0.447572
O      -> Anti    -0.515588
Gversion -> O       -0.516280
Air    -> O       -0.547961
O      -> Supp    -0.576329
Phase  -> OD      -0.693532
Technique -> pH      -0.711727
Air    -> Supp    -0.756662
OD     -> Air     -0.762445
OD     -> Supp    -0.819081
Supp   -> O       -0.851329
O      -> Med     -0.907753
O      -> OD      -0.910122
Supp   -> Med     -0.910846
Technique -> Gtype   -1.238266
OD     -> O       -1.449744
Gtype  -> O       -1.513034
Substrain -> O       -1.639267
O      -> Air     -1.951377
Med    -> Supp    -1.980449


Top positive:
5.798060 Anti     b'-2:lemma:antibody'
4.978981 O        b'-2:lemma:_'
4.459451 Phase    b'-2:lemma:phase'
4.393962 Air      b'lemma:anaerobic'
4.303992 Technique b'word:ChIP-Seq'
4.159176 Gtype    b'-2:lemma:genotype/variation'
3.945805 Technique b'word:ChIP-exo'
3.668005 Air      b'word:Aerobic'
3.649670 O        b'word:Cra'
3.643582 Med      b'word:LB'
3.570373 Phase    b'lemma:mid-log'
3.570373 Phase    b'word:mid-log'
3.463206 Gtype    b'word:WT'
3.365148 O        b'lemma:_'
3.365148 O        b'word:_'
3.297224 Supp     b'lemma:nh4cl'
3.295949 Gtype    b'-2:lemma:genotype'
3.245430 Technique b'word:ChIPSeq'
3.196780 Technique b'lemma:rna-seq'
3.180124 O        b'lemma:1'
3.180124 O        b'word:1'
3.076552 Supp     b'lemma:pq'
3.076552 Supp     b'word:PQ'
3.050606 Supp     b'-2:lemma:shake'
2.973419 Supp     b'lemma:no3'
2.973419 Supp     b'word:NO3'
2.935682 O        b'lemma:-'
2.935682 O        b'word:-'
2.916632 Technique b'lemma:chipseq'
2.847416 Gtype    b'-2:lemma:affyexp'
2.843175 O        b'lemma:2'
2.843175 O        b'word:2'
2.824108 Supp     b'-2:lemma:media'
2.821607 O        b'+2:lemma:\xc2\xb0c'
2.810725 O        b'+2:lemma:crp'
2.799554 Gtype    b'lemma:type'
2.799554 Gtype    b'word:type'
2.781342 Gtype    b'lemma:wt'
2.729263 O        b'lemma:3'
2.729263 O        b'word:3'
2.672710 Air      b'word:Anaerobic'
2.581436 O        b'postag:IN'
2.580861 O        b'postag:VBG'
2.577554 Gtype    b'lemma:\xce\xb4fur'
2.577554 Gtype    b'word:\xce\x94fur'
2.542313 Supp     b'lemma:arginine'
2.521575 Strain   b'lemma:k-12'
2.521575 Strain   b'word:K-12'
2.506531 O        b'lemma:.'
2.506531 O        b'postag:.'
2.506531 O        b'word:.'
2.493538 Gtype    b'lemma:\xce\xb4cra'
2.490559 O        b'-1:lemma:lb'
2.481332 Gtype    b'word:\xce\x94cra'
2.476856 Technique b'+2:lemma:ph5'
2.468698 O        b'-2:lemma:='
2.465578 Med      b'lemma:MOPS'
2.465578 Med      b'word:MOPS'
2.429238 Gtype    b'-1:ner:GEN'
2.397685 Supp     b'+2:lemma:iptg'
2.389558 Supp     b'-1:word:Cra'
2.379107 O        b'word:A'
2.361121 O        b'lemma:b'
2.361121 O        b'word:B'
2.350831 Supp     b'-1:ner:SUPP'
2.328969 O        b'-1:postag:NNS'
2.310164 Supp     b'lemma:Iron'
2.310164 Supp     b'word:Iron'
2.310164 Supp     b'+1:word:Deficient'
2.310164 Supp     b'-2:lemma:Anaerobic'
2.305026 Technique b'lemma:ChIP-exo'
2.286095 Air      b'postag:JJ'
2.278704 Supp     b'lemma:2h'
2.278704 Supp     b'-1:lemma:additional'
2.278704 Supp     b'word:2h'
2.278704 Supp     b'-1:word:additional'
2.248163 Phase    b'+2:lemma:o.d.'
2.242724 O        b'lemma:rpob'
2.242724 O        b'word:RpoB'
2.202686 O        b'-1:lemma:tag'
2.158047 Air      b'-1:lemma:ChIP-Seq'
2.158047 Air      b'-1:word:ChIP-Seq'
2.153023 O        b'+1:postag:RB'
2.097247 Supp     b'+2:lemma:rifampicin'
2.089652 Air      b'-2:lemma:IP'
2.079440 Gtype    b'+1:lemma:type'
2.079440 Gtype    b'+1:word:type'
2.065000 Gversion b'lemma:chip-seq'
2.064934 Air      b'postag:RB'
2.037433 Gtype    b'postag:JJ'
2.020749 Substrain b'-2:lemma:substr'
2.018394 Supp     b'+1:lemma:\xc2\xb5m'
2.018394 Supp     b'+1:word:\xc2\xb5M'
2.005674 O        b'-2:lemma:flagtag'
1.956368 O        b'-1:word:Aerobic'
1.948729 Supp     b'-2:lemma:induce'
1.943434 Supp     b'lemma:nacl'
1.943434 Supp     b'word:NaCl'
1.938001 Gversion b'word:ChIP-Seq'
1.931580 O        b'-1:word:tag'
1.922362 Supp     b'-1:lemma:Cra'
1.918412 Gtype    b'lemma:\xce\xb4ompr'
1.918412 Gtype    b'word:\xce\x94ompR'
1.914263 O        b'word:Lrp'
1.906941 O        b'-2:lemma:fructose'
1.896796 O        b'-2:lemma:myc'
1.895082 O        b'-1:word:Anaerobic'
1.890321 Substrain b'lemma:mg1655'
1.890321 Substrain b'word:MG1655'
1.885335 Phase    b'lemma:stationary'
1.885335 Phase    b'word:stationary'
1.885335 Phase    b'lemma:exponential'
1.885335 Phase    b'word:exponential'
1.870509 Supp     b'lemma:iptg'
1.870509 Supp     b'word:IPTG'
1.841334 O        b'word:OmpR'
1.824973 Air      b'lemma:aerobically'
1.824973 Air      b'word:aerobically'
1.813163 Temp     b'+1:lemma:\xc2\xb0c'
1.813163 Temp     b'+1:word:\xc2\xb0C'
1.800737 O        b'lemma:culture'
1.794611 pH       b'+1:postag:CD'
1.791051 O        b'lemma:with'
1.791051 O        b'word:with'
1.790985 Technique b'-2:lemma:wt'
1.786564 Air      b'lemma:aerobic'
1.777887 O        b'-2:lemma:medium'
1.754688 O        b'lemma:ompr'
1.752535 O        b'lemma:Cra'
1.748200 Med      b'+2:postag:CC'
1.741349 Supp     b'-2:lemma:argr'
1.705314 O        b'-2:ner:MED'
1.700792 Supp     b'lemma:acetate'
1.700792 Supp     b'word:acetate'
1.698584 O        b'+1:ner:MED'
1.697873 Gtype    b'lemma:wild-type'
1.690311 Supp     b'-1:lemma:+'
1.690311 Supp     b'-1:word:+'
1.687978 Temp     b'-1:word:sample'
1.684817 O        b'postag::'
1.665101 Gtype    b'-1:lemma:\xe2\x88\x86'
1.665101 Gtype    b'-1:word:\xe2\x88\x86'
1.653591 Temp     b'-1:lemma:sample'
1.652649 O        b'-1:lemma:ChIP-exo'
1.639560 Supp     b'lemma:Adenine'
1.639560 Supp     b'word:Adenine'
1.638024 Air      b'word:anaerobic'
1.637411 pH       b'lemma:ph5'
1.637411 pH       b'+1:lemma:.5'
1.637411 pH       b'word:pH5'
1.637411 pH       b'+1:word:.5'
1.620712 O        b'lemma:purr'
1.620712 O        b'word:PurR'
1.613208 Gtype    b'lemma:dfnr'
1.613208 Gtype    b'word:dFNR'
1.595932 Technique b'word:RNA-Seq'
1.594737 O        b'lemma:at'
1.592258 Technique b'lemma:rnaseq'
1.592258 Technique b'word:RNASeq'
1.589545 O        b'lemma:soxr'
1.589545 O        b'word:SoxR'
1.589545 O        b'lemma:soxs'
1.589545 O        b'word:SoxS'
1.581225 Air      b'-1:lemma:-'
1.581225 Air      b'-1:word:-'
1.580730 Med      b'+2:lemma:b2'
1.577402 O        b'lemma:rep2'
1.577402 O        b'word:rep2'
1.577402 O        b'lemma:rep1'
1.577402 O        b'word:rep1'
1.573394 Temp     b'lemma:\xc2\xb0c'
1.573394 Temp     b'word:\xc2\xb0C'
1.562476 O        b'-2:lemma:overnight'
1.561743 O        b'lemma:chip'
1.554613 Supp     b'-2:postag:VBG'
1.552342 O        b'lemma::'
1.552342 O        b'word::'
1.548522 Gtype    b'lemma:\xe2\x88\x86'
1.548522 Gtype    b'word:\xe2\x88\x86'
1.537179 Med      b'lemma:LB'
1.528255 Supp     b'+1:lemma:1'
1.528255 Supp     b'+1:word:1'
1.525327 Air      b'-2:lemma:fnr'
1.524646 O        b'+1:word:ChIP-Seq'
1.508261 O        b'-1:lemma:glucose'
1.508261 O        b'-1:word:glucose'
1.504324 Gtype    b'lemma:pk4854'
1.504324 Gtype    b'word:PK4854'
1.496220 Gtype    b'lemma:\xce\xb4oxyr'
1.496220 Gtype    b'word:\xce\x94oxyR'
1.488337 O        b'lemma:harbor'
1.488337 O        b'word:harboring'
1.480036 O        b'-1:lemma:type'
1.480036 O        b'-1:word:type'
1.479402 Air      b'-2:lemma:nh4cl'
1.478113 O        b'lemma:trpr'
1.478113 O        b'word:TrpR'
1.467580 OD       b'postag:CD'
1.454641 O        b'lemma:CEL'
1.454641 O        b'word:CEL'
1.441421 Supp     b'+1:lemma:2'
1.441421 Supp     b'+1:word:2'
1.437059 O        b'-1:lemma:0.3'
1.437059 O        b'-1:word:0.3'
1.436039 Phase    b'-2:lemma:until'
1.433870 O        b'lemma:argr'
1.433870 O        b'word:ArgR'
1.433551 Vess     b'lemma:flask'
1.433551 Vess     b'-1:lemma:warm'
1.433551 Vess     b'word:flask'
1.433551 Vess     b'-1:word:warmed'
1.433551 Vess     b'-2:lemma:pre'
1.433551 Vess     b'+2:lemma:43'
1.432972 Gtype    b'-1:postag:VBG'
1.431858 Supp     b'-1:lemma:with'
1.431858 Supp     b'-1:word:with'
1.430475 Temp     b'-1:lemma:37'
1.430475 Temp     b'-1:word:37'
1.426024 OD       b'+2:lemma:0.3'
1.423586 O        b'+1:postag:NNP'
1.414583 Agit     b'lemma:rpm'
1.414583 Agit     b'word:rpm'
1.404511 Temp     b'-2:lemma:\xcf\x8332'
1.402721 Gtype    b'-2:lemma:delta'
1.402116 Strain   b'+1:lemma:substr'
1.402116 Strain   b'+1:word:substr'
1.402116 Strain   b'-2:lemma:str'
1.396733 Air      b'-1:lemma:co2'
1.396733 Air      b'-1:word:CO2'
1.390776 O        b'word:C'
1.388869 O        b'-1:word:ChIP-exo'
1.383740 Med      b'lemma:media'
1.383740 Med      b'word:media'
1.380788 Gversion b'lemma:asm584v2'
1.380788 Gversion b'word:ASM584v2'
1.373827 Supp     b'lemma:fructose'
1.373827 Supp     b'word:fructose'
1.370635 Technique b'-1:lemma:chip-exo'
1.363459 O        b'+1:word:WT'
1.360667 O        b'+1:lemma:coli'
1.360667 O        b'+1:word:coli'
1.350021 Air      b'+2:postag:CD'
1.348100 Gversion b'-2:lemma:build'
1.347579 Med      b'+2:lemma:+'
1.347287 O        b'+1:lemma:od600'
1.347287 O        b'+1:word:OD600'
1.345140 Air      b'lemma:anaeroibc'
1.345140 Air      b'word:Anaeroibc'
1.340991 O        b'+1:lemma:wt'
1.335020 Temp     b'-1:lemma:\xcf\x8332'
1.335020 Temp     b'-1:word:\xcf\x8332'
1.334557 O        b'+1:lemma:fnr-8myc'
1.334557 O        b'+1:word:Fnr-8myc'
1.322768 O        b'+2:lemma:constant'
1.307069 Supp     b'lemma:Leu'
1.307069 Supp     b'word:Leu'
1.307069 Supp     b'-2:lemma:Lrp'
1.289559 O        b'postag:VBN'
1.279947 Med      b'+2:lemma:b1'
1.268013 Supp     b'+2:lemma:feso4'
1.260023 O        b'lemma:a'
1.259522 Supp     b'-2:lemma:purr'
1.258280 Supp     b'postag:NNP'
1.258229 Agit     b'-1:lemma:250'
1.258229 Agit     b'-1:word:250'
1.255491 Med      b'-2:postag:JJ'
1.255393 Gversion b'lemma:.2'
1.255393 Gversion b'-1:lemma:u00096'
1.255393 Gversion b'word:.2'
1.255393 Gversion b'-1:word:U00096'
1.255150 O        b'+1:lemma:pq'
1.255150 O        b'+1:word:PQ'
1.253644 O        b'lemma:oxyr'
1.253644 O        b'word:OxyR'
1.252516 Supp     b'-2:lemma:for'
1.237324 Temp     b'lemma:43'
1.237324 Temp     b'word:43'
1.230350 Substrain b'lemma:mg1655star'
1.230350 Substrain b'word:MG1655star'
1.228091 Gtype    b'lemma:\xce\xb4soxs'
1.228091 Gtype    b'word:\xce\x94soxS'
1.222633 Substrain b'+1:lemma:phtpg'
1.222633 Substrain b'+1:word:PhtpG'
1.201627 Temp     b'-1:lemma:43'
1.201627 Temp     b'-1:word:43'
1.197782 Gtype    b'+2:lemma:glucose'
1.193252 Air      b'-2:lemma:cm20'
1.190738 O        b'isLower'
1.188440 O        b'+1:lemma:rifampicin'
1.188440 O        b'+1:word:rifampicin'
1.187246 Gtype    b'+1:lemma:ph5'
1.187246 Gtype    b'+1:word:pH5'
1.187246 Gtype    b'+2:lemma:.5'
1.186037 O        b'+1:word:were'
1.183377 Gtype    b'+1:lemma:with'
1.183377 Gtype    b'+1:word:with'
1.181324 Supp     b'-2:lemma:agent'
1.180417 OD       b'-2:lemma:od450'
1.175943 Med      b'+1:lemma:0.4'
1.175943 Med      b'+1:word:0.4'
1.171762 Gtype    b'-1:lemma:nsrr'
1.171762 Gtype    b'+1:lemma:flagtag'
1.171762 Gtype    b'-1:word:NsrR'
1.171762 Gtype    b'+1:word:Flagtag'
1.167207 O        b'+1:lemma:250'
1.167207 O        b'+1:word:250'
1.164137 Air      b'-2:lemma:%'
1.164132 Med      b'lemma:m63'
1.164132 Med      b'word:M63'
1.160993 Gtype    b'+1:postag::'
1.160344 O        b'-2:lemma:ChIP-Seq'
1.156947 Air      b'-2:lemma:0.3'
1.155087 O        b'lemma:chip-fnr'
1.155087 O        b'word:chip-Fnr'
1.155087 O        b'+2:lemma:fnr8myc'
1.152049 Agit     b'+1:lemma:rpm'
1.152049 Agit     b'+1:word:rpm'
1.150223 Anti     b'-2:lemma:polymerase'
1.149301 Gversion b'lemma:u00096'
1.149301 Gversion b'+1:lemma:.2'
1.149301 Gversion b'word:U00096'
1.149301 Gversion b'+1:word:.2'
1.148340 O        b'+2:lemma:_'
1.146970 Gversion b'postag:CD'
1.142463 Phase    b'-1:lemma:mid-log'
1.142463 Phase    b'-1:word:mid-log'
1.136946 Med      b'lemma:minimal'
1.136946 Med      b'word:minimal'
1.134757 Med      b'isUpper'
1.134261 Gtype    b'+1:lemma:pq'
1.134261 Gtype    b'+1:word:PQ'
1.133262 O        b'lemma:gadx'
1.132939 Air      b'+2:lemma:%'
1.125247 O        b'+1:postag:VBN'
1.124796 Vess     b'-1:postag:VBN'
1.124431 Supp     b'-1:lemma:_'
1.124431 Supp     b'-1:word:_'
1.120252 Supp     b'+2:lemma:-lrb-'
1.114040 Gtype    b'lemma:\xce\xb4soxr'
1.114040 Gtype    b'word:\xce\x94soxR'
1.110859 O        b'-1:lemma:anaerobic'
1.110693 OD       b'lemma:0.3'
1.110693 OD       b'word:0.3'
1.106391 Air      b'-2:postag:CD'
1.102409 Supp     b'lemma:dpd'
1.102409 Supp     b'word:DPD'
1.095825 O        b'lemma:affyexp'
1.095825 O        b'word:affyexp'
1.094390 Temp     b'lemma:37'
1.094390 Temp     b'word:37'
1.093704 Air      b'+1:lemma:%'
1.093704 Air      b'+1:word:%'
1.093648 Gtype    b'lemma:arca8myc'
1.093648 Gtype    b'word:ArcA8myc'
1.093648 Gtype    b'-2:lemma:chip-arca'
1.092395 Agit     b'+2:lemma:at'
1.090619 O        b'+2:lemma:allow'
1.088661 O        b'-1:lemma:into'
1.088661 O        b'-1:word:into'
1.084008 Supp     b'lemma:glucose'
1.084008 Supp     b'word:glucose'
1.080748 O        b'+2:lemma:chipseq'
1.074612 Supp     b'+2:postag:-LRB-'
1.074605 O        b'-2:lemma:min'
1.074368 O        b'word:for'
1.072332 O        b'-1:lemma:wt'
1.071357 Supp     b'+1:lemma:Deficient'
1.069731 Agit     b'lemma:250'
1.069731 Agit     b'word:250'
1.059016 Med      b'lemma:medium'
1.059016 Med      b'word:medium'
1.056206 Supp     b'+1:word:was'
1.053812 Supp     b'-2:lemma:10'
1.053551 Supp     b'-1:lemma:vol'
1.053551 Supp     b'-1:word:vol'
1.053551 Supp     b'-2:lemma:1/100'
1.053551 Supp     b'+2:lemma:1m'
1.049652 O        b'-1:word:WT'
1.039633 Supp     b'+2:lemma:A'
1.037354 O        b'+1:lemma:\xe2\x88\x86'
1.037354 O        b'+1:word:\xe2\x88\x86'
1.036764 Supp     b'-2:lemma:20'
1.035985 O        b'lemma:input'
1.035985 O        b'+1:lemma:chip-seq'
1.035985 O        b'word:Input'
1.034234 Gtype    b'-1:postag:VBP'
1.032562 Supp     b'-1:word:OmpR'
1.031366 Gtype    b'-2:postag:NNS'
1.024813 Temp     b'-2:lemma:keep'
1.023449 Gtype    b'-1:lemma:rpob'
1.023449 Gtype    b'-1:word:RpoB'
1.018982 pH       b'lemma:5.5'
1.018982 pH       b'word:5.5'
1.018690 O        b'-1:lemma:pq'
1.018690 O        b'-1:word:PQ'
1.014973 Anti     b'+2:lemma:antibody'
1.014715 Supp     b'+2:lemma:add'
1.012127 O        b'word:GadX'
1.009033 Med      b'-2:lemma:minimal'
1.007388 O        b'+2:lemma:rpm'
1.002718 Gversion b'-2:postag:VB'
1.001543 O        b'+1:lemma:0.2'
1.001543 O        b'+1:word:0.2'
0.999076 Gtype    b'postag:-RRB-'
0.994462 O        b'+2:ner:_'
0.987826 O        b'-1:lemma:media'
0.987826 O        b'-1:word:media'
0.986155 O        b'+2:postag:JJ'
0.983345 Supp     b'-1:postag:CD'
0.981417 O        b'postag:DT'
0.981284 O        b'-1:lemma:min'
0.981284 O        b'-1:word:min'
0.976958 O        b'-1:ner:_'
0.972923 OD       b'lemma:od450'
0.972923 OD       b'word:OD450'
0.972923 OD       b'-1:word:At'
0.968381 Gtype    b'lemma:deltaseqa'
0.968381 Gtype    b'-1:lemma:old'
0.968381 Gtype    b'word:deltaSeqA'
0.968381 Gtype    b'-1:word:old'
0.968381 Gtype    b'-2:lemma:seqa'
0.966954 Supp     b'-2:lemma:pahse'
0.966392 O        b'lemma:\xcf\x8332'
0.966392 O        b'word:\xcf\x8332'
0.963351 O        b'+2:postag:VB'
0.962977 OD       b'-1:postag:IN'
0.960945 Gtype    b'-2:postag:JJ'
0.952549 Med      b'postag:NNP'
0.950927 pH       b'-1:postag:NN'
0.948813 Air      b'-2:lemma:mid-log'
0.947928 O        b'lemma:chip-arca'
0.947928 O        b'word:chip-ArcA'
0.947928 O        b'+2:lemma:arca8myc'
0.943991 Air      b'-1:lemma:phase'
0.943991 Air      b'-1:word:phase'
0.943565 Gtype    b'-1:lemma:factor'
0.943565 Gtype    b'-1:word:factor'
0.943565 Gtype    b'-2:lemma:transcription'
0.933806 O        b'+1:lemma:mid-log'
0.933806 O        b'+1:word:mid-log'
0.927977 Strain   b'+2:lemma:.'
0.927977 Strain   b'+2:postag:.'
0.921704 Med      b'+2:lemma:then'
0.920594 Gtype    b'lemma:fnr8myc'
0.920594 Gtype    b'word:Fnr8myc'
0.920594 Gtype    b'-2:lemma:chip-fnr'
0.919051 Supp     b'+1:lemma:_'
0.919051 Supp     b'+1:word:_'
0.916173 O        b'-1:ner:TF'
0.914511 O        b'-1:lemma:\xc2\xb0c'
0.914511 O        b'-1:word:\xc2\xb0C'
0.913441 Supp     b'lemma:rifampicin'
0.913441 Supp     b'word:rifampicin'
0.910827 OD       b'-1:lemma:od450'
0.910827 OD       b'-1:word:OD450'
0.909014 O        b'+1:lemma:20'
0.909014 O        b'+1:word:20'
0.907064 Anti     b'+1:lemma:antibody'
0.907064 Anti     b'+1:word:antibody'
0.905744 Supp     b'+1:word:hours'
0.905014 pH       b'lemma:.5'
0.905014 pH       b'-1:lemma:ph5'
0.905014 pH       b'word:.5'
0.905014 pH       b'-1:word:pH5'
0.904360 O        b'-1:lemma:mg1655'
0.904360 O        b'-1:word:MG1655'
0.903001 Technique b'-1:lemma:IP'
0.903001 Technique b'-1:word:IP'
0.901702 Technique b'-1:lemma:input'
0.901702 Technique b'-1:word:Input'
0.901295 Air      b'-1:postag::'
0.898146 OD       b'+1:postag:IN'
0.895362 OD       b'lemma:od600'
0.895362 OD       b'word:OD600'
0.894664 O        b'-1:lemma:nacl'
0.894664 O        b'-1:word:NaCl'
0.891645 O        b'-2:lemma:~'
0.887552 Gversion b'lemma:000913'
0.887552 Gversion b'word:000913'
0.887552 Gversion b'-2:lemma:nc'
0.887314 Agit     b'-2:lemma:aerobically'
0.885612 O        b'+1:ner:_'
0.884140 Supp     b'lemma:Fe'
0.884140 Supp     b'word:Fe'
0.881973 Gversion b'+1:postag:CD'
0.876740 Supp     b'lemma:glutamine'
0.876740 Supp     b'-1:lemma:2g/l'
0.876740 Supp     b'word:glutamine'
0.876740 Supp     b'-1:word:2g/L'
0.873682 Substrain b'-1:lemma:.'
0.873682 Substrain b'-1:postag:.'
0.873682 Substrain b'-1:word:.'
0.870194 Gtype    b'-1:lemma:ptac'
0.870194 Gtype    b'-1:word:Ptac'
0.860126 Gtype    b'+2:postag:NN'
0.849787 Technique b'+1:ner:TF'
0.847760 OD       b'+1:lemma:of'
0.847760 OD       b'+1:word:of'
0.846713 Supp     b'-1:lemma:sodium'
0.846713 Supp     b'-1:word:Sodium'


Top negative:
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-0.039572 Med      b'-1:postag:IN'
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-0.040353 Gtype    b'-1:postag:JJ'
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-0.042977 O        b'-2:lemma:100'
-0.043253 Supp     b'postag:IN'
-0.043812 Phase    b'-1:word:at'
-0.044489 O        b'+2:lemma:ph'
-0.044747 O        b'+1:lemma:n2'
-0.044747 O        b'+1:word:N2'
-0.044802 O        b'+1:lemma:2.0'
-0.044802 O        b'+1:word:2.0'
-0.045294 Substrain b'-2:ner:_'
-0.045728 O        b'-1:lemma:rna'
-0.045728 O        b'-1:word:RNA'
-0.045820 Supp     b'lemma:paraquat'
-0.045820 Supp     b'word:paraquat'
-0.045820 Supp     b'-2:lemma:um'
-0.047087 Med      b'postag:CD'
-0.048321 Med      b'-2:lemma:in'
-0.048656 O        b'-2:postag:NNS'
-0.049519 O        b'+1:lemma:minimal'
-0.049519 O        b'+1:word:minimal'
-0.049695 Supp     b'+1:postag::'
-0.049877 O        b'+1:lemma:phase'
-0.049877 O        b'+1:word:phase'
-0.050905 O        b'-2:postag:IN'
-0.052288 Supp     b'lemma:um'
-0.052288 Supp     b'word:uM'
-0.052288 Supp     b'+2:lemma:paraquat'
-0.053629 OD       b'+2:lemma:2.0'
-0.054147 O        b'-2:lemma:at'
-0.054397 O        b'+1:lemma:o2'
-0.054397 O        b'+1:word:O2'
-0.054943 O        b'+1:lemma:.'
-0.054943 O        b'+1:postag:.'
-0.054943 O        b'+1:word:.'
-0.055134 O        b'lemma:mg/ml'
-0.055134 O        b'-1:lemma:150'
-0.055134 O        b'word:mg/mL'
-0.055134 O        b'-1:word:150'
-0.055238 O        b'-1:lemma:ml'
-0.055547 O        b'word:ChIP-exo'
-0.056315 O        b'-1:word:ml'
-0.056859 Gtype    b'-1:postag:CD'
-0.057194 Supp     b'postag:CC'
-0.057611 O        b'lemma:;'
-0.057611 O        b'-1:lemma:7.6'
-0.057611 O        b'word:;'
-0.057611 O        b'-1:word:7.6'
-0.057994 O        b'-2:lemma:0.1'
-0.059187 O        b'-1:ner:MED'
-0.060469 Temp     b'-1:postag:IN'
-0.061019 O        b'+2:lemma:media'
-0.061118 O        b'+1:lemma:genome'
-0.061118 O        b'+1:word:genome'
-0.062216 Technique b'-2:postag:NN'
-0.062287 O        b'+1:lemma:media'
-0.062287 O        b'+1:word:media'
-0.063373 Supp     b'+2:lemma:glucose'
-0.064066 Vess     b'-2:ner:_'
-0.064247 O        b'+1:lemma:of'
-0.064247 O        b'+1:word:of'
-0.064396 Supp     b'-1:postag:VBN'
-0.064706 O        b'lemma:n2'
-0.064706 O        b'word:N2'
-0.065377 O        b'+2:ner:SUPP'
-0.066206 O        b'lemma:glucose'
-0.066206 O        b'word:glucose'
-0.067306 O        b'-1:lemma:rifampicin'
-0.067306 O        b'-1:word:rifampicin'
-0.068046 O        b'-1:lemma:with'
-0.068046 O        b'-1:word:with'
-0.068760 Supp     b'-1:lemma:10'
-0.068760 Supp     b'-1:word:10'
-0.069588 O        b'+2:postag:IN'
-0.071561 O        b'lemma:m63'
-0.071561 O        b'word:M63'
-0.072200 O        b'-1:lemma:0.2'
-0.072200 O        b'-1:word:0.2'
-0.072785 O        b'+1:lemma:~'
-0.072785 O        b'+1:word:~'
-0.074123 O        b'+1:lemma:1/100'
-0.074123 O        b'+1:word:1/100'
-0.074123 O        b'-2:lemma:sodium'
-0.074123 O        b'+2:lemma:vol'
-0.075518 OD       b'+2:postag:RB'
-0.075604 Supp     b'+1:lemma:dpd'
-0.075604 Supp     b'+1:word:DPD'
-0.078515 Air      b'postag:CD'
-0.079138 O        b'+1:lemma:\xc2\xb0c'
-0.079138 O        b'+1:word:\xc2\xb0C'
-0.079359 O        b'-2:lemma:m'
-0.079892 Temp     b'+2:ner:_'
-0.081085 O        b'+1:lemma:contain'
-0.081085 O        b'+1:word:containing'
-0.081090 OD       b'lemma:~'
-0.081090 OD       b'word:~'
-0.081136 O        b'-2:lemma:%'
-0.084021 O        b'-2:lemma:25'
-0.085360 Phase    b'+2:postag:CD'
-0.087844 O        b'-1:lemma:final'
-0.087844 O        b'-1:word:final'
-0.087992 O        b'+1:lemma:sample'
-0.088371 O        b'+1:lemma:nitrate'
-0.088371 O        b'+1:word:nitrate'
-0.088618 Gtype    b'-1:lemma:mg1655'
-0.088618 Gtype    b'-1:word:MG1655'
-0.089083 O        b'-2:postag:RB'
-0.090307 O        b'-2:lemma:for'
-0.091704 Air      b'isLower'
-0.093452 Supp     b'+1:lemma:acetate'
-0.093452 Supp     b'+1:word:acetate'
-0.093562 O        b'-2:lemma:cell'
-0.095066 Gtype    b'-2:postag:NNP'
-0.095136 O        b'-1:lemma:mm'
-0.095136 O        b'-1:word:mM'
-0.095661 O        b'+1:lemma:fecl2'
-0.095661 O        b'+1:word:FeCl2'
-0.095798 O        b'-2:postag:JJ'
-0.095932 O        b'+1:lemma:5'
-0.095932 O        b'+1:word:5'
-0.096955 O        b'+2:lemma:0.3'
-0.098306 O        b'-2:lemma:-rrb-'
-0.100759 Temp     b'-2:postag:IN'
-0.101295 O        b'-2:lemma:\xc2\xb0c'
-0.102781 O        b'lemma:7.6'
-0.102781 O        b'+1:lemma:;'
-0.102781 O        b'word:7.6'
-0.102781 O        b'+1:word:;'
-0.104165 O        b'-1:lemma:g/l'
-0.104165 O        b'-1:word:g/L'
-0.107235 O        b'lemma:nacl'
-0.107235 O        b'word:NaCl'
-0.109047 Gtype    b'+1:lemma:and'
-0.109047 Gtype    b'+1:word:and'
-0.109431 Med      b'-2:lemma:grow'
-0.111332 O        b'postag:JJ'
-0.112178 O        b'+2:lemma:then'
-0.112656 O        b'lemma:0.1'
-0.112656 O        b'word:0.1'
-0.112711 O        b'+2:lemma:od600'
-0.113030 Supp     b'-1:lemma:dpd'
-0.113030 Supp     b'-1:word:DPD'
-0.114518 O        b'+2:lemma:nitrate'
-0.118039 Supp     b'-1:lemma:250'
-0.118039 Supp     b'-1:word:250'
-0.118642 Strain   b'isLower'
-0.120525 O        b'lemma:0.2'
-0.120525 O        b'word:0.2'
-0.121338 Vess     b'postag:NN'
-0.121457 O        b'-2:lemma:to'
-0.121457 O        b'-2:postag:TO'
-0.124277 O        b'lemma:o2'
-0.124277 O        b'word:O2'
-0.124916 O        b'-1:lemma:o2'
-0.124916 O        b'-1:word:O2'
-0.124998 Med      b'-1:word:LB'
-0.125187 Gtype    b'-1:lemma:,'
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-0.125187 Gtype    b'-1:word:,'
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-0.125993 O        b'+1:lemma:%'
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-0.127695 O        b'-1:lemma:fresh'
-0.127695 O        b'-1:word:fresh'
-0.129268 Substrain b'isLower'
-0.130146 Supp     b'-2:lemma:treat'
-0.130340 Med      b'+1:postag:IN'
-0.130465 O        b'+2:lemma:fnr'
-0.131393 Air      b'isUpper'
-0.131755 Supp     b'+2:lemma:acetate'
-0.132725 O        b'-1:lemma:-lrb-'
-0.132725 O        b'-1:word:-LRB-'
-0.133810 Strain   b'-1:ner:_'
-0.134298 Vess     b'isUpper'
-0.134386 O        b'lemma:methanol'
-0.134386 O        b'word:methanol'
-0.134386 O        b'-2:lemma:dissolve'
-0.135163 O        b'+2:lemma:~'
-0.137277 O        b'-2:lemma:g/l'
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-0.145848 O        b'lemma:\xce\xb4soxs'
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-0.147125 O        b'+1:lemma:mg/ml'
-0.147125 O        b'word:150'
-0.147125 O        b'+1:word:mg/mL'
-0.147125 O        b'-2:lemma:concentration'
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-0.148108 Temp     b'-2:postag:JJ'
-0.148295 O        b'+2:lemma:at'
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-0.150697 O        b'-2:lemma:-lrb-'
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-0.151725 Supp     b'lemma:-lrb-'
-0.151725 Supp     b'word:-LRB-'
-0.154741 Med      b'-2:lemma:m9'
-0.158767 O        b'-1:lemma:dissolve'
-0.158767 O        b'+1:lemma:methanol'
-0.158767 O        b'-1:word:dissolved'
-0.158767 O        b'+1:word:methanol'
-0.160070 O        b'-2:postag:DT'
-0.162543 O        b'+2:lemma:m9'
-0.164049 O        b'lemma:\xce\xb4oxyr'
-0.164049 O        b'word:\xce\x94oxyR'
-0.169017 Air      b'-2:lemma:be'
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-0.173190 O        b'-1:lemma:n2'
-0.173190 O        b'-1:word:N2'
-0.173428 O        b'lemma:od600'
-0.173428 O        b'word:OD600'
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-0.185933 O        b'-2:lemma:stir'
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-0.190812 Supp     b'+1:word:-RRB-'
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