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

best params:{'c1': 0.20750646821167598, 'c2': 0.004065859926481305}
best CV score:0.8512984764913196
model size: 0.11M

Flat F1: 0.8199440014045302
             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      0.602     0.602     0.602        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.910     0.782     0.841        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      0.859     0.789     0.820       484


Top likely transitions:
Temp   -> Temp    6.874165
OD     -> OD      6.724371
Anti   -> Anti    6.255398
Med    -> Med     6.187919
Technique -> Technique 5.403542
Supp   -> Supp    5.312817
Phase  -> Phase   5.189736
Air    -> Air     5.173980
Gversion -> Gversion 5.131388
pH     -> pH      4.709722
Gtype  -> Gtype   4.440611
Agit   -> Agit    3.964063
Substrain -> Gtype   2.278767
O      -> O       2.256586
Technique -> Air     1.833662
Air    -> O       0.344626
O      -> Technique 0.289400
Gtype  -> Supp    0.209708
OD     -> O       -0.015354
O      -> Supp    -0.020909
Med    -> O       -0.061230
Gtype  -> Temp    -0.110190
Phase  -> O       -0.171331
O      -> OD      -0.174509
O      -> Gversion -0.180762
Anti   -> O       -0.213273
Technique -> O       -0.248844
Supp   -> O       -0.288420
O      -> Med     -0.352502
O      -> Temp    -0.621455
Technique -> pH      -0.649689
Substrain -> O       -1.327137
Med    -> Supp    -1.464376
O      -> Air     -1.723344
Gtype  -> O       -2.078161


Top unlikely transitions:
Temp   -> Temp    6.874165
OD     -> OD      6.724371
Anti   -> Anti    6.255398
Med    -> Med     6.187919
Technique -> Technique 5.403542
Supp   -> Supp    5.312817
Phase  -> Phase   5.189736
Air    -> Air     5.173980
Gversion -> Gversion 5.131388
pH     -> pH      4.709722
Gtype  -> Gtype   4.440611
Agit   -> Agit    3.964063
Substrain -> Gtype   2.278767
O      -> O       2.256586
Technique -> Air     1.833662
Air    -> O       0.344626
O      -> Technique 0.289400
Gtype  -> Supp    0.209708
OD     -> O       -0.015354
O      -> Supp    -0.020909
Med    -> O       -0.061230
Gtype  -> Temp    -0.110190
Phase  -> O       -0.171331
O      -> OD      -0.174509
O      -> Gversion -0.180762
Anti   -> O       -0.213273
Technique -> O       -0.248844
Supp   -> O       -0.288420
O      -> Med     -0.352502
O      -> Temp    -0.621455
Technique -> pH      -0.649689
Substrain -> O       -1.327137
Med    -> Supp    -1.464376
O      -> Air     -1.723344
Gtype  -> O       -2.078161


Top positive:
6.888295 Anti     b'-2:lemma:antibody'
6.038124 O        b'-2:lemma:_'
6.005314 Air      b'word:Aerobic'
5.819374 Phase    b'-2:lemma:phase'
5.439514 Gtype    b'hGreek'
4.517915 Supp     b'-2:lemma:shake'
4.514864 Substrain b'-2:lemma:substr'
4.231007 Air      b'word:Anaerobic'
4.203303 Gtype    b'lemma:type'
4.203303 Gtype    b'word:type'
4.095206 O        b'+2:lemma:\xc2\xb0c'
3.980793 Air      b'lemma:anaerobic'
3.854388 O        b'postag::'
3.785066 O        b'lemma:_'
3.785066 O        b'word:_'
3.699172 O        b'word:Cra'
3.613761 Gtype    b'word:WT'
3.577360 Technique b'word:ChIPSeq'
3.550380 Supp     b'lemma:nh4cl'
3.536996 Technique b'+2:lemma:ph5'
3.529921 Gtype    b'-2:lemma:genotype/variation'
3.417808 Gtype    b'lemma:wt'
3.341237 Air      b'postag:RB'
3.242264 O        b'-1:postag:NNS'
2.998301 Gtype    b'-2:lemma:affyexp'
2.956730 Med      b'word:LB'
2.928365 Supp     b'+2:lemma:rifampicin'
2.906286 Supp     b'+2:lemma:iptg'
2.880287 O        b'lemma:1'
2.880287 O        b'word:1'
2.822202 Supp     b'lemma:no3'
2.822202 Supp     b'word:NO3'
2.776683 O        b'lemma:.'
2.776683 O        b'postag:.'
2.776683 O        b'word:.'
2.736292 Technique b'word:ChIP-Seq'
2.729343 O        b'postag:VBG'
2.705012 Gtype    b'-2:lemma:genotype'
2.704660 O        b'-1:lemma:lb'
2.694650 O        b'lemma:-'
2.694650 O        b'word:-'
2.632164 Supp     b'-2:lemma:media'
2.615794 O        b'lemma:2'
2.615794 O        b'word:2'
2.614743 O        b'lemma:3'
2.614743 O        b'word:3'
2.578426 Supp     b'+1:lemma:\xc2\xb5m'
2.578426 Supp     b'+1:word:\xc2\xb5M'
2.517592 Med      b'lemma:MOPS'
2.517592 Med      b'word:MOPS'
2.515926 Supp     b'lemma:Iron'
2.515926 Supp     b'word:Iron'
2.515926 Supp     b'+1:word:Deficient'
2.515926 Supp     b'-2:lemma:Anaerobic'
2.509507 Technique b'lemma:chipseq'
2.487075 O        b'word:A'
2.403905 O        b'-2:lemma:flagtag'
2.397389 Gtype    b'-1:ner:GEN'
2.382182 Supp     b'lemma:pq'
2.382182 Supp     b'word:PQ'
2.349546 Technique b'word:ChIP-exo'
2.331314 O        b'+2:lemma:crp'
2.279173 Technique b'lemma:rna-seq'
2.227817 Strain   b'lemma:k-12'
2.227817 Strain   b'word:K-12'
2.217816 Gtype    b'+1:lemma:type'
2.217816 Gtype    b'+1:word:type'
2.203411 Technique b'hUpper'
2.173040 Gtype    b'+1:postag::'
2.117016 O        b'postag:IN'
2.106607 O        b'lemma:at'
2.104335 Supp     b'-1:ner:SUPP'
2.095159 O        b'lemma:chip'
2.093335 Med      b'-2:postag:JJ'
2.070243 O        b'-1:lemma:tag'
2.044586 Supp     b'lemma:2h'
2.044586 Supp     b'-1:lemma:additional'
2.044586 Supp     b'word:2h'
2.044586 Supp     b'-1:word:additional'
2.034802 Phase    b'lemma:mid-log'
2.034802 Phase    b'word:mid-log'
2.030155 Phase    b'postag:NN'
2.010906 O        b'lemma:with'
2.010906 O        b'word:with'
2.008657 Gversion b'lemma:chip-seq'
2.007017 O        b'lemma:b'
2.007017 O        b'word:B'
2.004885 O        b'-1:word:Anaerobic'
1.998838 Supp     b'lemma:arginine'
1.961022 Supp     b'-1:word:Cra'
1.935435 Gtype    b'lemma:pk4854'
1.935435 Gtype    b'word:PK4854'
1.916254 O        b'lemma:culture'
1.904620 Gversion b'word:ChIP-Seq'
1.872947 O        b'-1:word:Aerobic'
1.841508 O        b'-2:lemma:fructose'
1.805413 pH       b'+1:postag:CD'
1.799232 O        b'lemma:rpob'
1.799232 O        b'word:RpoB'
1.777864 Anti     b'-2:lemma:polymerase'
1.769312 Substrain b'lemma:mg1655'
1.769312 Substrain b'word:MG1655'
1.755743 O        b'+1:word:ChIP-Seq'
1.739166 Med      b'+2:lemma:+'
1.721262 Air      b'word:anaerobic'
1.716281 Med      b'+2:postag:CC'
1.713872 O        b'-2:ner:MED'
1.713701 Supp     b'lemma:Adenine'
1.713701 Supp     b'word:Adenine'
1.709238 Gtype    b'lemma:dfnr'
1.709238 Gtype    b'word:dFNR'
1.705230 Technique b'-2:lemma:wt'
1.705097 Supp     b'-2:lemma:argr'
1.693901 Gtype    b'-2:lemma:delta'
1.684614 O        b'+1:postag:RB'
1.678291 O        b'lemma:a'
1.642556 Technique b'lemma:rnaseq'
1.642556 Technique b'word:RNASeq'
1.636771 O        b'-1:word:tag'
1.624437 Gtype    b'-1:lemma:\xe2\x88\x86'
1.624437 Gtype    b'-1:word:\xe2\x88\x86'
1.623012 Supp     b'lemma:iptg'
1.623012 Supp     b'word:IPTG'
1.613740 Air      b'-1:lemma:-'
1.613740 Air      b'-1:word:-'
1.593291 Gtype    b'lemma:wild-type'
1.589831 Air      b'lemma:aerobically'
1.589831 Air      b'word:aerobically'
1.571863 Gtype    b'postag:JJ'
1.567590 Air      b'postag:JJ'
1.550737 Supp     b'-2:lemma:for'
1.547093 O        b'postag:CC'
1.540157 Temp     b'-1:word:sample'
1.523311 Supp     b'+1:word:was'
1.506422 Vess     b'lemma:flask'
1.506422 Vess     b'-1:lemma:warm'
1.506422 Vess     b'word:flask'
1.506422 Vess     b'-1:word:warmed'
1.506422 Vess     b'-2:lemma:pre'
1.506422 Vess     b'+2:lemma:43'
1.503459 Gversion b'-2:lemma:build'
1.502914 Temp     b'-1:lemma:sample'
1.490152 Med      b'lemma:LB'
1.463085 O        b'word:for'
1.461298 Agit     b'lemma:rpm'
1.461298 Agit     b'word:rpm'
1.446148 Agit     b'-1:lemma:250'
1.446148 Agit     b'-1:word:250'
1.442504 pH       b'lemma:ph5'
1.442504 pH       b'+1:lemma:.5'
1.442504 pH       b'word:pH5'
1.442504 pH       b'+1:word:.5'
1.438592 Supp     b'lemma:nacl'
1.438592 Supp     b'word:NaCl'
1.424467 Temp     b'+1:lemma:\xc2\xb0c'
1.424467 Temp     b'+1:word:\xc2\xb0C'
1.420834 O        b'+1:lemma:wt'
1.417308 Phase    b'-1:lemma:mid-log'
1.417308 Phase    b'-1:word:mid-log'
1.411572 Med      b'+2:lemma:b2'
1.408684 O        b'-1:lemma:0.3'
1.408684 O        b'-1:word:0.3'
1.406878 Gversion b'-2:postag:VB'
1.398712 Supp     b'-2:lemma:20'
1.397707 O        b'-2:lemma:overnight'
1.387958 O        b'-2:lemma:myc'
1.383919 Supp     b'lemma:acetate'
1.383919 Supp     b'word:acetate'
1.378289 Supp     b'lemma:Leu'
1.378289 Supp     b'word:Leu'
1.378289 Supp     b'-2:lemma:Lrp'
1.369700 Med      b'lemma:m63'
1.369700 Med      b'word:M63'
1.367020 O        b'-1:lemma:type'
1.367020 O        b'-1:word:type'
1.359728 Air      b'-1:lemma:ChIP-Seq'
1.359728 Air      b'-1:word:ChIP-Seq'
1.357916 O        b'+1:word:WT'
1.350199 Substrain b'+1:lemma:phtpg'
1.350199 Substrain b'+1:word:PhtpG'
1.343122 Air      b'-2:lemma:IP'
1.331465 O        b'postag:VBN'
1.329327 Air      b'lemma:anaeroibc'
1.329327 Air      b'word:Anaeroibc'
1.324162 Supp     b'-1:postag:CD'
1.316406 O        b'-1:lemma:ChIP-exo'
1.312270 O        b'word:OmpR'
1.300328 Supp     b'postag:NNP'
1.295903 O        b'-1:lemma:\xc2\xb0c'
1.295903 O        b'-1:word:\xc2\xb0C'
1.288899 Air      b'-2:lemma:%'
1.282469 Supp     b'-2:lemma:supplement'
1.273530 Med      b'lemma:media'
1.273530 Med      b'word:media'
1.263443 O        b'+1:lemma:coli'
1.263443 O        b'+1:word:coli'
1.250972 O        b'+1:postag:NNP'
1.245150 O        b'-2:lemma:medium'
1.244088 Air      b'-2:lemma:fnr'
1.243712 Supp     b'-1:lemma:+'
1.243712 Supp     b'-1:word:+'
1.227729 Supp     b'+2:lemma:-lrb-'
1.222652 Gtype    b'lemma:\xe2\x88\x86'
1.222652 Gtype    b'word:\xe2\x88\x86'
1.221700 O        b'-2:lemma:250'
1.215831 Air      b'-2:lemma:cm20'
1.211255 Temp     b'-1:lemma:\xcf\x8332'
1.211255 Temp     b'-1:word:\xcf\x8332'
1.210292 O        b'lemma::'
1.210292 O        b'word::'
1.202575 Temp     b'lemma:43'
1.202575 Temp     b'word:43'
1.199488 Gtype    b'-1:lemma:nsrr'
1.199488 Gtype    b'+1:lemma:flagtag'
1.199488 Gtype    b'-1:word:NsrR'
1.199488 Gtype    b'+1:word:Flagtag'
1.196926 Temp     b'lemma:37'
1.196926 Temp     b'word:37'
1.195398 O        b'-1:lemma:mg1655'
1.195398 O        b'-1:word:MG1655'
1.194788 OD       b'+1:postag:IN'
1.191511 Supp     b'+1:lemma:1'
1.191511 Supp     b'+1:word:1'
1.191027 O        b'word:C'
1.190866 Gversion b'lemma:u00096'
1.190866 Gversion b'+1:lemma:.2'
1.190866 Gversion b'word:U00096'
1.190866 Gversion b'+1:word:.2'
1.188702 Supp     b'lemma:glucose'
1.188702 Supp     b'word:glucose'
1.186913 O        b'lemma:harbor'
1.186913 O        b'word:harboring'
1.180700 Med      b'lemma:minimal'
1.180700 Med      b'word:minimal'
1.173851 O        b'lemma:rep2'
1.173851 O        b'word:rep2'
1.173851 O        b'lemma:rep1'
1.173851 O        b'word:rep1'
1.173687 O        b'symb'
1.169553 O        b'lemma:ml'
1.163950 Gtype    b'+2:lemma:glucose'
1.155540 O        b'+1:ner:MED'
1.144986 Gtype    b'hUpper'
1.142301 Supp     b'-2:postag:VBG'
1.138607 Temp     b'-1:lemma:37'
1.138607 Temp     b'-1:word:37'
1.136152 O        b'lemma:genotype/variation'
1.136152 O        b'word:genotype/variation'
1.135084 Phase    b'-2:lemma:until'
1.134606 O        b'-1:lemma:glucose'
1.134606 O        b'-1:word:glucose'
1.121228 Med      b'isUpper'
1.113623 Technique b'-1:lemma:_'
1.113623 Technique b'-1:word:_'
1.112884 Med      b'+1:lemma:0.4'
1.112884 Med      b'+1:word:0.4'
1.095071 Supp     b'+1:lemma:2'
1.095071 Supp     b'+1:word:2'
1.091576 Gtype    b'-1:postag:VBG'
1.082415 Anti     b'+1:lemma:antibody'
1.082415 Anti     b'+1:word:antibody'
1.079192 O        b'+2:lemma:fructose'
1.074295 O        b'+1:lemma:fnr-8myc'
1.074295 O        b'+1:word:Fnr-8myc'
1.074216 Anti     b'+2:lemma:antibody'
1.070065 Supp     b'-2:lemma:pahse'
1.069794 Gtype    b'-2:postag:JJ'
1.067683 Supp     b'lemma:fructose'
1.067683 Supp     b'word:fructose'
1.066428 Temp     b'+2:postag:DT'
1.065968 O        b'-2:lemma:~'
1.060661 OD       b'+2:lemma:0.3'
1.054701 Technique b'-2:postag:NNP'
1.040244 Gtype    b'lemma:arca8myc'
1.040244 Gtype    b'word:ArcA8myc'
1.040244 Gtype    b'-2:lemma:chip-arca'
1.030172 Supp     b'-1:lemma:with'
1.030172 Supp     b'-1:word:with'
1.028991 Supp     b'-1:postag:IN'
1.028697 OD       b'-1:postag:IN'
1.024663 O        b'+1:word:were'
1.023833 Air      b'+2:lemma:%'
1.017558 Temp     b'-2:lemma:\xcf\x8332'
1.014245 OD       b'+1:lemma:of'
1.014245 OD       b'+1:word:of'
1.013552 Gtype    b'+2:postag::'
1.008215 Supp     b'-2:lemma:induce'
0.991203 O        b'+2:ner:_'
0.987677 Gversion b'lemma:000913'
0.987677 Gversion b'word:000913'
0.987677 Gversion b'-2:lemma:nc'
0.983378 O        b'lemma:\xcf\x8332'
0.983378 O        b'word:\xcf\x8332'
0.982416 Gtype    b'hLower'
0.981497 Gtype    b'-1:postag:IN'
0.960624 Med      b'+2:lemma:then'
0.947352 Gtype    b'-1:postag:VBP'
0.938441 Med      b'lemma:medium'
0.938441 Med      b'word:medium'
0.938365 O        b'+2:postag:JJ'
0.937796 O        b'+1:lemma:pq'
0.937796 O        b'+1:word:PQ'
0.937126 Supp     b'+2:postag:-LRB-'
0.932612 O        b'-2:lemma:='
0.926594 Gtype    b'+1:word:the'
0.925796 Phase    b'+2:lemma:o.d.'
0.915732 Agit     b'+1:lemma:rpm'
0.915732 Agit     b'+1:word:rpm'
0.913725 Supp     b'-1:lemma:vol'
0.913725 Supp     b'-1:word:vol'
0.913725 Supp     b'-2:lemma:1/100'
0.913725 Supp     b'+2:lemma:1m'
0.908284 Air      b'+1:lemma:%'
0.908284 Air      b'+1:word:%'
0.905550 Gversion b'-1:lemma:nc'
0.905550 Gversion b'+1:lemma:000913'
0.905550 Gversion b'-1:word:NC'
0.905550 Gversion b'+1:word:000913'
0.904527 O        b'-1:ner:_'
0.903710 OD       b'lemma:0.3'
0.903710 OD       b'word:0.3'
0.903057 Temp     b'-2:lemma:keep'
0.902364 Agit     b'lemma:250'
0.902364 Agit     b'word:250'
0.901013 Med      b'+2:lemma:b1'
0.893190 Air      b'-1:lemma:%'
0.893190 Air      b'-1:word:%'
0.893162 Gtype    b'+1:lemma:the'
0.892149 Med      b'-2:lemma:minimal'
0.888114 O        b'isLower'
0.886977 O        b'+1:lemma:rifampicin'
0.886977 O        b'+1:word:rifampicin'
0.885986 Substrain b'lemma:mg1655star'
0.885986 Substrain b'word:MG1655star'
0.876389 Supp     b'-1:lemma:Cra'
0.870729 O        b'-1:lemma:pq'
0.870729 O        b'-1:word:PQ'
0.865547 O        b'lemma:trpr'
0.865547 O        b'word:TrpR'
0.865208 Temp     b'lemma:\xc2\xb0c'
0.865208 Temp     b'word:\xc2\xb0C'
0.856808 Supp     b'lemma:dpd'
0.856808 Supp     b'word:DPD'
0.849752 OD       b'lemma:od600'
0.849752 OD       b'word:OD600'
0.848400 Air      b'lemma:%'
0.848400 Air      b'word:%'
0.848115 Phase    b'isLower'
0.848008 O        b'+1:postag:VBN'
0.847454 O        b'+1:lemma:20'
0.847454 O        b'+1:word:20'
0.847321 O        b'+1:lemma:od600'
0.847321 O        b'+1:word:OD600'
0.846952 Gversion b'postag:NN'
0.843481 O        b'+2:lemma:_'
0.838753 O        b'-1:lemma:-80'
0.838753 O        b'-1:word:-80'
0.836165 Strain   b'+1:lemma:substr'
0.836165 Strain   b'+1:word:substr'
0.836165 Strain   b'-2:lemma:str'
0.833174 Supp     b'-2:lemma:10'
0.828428 Air      b'-1:lemma:co2'
0.828428 Air      b'-1:word:CO2'
0.825357 O        b'lemma:chip-fnr'
0.825357 O        b'word:chip-Fnr'
0.825357 O        b'+2:lemma:fnr8myc'
0.824240 Gtype    b'lemma:deltaseqa'
0.824240 Gtype    b'-1:lemma:old'
0.824240 Gtype    b'word:deltaSeqA'
0.824240 Gtype    b'-1:word:old'
0.824240 Gtype    b'-2:lemma:seqa'
0.821889 Med      b'lemma:lb'
0.821826 O        b'postag:VBD'
0.821361 O        b'lemma:purr'
0.821361 O        b'word:PurR'
0.818780 O        b'lemma:ompr'
0.816039 OD       b'+2:postag:CD'
0.810744 Air      b'lemma:aerobic'
0.808959 O        b'lemma:gadx'
0.808532 Supp     b'-1:lemma:_'
0.808532 Supp     b'-1:word:_'
0.807545 O        b'+1:lemma:0.2'
0.807545 O        b'+1:word:0.2'
0.807000 Gtype    b'-2:lemma:ecolus'
0.796448 O        b'+1:ner:_'
0.787437 Air      b'-2:lemma:nh4cl'
0.779559 Supp     b'postag:NN'
0.777119 O        b'-1:word:WT'
0.775699 Gtype    b'+2:postag:NN'
0.775553 O        b'-1:lemma:wt'
0.775206 Temp     b'-1:lemma:43'
0.775206 Temp     b'-1:word:43'
0.773473 O        b'-1:lemma:nacl'
0.773473 O        b'-1:word:NaCl'
0.769747 O        b'-1:lemma:min'
0.769747 O        b'-1:word:min'
0.765353 Gversion b'-2:lemma:genome'
0.761244 Gtype    b'-2:lemma:the'
0.758132 Gversion b'lemma:.2'
0.758132 Gversion b'-1:lemma:u00096'
0.758132 Gversion b'word:.2'
0.758132 Gversion b'-1:word:U00096'
0.746135 O        b'lemma:-lrb-'
0.746135 O        b'word:-LRB-'
0.743219 Air      b'-2:lemma:0.3'
0.743054 Air      b'-1:lemma:_'
0.743054 Air      b'-1:word:_'
0.735209 Supp     b'lemma:rifampicin'
0.735209 Supp     b'word:rifampicin'
0.733778 Gtype    b'-1:lemma:rpob'
0.733778 Gtype    b'-1:word:RpoB'
0.733157 O        b'-2:lemma:co2'
0.732077 Med      b'-1:postag:JJ'
0.731911 Phase    b'lemma:phase'
0.731911 Phase    b'word:phase'
0.725249 O        b'lemma:chip-arca'
0.725249 O        b'word:chip-ArcA'
0.725249 O        b'+2:lemma:arca8myc'
0.724677 Supp     b'-2:lemma:purr'
0.721982 O        b'-2:lemma:min'
0.721131 Gtype    b'+2:lemma::'
0.717108 Supp     b'lemma:glutamine'
0.717108 Supp     b'-1:lemma:2g/l'
0.717108 Supp     b'word:glutamine'
0.717108 Supp     b'-1:word:2g/L'
0.715279 Gtype    b'+1:ner:GEN'
0.708148 OD       b'lemma:of'
0.708148 OD       b'word:of'
0.706811 O        b'lemma:CEL'
0.706811 O        b'word:CEL'
0.706692 OD       b'postag:IN'
0.703639 Supp     b'+2:lemma:feso4'
0.702063 Supp     b'lemma:20'
0.702063 Supp     b'word:20'
0.701241 O        b'-1:word:ChIP-exo'
0.698428 Substrain b'+2:lemma::'
0.698232 Agit     b'+2:lemma:at'
0.694759 O        b'lemma:,'
0.694759 O        b'postag:,'
0.694759 O        b'word:,'
0.693400 Med      b'-2:lemma:fresh'
0.691883 Gtype    b'+2:ner:SUPP'
0.687790 OD       b'lemma:od450'
0.687790 OD       b'word:OD450'
0.687790 OD       b'-1:word:At'
0.683544 Gtype    b'lemma:\xce\xb4fur'
0.683544 Gtype    b'word:\xce\x94fur'
0.683075 Air      b'+2:lemma:37'
0.679567 Med      b'+1:lemma:2.0'
0.679567 Med      b'+1:word:2.0'
0.679220 Med      b'+1:lemma:-lrb-'
0.679220 Med      b'+1:word:-LRB-'
0.676891 Supp     b'+2:lemma:add'
0.675791 Air      b'-2:postag:CD'
0.672200 Gtype    b'lemma:nsrr'
0.672200 Gtype    b'word:NsrR'
0.672200 Gtype    b'+2:lemma:flagtag'
0.670218 Med      b'+1:postag:-LRB-'
0.667197 O        b'+2:lemma:wt'
0.663106 O        b'-1:lemma:l1'
0.663106 O        b'-1:word:L1'
0.661150 pH       b'lemma:5.5'
0.661150 pH       b'word:5.5'
0.660227 O        b'+1:lemma:\xe2\x88\x86'
0.660227 O        b'+1:word:\xe2\x88\x86'
0.659524 Anti     b'postag:NN'
0.656767 Supp     b'+2:lemma:be'
0.651085 Vess     b'-1:postag:VBN'
0.649328 Temp     b'-2:postag:VBD'
0.647810 OD       b'postag:CD'
0.646226 O        b'hLower'
0.638461 Gtype    b'+1:lemma:_'
0.638461 Gtype    b'+1:word:_'
0.637835 Supp     b'+2:postag:IN'
0.637139 O        b'+2:lemma:constant'
0.631682 Supp     b'-2:lemma:agent'
0.627150 O        b'lemma:affyexp'
0.627150 O        b'word:affyexp'
0.617215 Supp     b'-1:word:OmpR'
0.617188 Technique b'lemma:ChIP-Seq'
0.614894 Technique b'-1:lemma:IP'
0.614894 Technique b'-1:word:IP'
0.611580 Technique b'-2:lemma:Fur'
0.609228 O        b'lemma:-rrb-'
0.609228 O        b'word:-RRB-'
0.608424 Supp     b'lemma:Fe'
0.608424 Supp     b'word:Fe'
0.608211 O        b'lemma:0.4'
0.608211 O        b'word:0.4'
0.606579 Vess     b'+1:lemma:at'
0.606579 Vess     b'+1:word:at'
0.605641 O        b'-2:ner:_'
0.605200 Gversion b'postag:CD'
0.602660 O        b'lemma:for'
0.602284 Gtype    b'word:the'
0.602097 Gtype    b'+1:lemma:with'
0.602097 Gtype    b'+1:word:with'
0.599789 Med      b'postag:NNP'
0.598563 Med      b'-1:lemma:minimal'
0.598563 Med      b'-1:word:minimal'


Top negative:
-0.000001 Temp     b'-1:lemma:at'
-0.000003 Supp     b'-2:lemma:-lrb-'
-0.000005 Temp     b'+2:postag:IN'
-0.000006 O        b'-1:postag:-RRB-'
-0.000006 O        b'+2:lemma:nitrate'
-0.000008 O        b'-2:lemma:0.1'
-0.000008 O        b'-1:lemma:contain'
-0.000008 O        b'-1:word:containing'
-0.000010 Gversion b'hUpper'
-0.000010 Gversion b'-2:postag:NN'
-0.000013 Temp     b'+1:postag:IN'
-0.000014 O        b'lemma:mg/ml'
-0.000014 O        b'-1:lemma:150'
-0.000014 O        b'word:mg/mL'
-0.000014 O        b'-1:word:150'
-0.000018 O        b'+2:lemma:genome'
-0.000020 Air      b'-1:lemma:aerobically'
-0.000020 Air      b'-1:word:aerobically'
-0.000031 O        b'+1:lemma:antibody'
-0.000031 O        b'+1:word:antibody'
-0.000037 O        b'+1:lemma:nitrate'
-0.000037 O        b'+1:word:nitrate'
-0.000038 Temp     b'-1:postag:IN'
-0.000052 O        b'-2:lemma:nitrate'
-0.000072 Supp     b'+2:lemma:dpd'
-0.000075 OD       b'+2:lemma:and'
-0.000093 O        b'-1:ner:GEN'
-0.000101 Gtype    b'-1:lemma::'
-0.000101 Gtype    b'-1:word::'
-0.000134 Supp     b'+2:ner:SUPP'
-0.000139 O        b'-1:lemma:with'
-0.000139 O        b'-1:word:with'
-0.000144 O        b'+2:lemma::'
-0.000171 O        b'+1:lemma:sample'
-0.000171 O        b'+1:lemma:95'
-0.000171 O        b'+1:word:95'
-0.000231 Air      b'+1:lemma:70'
-0.000231 Air      b'+1:word:70'
-0.000234 Temp     b'hUpper'
-0.000261 Gtype    b'-1:lemma:,'
-0.000261 Gtype    b'-1:postag:,'
-0.000261 Gtype    b'-1:word:,'
-0.000315 Gtype    b'-1:postag::'
-0.000402 Strain   b'+2:ner:_'
-0.000485 O        b'+1:lemma:medium'
-0.000485 O        b'+1:word:medium'
-0.000632 OD       b'+2:postag:NN'
-0.000684 O        b'word:WT'
-0.000685 O        b'+1:postag:NNS'
-0.000770 O        b'-2:postag:IN'
-0.000806 O        b'-2:lemma:25'
-0.000916 O        b'lemma:wt'
-0.000919 OD       b'isNumber'
-0.001005 Air      b'+1:lemma:-rrb-'
-0.001005 Air      b'+1:word:-RRB-'
-0.001010 O        b'+1:lemma:10'
-0.001010 O        b'+1:word:10'
-0.001130 O        b'-1:lemma:final'
-0.001130 O        b'-1:word:final'
-0.001205 Med      b'-1:lemma:m63'
-0.001205 Med      b'-1:word:M63'
-0.001253 O        b'lemma:o2'
-0.001253 O        b'word:O2'
-0.001326 OD       b'+2:postag:CC'
-0.001530 O        b'+1:lemma:7.6'
-0.001530 O        b'+1:word:7.6'
-0.001530 O        b'-2:lemma:1m'
-0.001530 O        b'+2:lemma:;'
-0.001601 Supp     b'-1:lemma:;'
-0.001601 Supp     b'-1:word:;'
-0.001601 Supp     b'-2:lemma:7.6'
-0.001653 Air      b'-1:lemma:grow'
-0.001653 Air      b'-1:word:grown'
-0.001674 Med      b'-1:postag:IN'
-0.001696 Temp     b'-2:postag:IN'
-0.001848 O        b'+1:lemma:a'
-0.001864 Supp     b'hLower'
-0.001925 O        b'+1:lemma:0.4'
-0.001925 O        b'+1:word:0.4'
-0.001966 Air      b'+2:lemma:70'
-0.001977 Phase    b'-1:ner:_'
-0.002099 O        b'+2:lemma:~'
-0.002103 Air      b'-2:lemma:be'
-0.002112 Air      b'-2:postag:VBD'
-0.002171 O        b'-1:word:to'
-0.002209 O        b'+1:lemma:300'
-0.002209 O        b'+1:word:300'
-0.002217 Gtype    b'-1:postag:JJ'
-0.002227 Temp     b'-2:ner:_'
-0.002275 OD       b'isLower'
-0.002583 Supp     b'-2:lemma:,'
-0.002583 Supp     b'-2:postag:,'
-0.002833 O        b'-1:lemma:.'
-0.002833 O        b'-1:postag:.'
-0.002833 O        b'-1:word:.'
-0.002847 Supp     b'+2:postag:NNP'
-0.003238 O        b'-1:lemma:iptg'
-0.003238 O        b'-1:word:IPTG'
-0.003362 O        b'+2:lemma:total'
-0.003850 O        b'lemma:medium'
-0.003850 O        b'word:medium'
-0.003866 O        b'-1:postag:JJ'
-0.004034 O        b'lemma:1m'
-0.004034 O        b'word:1M'
-0.004096 Med      b'postag:CD'
-0.004238 O        b'lemma:co2'
-0.004238 O        b'word:CO2'
-0.004658 O        b'+2:postag:IN'
-0.004892 Supp     b'isLower'
-0.005222 Air      b'lemma:70'
-0.005222 Air      b'word:70'
-0.005368 Supp     b'+2:lemma:.'
-0.005368 Supp     b'+2:postag:.'
-0.005404 Med      b'-2:ner:MED'
-0.005671 Strain   b'+1:ner:_'
-0.005758 Supp     b'postag:IN'
-0.006361 OD       b'+1:ner:_'
-0.006464 Air      b'+1:lemma:and'
-0.006464 Air      b'+1:word:and'
-0.006767 Air      b'+1:postag:-RRB-'
-0.006856 O        b'+1:lemma:~'
-0.006856 O        b'+1:word:~'
-0.007180 Supp     b'+1:ner:SUPP'
-0.007395 Supp     b'-2:lemma:0.2'
-0.007596 Air      b'-1:postag:VBN'
-0.007674 O        b'+1:lemma:media'
-0.007674 O        b'+1:word:media'
-0.008236 Air      b'+2:lemma:or'
-0.008269 OD       b'-1:ner:_'
-0.009800 Technique b'postag:NN'
-0.010870 Supp     b'lemma:um'
-0.010870 Supp     b'word:uM'
-0.010870 Supp     b'+2:lemma:paraquat'
-0.011673 Temp     b'postag:NN'
-0.011789 O        b'+2:lemma:fnr'
-0.011811 Gtype    b'postag:NNP'
-0.013323 Med      b'-2:lemma:m9'
-0.013747 O        b'+2:postag::'
-0.014078 Supp     b'-1:postag:NN'
-0.015064 O        b'+1:lemma:mm'
-0.015064 O        b'+1:word:mM'
-0.015064 O        b'+1:ner:KWSUPP'
-0.016334 Med      b'-2:postag:VBN'
-0.017637 Gtype    b'postag:NN'
-0.019135 O        b'-1:lemma:g/l'
-0.019135 O        b'-1:word:g/L'
-0.019296 O        b'-2:lemma:-rrb-'
-0.020206 Supp     b'lemma:mm'
-0.020206 Supp     b'word:mM'
-0.020206 Supp     b'-1:ner:KWSUPP'
-0.022273 O        b'-2:postag:-RRB-'
-0.022385 O        b'-1:ner:MED'
-0.023957 O        b'-1:lemma:mm'
-0.023957 O        b'-1:word:mM'
-0.024139 Supp     b'-2:postag:-LRB-'
-0.024283 Anti     b'+1:ner:_'
-0.025442 Air      b'lemma:,'
-0.025442 Air      b'postag:,'
-0.025442 Air      b'word:,'
-0.025794 O        b'+2:lemma:b'
-0.027008 OD       b'-2:postag:DT'
-0.027236 O        b'lemma:;'
-0.027236 O        b'-1:lemma:7.6'
-0.027236 O        b'word:;'
-0.027236 O        b'-1:word:7.6'
-0.028626 Supp     b'-1:lemma:%'
-0.028626 Supp     b'-1:word:%'
-0.029422 O        b'word:LB'
-0.029995 Supp     b'isUpper'
-0.030042 O        b'+2:postag:DT'
-0.030870 O        b'-1:lemma:~'
-0.030870 O        b'-1:word:~'
-0.032027 Supp     b'+2:lemma:final'
-0.032469 OD       b'-2:lemma:a'
-0.033247 Temp     b'symb'
-0.033848 O        b'lemma:150'
-0.033848 O        b'+1:lemma:mg/ml'
-0.033848 O        b'word:150'
-0.033848 O        b'+1:word:mg/mL'
-0.033848 O        b'-2:lemma:concentration'
-0.034269 Temp     b'-2:postag:JJ'
-0.034930 Technique b'-1:lemma::'
-0.034930 Technique b'-1:word::'
-0.035276 O        b'+1:word:a'
-0.035591 Supp     b'lemma:vol'
-0.035591 Supp     b'-1:lemma:1/100'
-0.035591 Supp     b'word:vol'
-0.035591 Supp     b'-1:word:1/100'
-0.036243 O        b'+1:lemma:+'
-0.036243 O        b'+1:word:+'
-0.039231 O        b'-2:lemma:of'
-0.040236 Air      b'-2:lemma:and'
-0.040866 Supp     b'-1:lemma:250'
-0.040866 Supp     b'-1:word:250'
-0.042407 Temp     b'postag:CD'
-0.042746 O        b'+2:lemma:media'
-0.043598 Air      b'-2:postag:-RRB-'
-0.044164 Air      b'-2:lemma:-rrb-'
-0.045567 Air      b'-1:lemma:n2'
-0.045567 Air      b'-1:word:N2'
-0.045724 Supp     b'-2:lemma:.'
-0.045724 Supp     b'-2:postag:.'
-0.045789 Gtype    b'-1:postag:NN'
-0.045957 O        b'-1:lemma:37'
-0.045957 O        b'-1:word:37'
-0.046374 Gtype    b'+1:lemma:and'
-0.046374 Gtype    b'+1:word:and'
-0.047326 O        b'+1:lemma:5'
-0.047326 O        b'+1:word:5'
-0.047563 Supp     b'+1:lemma:final'
-0.047563 Supp     b'+1:word:final'
-0.048410 O        b'lemma:nh4cl'
-0.050678 Supp     b'-2:lemma:;'
-0.053728 Phase    b'+2:ner:_'
-0.053893 Supp     b'+2:lemma:-rrb-'
-0.054784 Supp     b'+2:postag:NN'
-0.055814 O        b'-2:lemma:and'
-0.056696 Air      b'-2:postag:CC'
-0.057826 O        b'+1:lemma:be'
-0.058612 O        b'-1:lemma:-lrb-'
-0.058612 O        b'-1:word:-LRB-'
-0.059319 Air      b'-1:lemma:70'
-0.059319 Air      b'-1:word:70'
-0.060494 O        b'-1:lemma:sodium'
-0.060494 O        b'-1:word:Sodium'
-0.060494 O        b'+2:lemma:1/100'
-0.061361 Supp     b'+1:lemma:-rrb-'
-0.061361 Supp     b'+1:word:-RRB-'
-0.065548 Gtype    b'+1:ner:_'
-0.066602 Supp     b'-2:postag:NN'
-0.067555 O        b'+1:lemma:.'
-0.067555 O        b'+1:postag:.'
-0.067555 O        b'+1:word:.'
-0.070560 O        b'+1:lemma:of'
-0.070560 O        b'+1:word:of'
-0.072029 Temp     b'-2:postag:CD'
-0.074550 Phase    b'-2:postag:NN'
-0.074995 Temp     b'+1:lemma:with'
-0.074995 Temp     b'+1:word:with'
-0.075890 O        b'-2:lemma:nh4cl'
-0.076019 Supp     b'lemma:1'
-0.076019 Supp     b'word:1'
-0.078229 O        b'-2:postag:DT'
-0.079303 O        b'postag:JJ'
-0.079375 Phase    b'+1:ner:_'
-0.079397 Air      b'-2:lemma:70'
-0.082974 O        b'lemma:ph'
-0.082974 O        b'word:pH'
-0.083025 O        b'+2:lemma:the'
-0.084815 O        b'-1:lemma:of'
-0.084815 O        b'-1:word:of'
-0.085496 O        b'-1:lemma:dissolve'
-0.085496 O        b'+1:lemma:methanol'
-0.085496 O        b'-1:word:dissolved'
-0.085496 O        b'+1:word:methanol'
-0.086101 O        b'-2:lemma:-lrb-'
-0.086776 O        b'lemma:od600'
-0.086776 O        b'word:OD600'
-0.088821 O        b'lemma:7.6'
-0.088821 O        b'+1:lemma:;'
-0.088821 O        b'word:7.6'
-0.088821 O        b'+1:word:;'
-0.089817 Gtype    b'+1:postag:CC'
-0.091117 Air      b'-1:postag:CC'
-0.092714 Gtype    b'isUpper'
-0.093077 OD       b'isUpper'
-0.095181 O        b'+2:lemma:sample'
-0.096562 Supp     b'postag:CC'
-0.096728 Supp     b'+2:postag:-RRB-'
-0.101850 Air      b'+1:postag:NN'
-0.103942 O        b'-2:lemma:genome'
-0.107103 Technique b'-2:ner:_'
-0.107145 Technique b'-2:postag:NN'
-0.107932 Temp     b'+2:lemma:with'
-0.108212 OD       b'+2:lemma:2.0'
-0.108863 O        b'+1:lemma:-rrb-'
-0.108863 O        b'+1:word:-RRB-'
-0.112129 OD       b'symb'
-0.117033 Supp     b'+1:lemma:nacl'
-0.117033 Supp     b'+1:word:NaCl'
-0.122047 O        b'+1:lemma:%'
-0.122047 O        b'+1:word:%'
-0.127519 Supp     b'+1:postag:-RRB-'
-0.129492 Gtype    b'+1:lemma:,'
-0.129492 Gtype    b'+1:postag:,'
-0.129492 Gtype    b'+1:word:,'
-0.130561 Gversion b'hLower'
-0.131519 O        b'-1:postag:DT'
-0.132848 Supp     b'-2:ner:_'
-0.134122 O        b'-1:lemma:until'
-0.134122 O        b'-1:word:until'
-0.138239 Supp     b'+2:lemma:glucose'
-0.140190 Air      b'+2:postag:IN'
-0.142693 O        b'-1:lemma:1m'
-0.142693 O        b'-1:word:1M'
-0.142693 O        b'+2:lemma:7.6'
-0.143478 Air      b'-2:lemma:n2'
-0.146404 O        b'-2:lemma:for'
-0.147758 O        b'+2:lemma:m9'
-0.147764 pH       b'+2:ner:_'
-0.149245 Supp     b'-2:lemma:with'
-0.151986 O        b'+2:postag:CD'
-0.152314 OD       b'-2:ner:_'
-0.152362 O        b'-1:postag:IN'
-0.156051 O        b'-2:lemma:20'
-0.160655 O        b'-1:lemma:1'
-0.160655 O        b'-1:word:1'
-0.161808 Supp     b'-1:lemma:.'
-0.161808 Supp     b'-1:postag:.'
-0.161808 Supp     b'-1:word:.'
-0.162437 O        b'-2:lemma:supplement'
-0.169058 O        b'+1:lemma:until'
-0.169058 O        b'+1:word:until'
-0.170043 Supp     b'lemma:10'
-0.170043 Supp     b'word:10'
-0.172489 O        b'+1:lemma:-lrb-'
-0.172489 O        b'+1:word:-LRB-'
-0.173033 O        b'-1:lemma:rna'
-0.173033 O        b'-1:word:RNA'
-0.177573 O        b'-2:lemma:o2'
-0.183148 O        b'lemma:fecl2'
-0.183148 O        b'word:FeCl2'
-0.187018 Gversion b'-1:postag:NN'
-0.187599 Supp     b'-1:lemma:-lrb-'
-0.187599 Supp     b'-1:word:-LRB-'
-0.188429 O        b'+2:lemma:10'
-0.189455 O        b'-2:lemma:g/l'
-0.190294 O        b'-2:postag:-LRB-'
-0.190701 O        b'+2:lemma:at'
-0.192665 Supp     b'+2:lemma:and'
-0.193975 Air      b'+2:postag:NN'
-0.196280 O        b'+1:lemma:_'
-0.196280 O        b'+1:word:_'
-0.197353 O        b'-2:lemma:minimal'
-0.202512 O        b'-1:ner:SUPP'
-0.205200 Strain   b'hLower'
-0.208148 O        b'-2:lemma:to'
-0.208148 O        b'-2:postag:TO'
-0.210581 O        b'+1:postag:CD'
-0.211579 O        b'-1:lemma:mid-log'
-0.211579 O        b'-1:word:mid-log'
-0.213054 Supp     b'-1:postag:-LRB-'
-0.220560 Air      b'isLower'
-0.224013 O        b'+1:word:hours'
-0.225252 Supp     b'+1:lemma:rifampicin'
-0.225252 Supp     b'+1:word:rifampicin'
-0.225477 Gtype    b'isLower'
-0.229632 O        b'+1:word:was'
-0.231729 Technique b'-1:postag::'
-0.238456 O        b'postag:NN'
-0.238781 Med      b'+1:ner:MED'
-0.240718 Air      b'postag:CD'
-0.241303 O        b'+2:lemma:co2'
-0.241987 Air      b'isUpper'
-0.243983 O        b'+1:postag:-RRB-'
-0.251166 O        b'-1:lemma:minimal'
-0.251166 O        b'-1:word:minimal'
-0.252172 Med      b'hLower'
-0.255107 O        b'-1:lemma:the'
-0.255451 Supp     b'-2:lemma:glucose'
-0.257215 pH       b'isNumber'
-0.261014 O        b'-1:postag:-LRB-'
-0.262382 O        b'+1:lemma:at'
-0.262382 O        b'+1:word:at'
-0.263868 O        b'+2:lemma:-rrb-'
-0.264766 O        b'+1:postag:DT'
-0.265636 Anti     b'postag:NNP'
-0.266766 O        b'+1:lemma:g/l'
-0.266766 O        b'+1:word:g/L'
-0.267816 O        b'-2:postag::'
-0.270888 O        b'+2:lemma:add'
-0.277119 Supp     b'isNumber'
-0.279964 Supp     b'hGreek'
-0.280346 O        b'lemma:sample'
-0.283855 Supp     b'+1:lemma:,'
-0.283855 Supp     b'+1:postag:,'
-0.283855 Supp     b'+1:word:,'
-0.287683 O        b'-1:lemma:ph'
-0.287683 O        b'-1:word:pH'
-0.295316 O        b'-2:lemma:fresh'
-0.299670 O        b'lemma:20'
-0.299670 O        b'word:20'
-0.300973 O        b'-2:lemma:IP'
-0.319087 O        b'lemma:37'
-0.319087 O        b'word:37'
-0.332167 Med      b'+1:postag:IN'
-0.342946 O        b'+2:lemma:mid-log'
-0.351393 Supp     b'lemma:2'
-0.351393 Supp     b'word:2'
-0.360307 O        b'lemma:rifampicin'
-0.360307 O        b'word:rifampicin'
-0.370775 O        b'+1:postag:-LRB-'
-0.382511 O        b'-1:word:the'
-0.388091 O        b'+1:lemma:in'
-0.388091 O        b'+1:word:in'
-0.395979 O        b'+1:lemma:1m'
-0.395979 O        b'+1:word:1M'
-0.395979 O        b'-2:lemma:vol'
-0.396284 Gtype    b'+1:lemma:\xe2\x88\x86'
-0.396284 Gtype    b'+1:word:\xe2\x88\x86'
-0.398239 O        b'+1:lemma:supplement'
-0.398239 O        b'+1:word:supplemented'
-0.403624 O        b'+2:lemma:in'
-0.405515 Anti     b'+2:ner:_'
-0.417699 Gtype    b'symb'
-0.424091 Supp     b'+1:lemma:-lrb-'
-0.424091 Supp     b'+1:word:-LRB-'
-0.428883 O        b'-2:lemma:until'
-0.430805 Med      b'+1:postag:NN'
-0.436293 Vess     b'hUpper'
-0.440304 O        b'-2:lemma:rifampicin'
-0.440337 Gversion b'isLower'
-0.443227 O        b'-2:lemma:media'
-0.444341 Agit     b'hUpper'
-0.459674 Supp     b'+1:postag:-LRB-'
-0.466907 O        b'lemma:minimal'
-0.466907 O        b'word:minimal'
-0.472455 Med      b'-1:postag:NN'
-0.484273 O        b'-1:lemma:co2'
-0.484273 O        b'-1:word:CO2'
-0.487012 O        b'+2:postag:-RRB-'
-0.490100 O        b'lemma:mid-log'
-0.490100 O        b'word:mid-log'
-0.490260 Anti     b'hUpper'
-0.497975 OD       b'hLower'
-0.505235 Gtype    b'+1:postag:JJ'
-0.518266 O        b'lemma:of'
-0.518266 O        b'word:of'
-0.529309 O        b'+2:postag:RB'
-0.540412 O        b'+2:lemma:.'
-0.540412 O        b'+2:postag:.'
-0.540639 O        b'-1:lemma:30'
-0.540639 O        b'-1:word:30'
-0.540992 O        b'+1:postag:IN'
-0.552868 O        b'-2:lemma:pahse'
-0.573439 Strain   b'symb'
-0.588589 O        b'lemma:0.3'
-0.588589 O        b'word:0.3'
-0.603976 O        b'-2:lemma:dpd'
-0.610265 Supp     b'-1:postag:NNP'
-0.643016 Anti     b'isUpper'
-0.651890 O        b'postag:RB'
-0.667395 O        b'-1:lemma:vol'
-0.667395 O        b'-1:word:vol'
-0.667395 O        b'-2:lemma:1/100'
-0.667395 O        b'+2:lemma:1m'
-0.695182 O        b'-1:lemma:2'
-0.695182 O        b'-1:word:2'
-0.710197 Supp     b'+2:postag:CC'
-0.716028 O        b'-1:lemma:sample'
-0.717122 O        b'-2:ner:SUPP'
-0.748104 pH       b'symb'
-0.749983 O        b'-2:lemma:rpob'
-0.757532 O        b'+2:lemma:anaerobically'
-0.772467 Gtype    b'isNumber'
-0.801773 Temp     b'hLower'
-0.825618 OD       b'hUpper'
-0.834674 O        b'lemma:media'
-0.834674 O        b'word:media'
-0.855935 O        b'-2:lemma::'
-0.857164 O        b'lemma:30'
-0.857164 O        b'word:30'
-0.864093 Supp     b'+2:lemma:fructose'
-0.877656 Technique b'+1:ner:_'
-0.920738 Phase    b'postag:JJ'
-0.931876 O        b'-2:lemma:aerobically'
-0.950412 O        b'lemma:aerobically'
-0.950412 O        b'word:aerobically'
-0.994157 Gtype    b'-2:postag:CD'
-1.057555 Air      b'postag:NN'
-1.082381 O        b'+1:lemma:1'
-1.082381 O        b'+1:word:1'
-1.116513 Med      b'+2:postag:VBN'
-1.125310 Med      b'-1:ner:_'
-1.128896 O        b'-2:postag:VBG'
-1.170572 O        b'-2:ner:TF'
-1.172613 O        b'+1:lemma:2'
-1.172613 O        b'+1:word:2'
-1.179896 Supp     b'postag:JJ'
-1.204156 O        b'-1:postag::'
-1.262039 Supp     b'+2:postag:CD'
-1.269220 O        b'-2:lemma:iptg'
-1.298157 OD       b'+1:postag:NN'
-1.315602 O        b'+2:lemma:+'
-1.321856 O        b'-2:lemma:the'
-1.341276 Phase    b'symb'
-1.407984 Gtype    b'-2:lemma:\xe2\x88\x86'
-1.415901 O        b'+2:lemma:rifampicin'
-1.467457 Phase    b'-1:postag:JJ'
-1.636489 O        b'-2:lemma:0.3'
-1.718034 Supp     b'+2:lemma:1'
-1.781646 Supp     b'+2:lemma:2'
-1.922586 O        b'-1:lemma::'
-1.922586 O        b'-1:word::'
-2.049499 Phase    b'hUpper'
-2.302394 O        b'+2:lemma:iptg'
-2.306530 O        b'-1:lemma:_'
-2.306530 O        b'-1:word:_'
-2.358986 OD       b'+2:lemma:aerobically'
-2.739084 Technique b'symb'