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

best params:{'c1': 0.34900191140810444, 'c2': 0.005184810849234618}
best CV score:0.8214198138509978
model size: 0.08M

Flat F1: 0.8079503783903748
             precision    recall  f1-score   support

         OD      0.913     1.000     0.955        21
         pH      1.000     1.000     1.000        10
  Technique      1.000     1.000     1.000        33
        Med      1.000     0.786     0.880        56
       Temp      0.857     0.800     0.828        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      0.605     0.591     0.598        88
       Anti      0.923     0.923     0.923        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.821     0.821     0.821        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.869     0.831     0.850       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.838     0.785     0.808       484


Top likely transitions:
Temp   -> Temp    5.325138
OD     -> OD      5.284633
Gtype  -> Gtype   5.281628
Supp   -> Supp    5.260366
Anti   -> Anti    5.164223
Med    -> Med     5.156222
Air    -> Air     4.695253
Technique -> Technique 4.236917
Gversion -> Gversion 4.218111
O      -> O       3.996984
Phase  -> Phase   3.093252
pH     -> pH      2.758983
Gtype  -> Supp    1.842371
Agit   -> Agit    1.663227
O      -> Gtype   1.556516
Substrain -> Gtype   1.443477
O      -> Supp    1.317478
O      -> Technique 1.100643
Air    -> O       0.949412
Technique -> Air     0.466450
Supp   -> O       0.394329
Gtype  -> pH      0.303597
Temp   -> O       0.254531
Med    -> O       0.167661
O      -> Gversion 0.054090
O      -> Phase   0.002879
O      -> OD      -0.000864
Technique -> O       -0.013988
Technique -> Gtype   -0.032630
Gtype  -> Anti    -0.052542
Phase  -> OD      -0.126102
Supp   -> Med     -0.632046
O      -> Air     -0.643257
Gtype  -> O       -0.728462
Technique -> pH      -0.939589
Substrain -> O       -1.153509
Med    -> Supp    -1.234772


Top unlikely transitions:
Temp   -> Temp    5.325138
OD     -> OD      5.284633
Gtype  -> Gtype   5.281628
Supp   -> Supp    5.260366
Anti   -> Anti    5.164223
Med    -> Med     5.156222
Air    -> Air     4.695253
Technique -> Technique 4.236917
Gversion -> Gversion 4.218111
O      -> O       3.996984
Phase  -> Phase   3.093252
pH     -> pH      2.758983
Gtype  -> Supp    1.842371
Agit   -> Agit    1.663227
O      -> Gtype   1.556516
Substrain -> Gtype   1.443477
O      -> Supp    1.317478
O      -> Technique 1.100643
Air    -> O       0.949412
Technique -> Air     0.466450
Supp   -> O       0.394329
Gtype  -> pH      0.303597
Temp   -> O       0.254531
Med    -> O       0.167661
O      -> Gversion 0.054090
O      -> Phase   0.002879
O      -> OD      -0.000864
Technique -> O       -0.013988
Technique -> Gtype   -0.032630
Gtype  -> Anti    -0.052542
Phase  -> OD      -0.126102
Supp   -> Med     -0.632046
O      -> Air     -0.643257
Gtype  -> O       -0.728462
Technique -> pH      -0.939589
Substrain -> O       -1.153509
Med    -> Supp    -1.234772


Top positive:
6.601972 Air      b'word:Aerobic'
5.473094 Technique b'word:ChIP-exo'
5.167595 Air      b'lemma:anaerobic'
5.114517 O        b'lemma:_'
5.114517 O        b'word:_'
4.923278 O        b'word:Cra'
4.460648 Technique b'word:ChIP-Seq'
4.414102 Air      b'word:Anaerobic'
4.322475 Technique b'word:ChIPSeq'
4.203653 O        b'postag::'
4.167744 O        b'postag:IN'
4.116989 Gtype    b'lemma:wt'
4.093941 Supp     b'lemma:nh4cl'
3.985256 O        b'postag:VBG'
3.769384 O        b'+1:word:ChIP-Seq'
3.739246 Air      b'postag:RB'
3.738058 Technique b'lemma:rna-seq'
3.675477 Supp     b'-1:word:Cra'
3.657336 Med      b'word:LB'
3.623962 O        b'lemma:chip'
3.540811 Phase    b'lemma:mid-log'
3.540811 Phase    b'word:mid-log'
3.524893 Gtype    b'lemma:type'
3.524893 Gtype    b'word:type'
3.261182 Gtype    b'word:WT'
3.220758 Supp     b'lemma:arginine'
3.195510 Med      b'lemma:MOPS'
3.195510 Med      b'word:MOPS'
3.162079 Supp     b'+1:lemma:\xc2\xb5m'
3.162079 Supp     b'+1:word:\xc2\xb5M'
3.090923 Supp     b'lemma:pq'
3.090923 Supp     b'word:PQ'
2.869815 O        b'-1:lemma:lb'
2.846578 Supp     b'lemma:Iron'
2.846578 Supp     b'word:Iron'
2.846578 Supp     b'+1:word:Deficient'
2.837484 O        b'lemma:-'
2.837484 O        b'word:-'
2.808140 Strain   b'lemma:k-12'
2.808140 Strain   b'word:K-12'
2.704025 O        b'postag:CC'
2.685900 Gversion b'lemma:asm584v2'
2.685900 Gversion b'word:ASM584v2'
2.674964 Agit     b'+1:lemma:rpm'
2.674964 Agit     b'+1:word:rpm'
2.602253 O        b'lemma:1'
2.602253 O        b'word:1'
2.585179 O        b'lemma:2'
2.585179 O        b'word:2'
2.582892 O        b'-1:postag:NNS'
2.570689 O        b'lemma:at'
2.545212 Gtype    b'-1:lemma:\xe2\x88\x86'
2.545212 Gtype    b'-1:word:\xe2\x88\x86'
2.544220 O        b'-1:lemma:tag'
2.526103 O        b'+1:word:were'
2.518021 O        b'lemma:rpob'
2.518021 O        b'word:RpoB'
2.516860 Agit     b'lemma:rpm'
2.516860 Agit     b'word:rpm'
2.511576 O        b'lemma:b'
2.511576 O        b'word:B'
2.421959 Phase    b'lemma:stationary'
2.421959 Phase    b'word:stationary'
2.421959 Phase    b'lemma:exponential'
2.421959 Phase    b'word:exponential'
2.403403 Gtype    b'lemma:\xce\xb4cra'
2.394326 Gtype    b'word:\xce\x94cra'
2.360992 Supp     b'lemma:glucose'
2.360992 Supp     b'word:glucose'
2.355103 O        b'lemma:3'
2.355103 O        b'word:3'
2.350521 O        b'lemma:.'
2.350521 O        b'postag:.'
2.350521 O        b'word:.'
2.313117 Gtype    b'-1:postag:VBG'
2.288820 O        b'word:OmpR'
2.237114 Air      b'lemma:aerobically'
2.237114 Air      b'word:aerobically'
2.170660 Supp     b'+1:word:hours'
2.160959 Gtype    b'lemma:pk4854'
2.160959 Gtype    b'word:PK4854'
2.135628 O        b'-1:word:tag'
2.134422 Gtype    b'+1:lemma:type'
2.134422 Gtype    b'+1:word:type'
2.130477 Supp     b'lemma:2h'
2.130477 Supp     b'-1:lemma:additional'
2.130477 Supp     b'word:2h'
2.130477 Supp     b'-1:word:additional'
2.091583 Gtype    b'lemma:\xce\xb4fur'
2.091583 Gtype    b'word:\xce\x94fur'
2.083925 Temp     b'-1:word:sample'
2.083513 Substrain b'lemma:mg1655'
2.083513 Substrain b'word:MG1655'
2.032893 Temp     b'-1:lemma:sample'
2.028664 Gtype    b'+1:postag::'
2.021531 Supp     b'lemma:rifampicin'
2.021531 Supp     b'word:rifampicin'
2.003483 O        b'word:A'
1.997253 O        b'-1:word:ChIP-exo'
1.977137 pH       b'+1:postag:CD'
1.974737 Air      b'-1:lemma:ChIP-Seq'
1.974737 Air      b'-1:word:ChIP-Seq'
1.952815 Technique b'lemma:rnaseq'
1.952815 Technique b'word:RNASeq'
1.907189 Gtype    b'postag:-RRB-'
1.899075 O        b'-1:word:Anaerobic'
1.898759 O        b'lemma:rep2'
1.898759 O        b'word:rep2'
1.898759 O        b'lemma:rep1'
1.898759 O        b'word:rep1'
1.879361 O        b'+1:postag:RB'
1.870760 O        b'+1:lemma:pq'
1.870760 O        b'+1:word:PQ'
1.844346 Strain   b'+1:lemma:substr'
1.844346 Strain   b'+1:word:substr'
1.834565 OD       b'-1:postag:IN'
1.810477 Gtype    b'lemma:delta-fnr'
1.810477 Gtype    b'word:delta-fnr'
1.805609 Vess     b'lemma:flask'
1.805609 Vess     b'-1:lemma:warm'
1.805609 Vess     b'word:flask'
1.805609 Vess     b'-1:word:warmed'
1.804944 Supp     b'lemma:no3'
1.804944 Supp     b'word:NO3'
1.783009 Anti     b'+1:lemma:antibody'
1.783009 Anti     b'+1:word:antibody'
1.750937 Temp     b'lemma:\xc2\xb0c'
1.750937 Temp     b'word:\xc2\xb0C'
1.735941 Gtype    b'lemma:wild-type'
1.733542 Technique b'lemma:chipseq'
1.712037 O        b'postag:VBN'
1.710855 Med      b'lemma:medium'
1.710855 Med      b'word:medium'
1.708303 Air      b'-1:lemma:-'
1.708303 Air      b'-1:word:-'
1.694466 Gtype    b'postag:-LRB-'
1.683954 Med      b'lemma:media'
1.683954 Med      b'word:media'
1.668773 Phase    b'-1:lemma:mid-log'
1.668773 Phase    b'-1:word:mid-log'
1.663571 Air      b'-1:lemma:co2'
1.663571 Air      b'-1:word:CO2'
1.654031 Air      b'lemma:anaeroibc'
1.654031 Air      b'word:Anaeroibc'
1.650312 Supp     b'-1:postag:CD'
1.645707 O        b'-1:lemma:ChIP-exo'
1.629174 Gversion b'lemma:nc'
1.629174 Gversion b'word:NC'
1.614357 Gtype    b'+1:lemma:ph5'
1.614357 Gtype    b'+1:word:pH5'
1.589508 O        b'lemma:with'
1.589508 O        b'word:with'
1.579825 Gtype    b'-1:lemma:nsrr'
1.579825 Gtype    b'+1:lemma:flagtag'
1.579825 Gtype    b'-1:word:NsrR'
1.579825 Gtype    b'+1:word:Flagtag'
1.543033 O        b'+1:postag:NNP'
1.542053 Gversion b'-1:lemma:nc'
1.542053 Gversion b'+1:lemma:000913'
1.542053 Gversion b'-1:word:NC'
1.542053 Gversion b'+1:word:000913'
1.539793 O        b'-1:lemma:0.3'
1.539793 O        b'-1:word:0.3'
1.535733 Technique b'-1:lemma:chip-exo'
1.526070 Supp     b'lemma:Adenine'
1.526070 Supp     b'word:Adenine'
1.523809 Supp     b'lemma:acetate'
1.523809 Supp     b'word:acetate'
1.517806 Gversion b'lemma:chip-seq'
1.517269 Gtype    b'+1:lemma:pq'
1.517269 Gtype    b'+1:word:PQ'
1.517015 Gtype    b'postag:JJ'
1.513777 Temp     b'+1:lemma:\xc2\xb0c'
1.513777 Temp     b'+1:word:\xc2\xb0C'
1.510026 Gtype    b'lemma:\xe2\x88\x86'
1.510026 Gtype    b'word:\xe2\x88\x86'
1.500679 Supp     b'lemma:Leu'
1.500679 Supp     b'word:Leu'
1.497875 Supp     b'lemma:dpd'
1.497875 Supp     b'word:DPD'
1.491964 O        b'postag:DT'
1.491901 O        b'lemma:\xcf\x8332'
1.491901 O        b'word:\xcf\x8332'
1.473569 O        b'isLower'
1.472149 pH       b'lemma:5.5'
1.472149 pH       b'word:5.5'
1.461991 Supp     b'lemma:nacl'
1.461991 Supp     b'word:NaCl'
1.457371 O        b'+1:lemma:od600'
1.457371 O        b'+1:word:OD600'
1.449750 O        b'+1:word:WT'
1.447335 O        b'lemma:a'
1.439232 Med      b'+1:lemma:0.4'
1.439232 Med      b'+1:word:0.4'
1.437069 Med      b'-1:word:ml'
1.432695 Med      b'-1:lemma:ml'
1.419801 Gtype    b'lemma:\xce\xb4ompr'
1.419801 Gtype    b'word:\xce\x94ompR'
1.417375 O        b'+1:lemma:wt'
1.411544 Supp     b'-1:lemma:with'
1.411544 Supp     b'-1:word:with'
1.407750 Technique b'lemma:ChIP-exo'
1.394149 Gtype    b'lemma:arca8myc'
1.394149 Gtype    b'word:ArcA8myc'
1.369409 O        b'word:C'
1.366991 O        b'+1:lemma:k-12'
1.366991 O        b'+1:word:K-12'
1.359748 Med      b'lemma:minimal'
1.359748 Med      b'word:minimal'
1.349911 O        b'-1:lemma:type'
1.349911 O        b'-1:word:type'
1.349476 Med      b'isUpper'
1.333270 Supp     b'+1:word:was'
1.328340 Gversion b'word:ChIP-Seq'
1.317795 O        b'lemma:culture'
1.313615 Supp     b'-1:lemma:potassium'
1.313615 Supp     b'-1:word:potassium'
1.306430 Supp     b'lemma:iptg'
1.306430 Supp     b'word:IPTG'
1.305871 O        b'+1:lemma:coli'
1.305871 O        b'+1:word:coli'
1.293061 O        b'+1:postag::'
1.287885 O        b'lemma::'
1.287885 O        b'word::'
1.287343 pH       b'lemma:ph5'
1.287343 pH       b'+1:lemma:.5'
1.287343 pH       b'word:pH5'
1.287343 pH       b'+1:word:.5'
1.281800 Supp     b'lemma:Fe'
1.281800 Supp     b'word:Fe'
1.277611 Gtype    b'+1:word:the'
1.276575 Supp     b'+1:lemma:mm'
1.276575 Supp     b'+1:word:mM'
1.272803 OD       b'+1:postag:IN'
1.267489 Gversion b'lemma:000913'
1.267489 Gversion b'word:000913'
1.265731 Gtype    b'lemma:dfnr'
1.265731 Gtype    b'word:dFNR'
1.259206 Supp     b'-1:postag:IN'
1.253281 Gversion b'lemma:u00096'
1.253281 Gversion b'+1:lemma:.2'
1.253281 Gversion b'word:U00096'
1.253281 Gversion b'+1:word:.2'
1.248843 Gtype    b'+1:lemma:the'
1.243442 Anti     b'lemma:seqa'
1.243442 Anti     b'word:SeqA'
1.243018 OD       b'postag:CD'
1.239499 Supp     b'+1:lemma:1'
1.239499 Supp     b'+1:word:1'
1.238667 O        b'-1:lemma:glucose'
1.238667 O        b'-1:word:glucose'
1.232613 pH       b'+1:lemma:5.5'
1.232613 pH       b'+1:word:5.5'
1.230741 Supp     b'-1:lemma:vol'
1.230741 Supp     b'-1:word:vol'
1.216790 Med      b'lemma:m63'
1.216790 Med      b'word:M63'
1.212208 Substrain b'lemma:mg1655star'
1.212208 Substrain b'word:MG1655star'
1.196422 O        b'word:Lrp'
1.195878 O        b'lemma:Cra'
1.185301 O        b'postag:NNS'
1.179512 O        b'+1:postag:VBZ'
1.166789 O        b'postag:VBD'
1.165300 Supp     b'+1:lemma:2'
1.165300 Supp     b'+1:word:2'
1.164978 Substrain b'+1:lemma:phtpg'
1.164978 Substrain b'+1:word:PhtpG'
1.161873 Air      b'postag:JJ'
1.156202 O        b'-1:postag:NNP'
1.154969 Supp     b'-1:lemma:sodium'
1.154969 Supp     b'-1:word:Sodium'
1.147379 OD       b'lemma:od450'
1.147379 OD       b'word:OD450'
1.147379 OD       b'-1:word:At'
1.146576 Supp     b'-1:word:OmpR'
1.146261 O        b'+1:lemma:ph5'
1.146261 O        b'+1:word:pH5'
1.140015 O        b'isNumber'
1.136067 Vess     b'-1:postag:VBN'
1.134434 Gtype    b'+1:lemma:_'
1.134434 Gtype    b'+1:word:_'
1.133138 Supp     b'+1:lemma:iptg'
1.133138 Supp     b'+1:word:IPTG'
1.110569 Supp     b'-1:lemma:without'
1.110569 Supp     b'-1:word:without'
1.095825 O        b'+1:lemma:43'
1.095825 O        b'+1:word:43'
1.092441 Anti     b'lemma:none'
1.092441 Anti     b'word:none'
1.091087 Gtype    b'postag:NN'
1.078948 O        b'lemma:soxr'
1.078948 O        b'word:SoxR'
1.078948 O        b'lemma:soxs'
1.078948 O        b'word:SoxS'
1.067067 O        b'lemma:gadx'
1.065110 Gversion b'postag:CD'
1.053044 Anti     b'lemma:\xcf\x8332'
1.053044 Anti     b'word:\xcf\x8332'
1.048317 Air      b'word:anaerobic'
1.048125 Temp     b'-1:lemma:37'
1.048125 Temp     b'-1:word:37'
1.046149 Gtype    b'-1:postag::'
1.045503 Supp     b'lemma:fructose'
1.045503 Supp     b'word:fructose'
1.045074 Technique b'lemma:ChIP-Seq'
1.044704 Med      b'lemma:LB'
1.043926 Med      b'-1:lemma:minimal'
1.043926 Med      b'-1:word:minimal'
1.038679 Technique b'-1:lemma:IP'
1.038679 Technique b'-1:word:IP'
1.038032 Air      b'-1:postag:NN'
1.026227 O        b'-1:word:Aerobic'
1.026194 Agit     b'-1:lemma:250'
1.026194 Agit     b'-1:word:250'
1.025582 Supp     b'-1:lemma:Cra'
1.024211 Gtype    b'-1:lemma:factor'
1.024211 Gtype    b'-1:word:factor'
1.018358 Temp     b'lemma:43'
1.018358 Temp     b'word:43'
1.017411 Med      b'+1:lemma:g/l'
1.017411 Med      b'+1:word:g/L'
1.015878 Med      b'+1:lemma:2.0'
1.015878 Med      b'+1:word:2.0'
1.012445 Temp     b'word:sample'
1.010953 Agit     b'lemma:250'
1.010953 Agit     b'word:250'
1.001287 Anti     b'-1:lemma::'
1.001287 Anti     b'-1:word::'
0.992309 Temp     b'-1:lemma:43'
0.992309 Temp     b'-1:word:43'
0.986273 Supp     b'-1:lemma:+'
0.986273 Supp     b'-1:word:+'
0.984604 Temp     b'lemma:sample'
0.977416 Med      b'lemma:glucose'
0.977416 Med      b'word:glucose'
0.973999 Temp     b'lemma:37'
0.973999 Temp     b'word:37'
0.967934 O        b'+1:lemma:wash'
0.966373 O        b'lemma:to'
0.966373 O        b'postag:TO'
0.955037 Gversion b'lemma:.2'
0.955037 Gversion b'-1:lemma:u00096'
0.955037 Gversion b'word:.2'
0.955037 Gversion b'-1:word:U00096'
0.946014 Temp     b'isNumber'
0.942697 Temp     b'-1:lemma:\xcf\x8332'
0.942697 Temp     b'-1:word:\xcf\x8332'
0.941957 O        b'-1:lemma:wt'
0.937962 O        b'lemma:CEL'
0.937962 O        b'word:CEL'
0.931637 Substrain b'-1:lemma:.'
0.931637 Substrain b'-1:postag:.'
0.931637 Substrain b'-1:word:.'
0.927068 Supp     b'+1:lemma:be'
0.906705 Technique b'+1:lemma:rna-seq'
0.906705 Technique b'+1:word:RNA-seq'
0.891165 Gtype    b'lemma:crp'
0.891165 Gtype    b'word:crp'
0.889588 O        b'word:GadX'
0.888067 Technique b'+1:lemma:chip-exo'
0.881055 O        b'lemma:rnase'
0.881055 O        b'word:RNase'
0.878607 Technique b'+1:word:ChIP-exo'
0.875126 Vess     b'+1:lemma:at'
0.875126 Vess     b'+1:word:at'
0.871834 O        b'+1:word:wash'
0.870806 Gtype    b'+1:lemma:cra'
0.870806 Gtype    b'+1:word:cra'
0.868605 Anti     b'-1:lemma:polymerase'
0.868368 Air      b'-1:postag:CD'
0.861956 O        b'-1:lemma:\xc2\xb0c'
0.861956 O        b'-1:word:\xc2\xb0C'
0.859931 Gtype    b'+1:lemma:with'
0.859931 Gtype    b'+1:word:with'
0.854620 O        b'+1:postag:VBN'
0.854153 Gtype    b'lemma:fnr8myc'
0.854153 Gtype    b'word:Fnr8myc'
0.851824 Anti     b'-1:postag::'
0.841795 Supp     b'lemma:leucine'
0.841795 Supp     b'word:leucine'
0.841495 OD       b'lemma:0.3'
0.841495 OD       b'word:0.3'
0.840799 Gtype    b'-1:lemma:ptac'
0.840799 Gtype    b'-1:word:Ptac'
0.836102 Gtype    b'lemma:delta-arca'
0.836102 Gtype    b'word:delta-arcA'
0.835415 Phase    b'-1:lemma:until'
0.835415 Phase    b'-1:word:until'
0.835375 O        b'+1:lemma:read'
0.834834 O        b'lemma:chip-arca'
0.834834 O        b'word:chip-ArcA'
0.809760 Temp     b'isUpper'
0.808259 Supp     b'postag:NNP'
0.801810 Gtype    b'lemma:\xce\xb4oxyr'
0.801810 Gtype    b'word:\xce\x94oxyR'
0.796941 Air      b'+1:lemma:%'
0.796941 Air      b'+1:word:%'
0.795308 O        b'isUpper'
0.792421 pH       b'-1:postag:NN'
0.791917 O        b'lemma:ml'
0.786673 Anti     b'+1:postag:NN'
0.775970 Gtype    b'-1:lemma:_'
0.775970 Gtype    b'-1:word:_'
0.771620 pH       b'lemma:.5'
0.771620 pH       b'-1:lemma:ph5'
0.771620 pH       b'word:.5'
0.771620 pH       b'-1:word:pH5'
0.771375 Med      b'+1:postag:CD'
0.766467 O        b'lemma:purr'
0.766467 O        b'word:PurR'
0.754278 O        b'lemma:-lrb-'
0.754278 O        b'word:-LRB-'
0.750515 Gtype    b'-1:lemma:rpob'
0.750515 Gtype    b'-1:word:RpoB'
0.745907 O        b'lemma:genotype/variation'
0.745907 O        b'word:genotype/variation'
0.744331 OD       b'-1:lemma:~'
0.744331 OD       b'-1:word:~'
0.742601 Supp     b'-1:postag:CC'
0.741950 O        b'+1:lemma:250'
0.741950 O        b'+1:word:250'
0.740717 O        b'lemma:,'
0.740717 O        b'postag:,'
0.740717 O        b'word:,'
0.739424 Technique b'lemma:-rrb-'
0.739424 Technique b'word:-RRB-'
0.739154 O        b'+1:word:reads'
0.734790 Gtype    b'word:the'
0.734624 O        b'lemma:argr'
0.734624 O        b'word:ArgR'
0.732062 Med      b'+1:lemma:-lrb-'
0.732062 Med      b'+1:word:-LRB-'
0.729836 O        b'-1:lemma:into'
0.729836 O        b'-1:word:into'
0.728122 O        b'+1:lemma:fnr-8myc'
0.728122 O        b'+1:word:Fnr-8myc'
0.725401 OD       b'+1:lemma:of'
0.725401 OD       b'+1:word:of'
0.723741 Med      b'+1:postag:-LRB-'
0.722848 Med      b'postag:NNS'
0.720851 O        b'+1:lemma:old'
0.720851 O        b'+1:word:old'
0.715216 O        b'lemma:0.4'
0.715216 O        b'word:0.4'
0.715204 Gversion b'+1:postag:CD'
0.714999 O        b'+1:lemma:rifampicin'
0.714999 O        b'+1:word:rifampicin'
0.711989 Phase    b'isLower'
0.703374 Supp     b'+1:lemma:min'
0.703374 Supp     b'+1:word:min'
0.701022 pH       b'-1:word:at'
0.700281 O        b'lemma:ompr'
0.700280 Air      b'-1:lemma:%'
0.700280 Air      b'-1:word:%'
0.691295 Supp     b'lemma:20'
0.691295 Supp     b'word:20'
0.686098 OD       b'lemma:od600'
0.686098 OD       b'word:OD600'
0.686029 O        b'lemma:-rrb-'
0.686029 O        b'word:-RRB-'
0.681756 Supp     b'+1:postag:VBD'
0.681230 O        b'-1:lemma:l1'
0.681230 O        b'-1:word:L1'
0.680533 pH       b'-1:lemma:at'
0.679352 Phase    b'postag:NN'
0.676644 Supp     b'+1:lemma:_'
0.676644 Supp     b'+1:word:_'
0.674551 Technique b'+1:postag:NN'
0.669166 O        b'lemma:harbor'
0.669166 O        b'word:harboring'
0.660614 Supp     b'-1:lemma:of'
0.660614 Supp     b'-1:word:of'
0.657601 Med      b'+1:lemma:minimal'
0.657601 Med      b'+1:word:minimal'
0.654875 O        b'+1:postag:NN'
0.650826 Gtype    b'+1:lemma::'
0.650826 Gtype    b'+1:word::'
0.648659 Gtype    b'-1:lemma::'
0.648659 Gtype    b'-1:word::'
0.646168 O        b'postag:NNP'
0.643146 Supp     b'-1:lemma:0.3'
0.643146 Supp     b'-1:word:0.3'
0.641161 Gversion b'postag:NN'
0.638328 Anti     b'-1:postag:JJ'
0.636963 Air      b'lemma:%'
0.636963 Air      b'word:%'
0.633607 O        b'+1:lemma:\xe2\x88\x86'
0.633607 O        b'+1:word:\xe2\x88\x86'
0.632506 pH       b'-1:lemma:ph'
0.632506 pH       b'-1:word:pH'
0.627683 Supp     b'-1:lemma:respiration'
0.627683 Supp     b'+1:lemma:mmol'
0.627683 Supp     b'-1:word:respiration'
0.627683 Supp     b'+1:word:mmol'
0.618672 O        b'postag:-RRB-'
0.609509 Technique b'lemma:-lrb-'
0.609509 Technique b'word:-LRB-'
0.609284 O        b'lemma:oxyr'
0.609284 O        b'word:OxyR'


Top negative:
0.164808 O        b'-1:word:.5'
0.161960 Gtype    b'lemma:phtpg'
0.161960 Gtype    b'word:PhtpG'
0.157902 O        b'+1:lemma:and'
0.157902 O        b'+1:word:and'
0.154830 O        b'lemma:induction'
0.154830 O        b'word:induction'
0.154424 O        b'+1:lemma:-'
0.154424 O        b'+1:word:-'
0.151976 Anti     b'-1:lemma:monoclonal'
0.151976 Anti     b'-1:word:monoclonal'
0.150468 Supp     b'-1:lemma:\xce\xb4cra'
0.148168 O        b'+1:postag:CC'
0.147439 O        b'-1:lemma:fructose'
0.147439 O        b'-1:word:fructose'
0.146953 Supp     b'-1:word:\xce\x94cra'
0.142229 OD       b'lemma:600nm'
0.142229 OD       b'-1:lemma:o.d.'
0.142229 OD       b'word:600nm'
0.142229 OD       b'-1:word:O.D.'
0.141994 Anti     b'-1:lemma:myc'
0.141994 Anti     b'-1:word:Myc'
0.141349 OD       b'-1:postag:NN'
0.141184 Technique b'+1:lemma:Anaerobic'
0.139327 O        b'-1:lemma:genbank'
0.139327 O        b'-1:word:GenBank'
0.138225 Anti     b'+1:lemma:from'
0.138225 Anti     b'+1:word:from'
0.137548 O        b'+1:lemma:dpd'
0.137548 O        b'+1:word:DPD'
0.134498 Supp     b'+1:postag:IN'
0.132473 Supp     b'lemma:2g/l'
0.132473 Supp     b'+1:lemma:glutamine'
0.132473 Supp     b'word:2g/L'
0.132473 Supp     b'+1:word:glutamine'
0.128940 Gtype    b'lemma:k12'
0.128940 Gtype    b'-1:lemma:zupt'
0.128940 Gtype    b'word:K12'
0.128940 Gtype    b'-1:word:zupT'
0.123493 Supp     b'+1:lemma:m'
0.123493 Supp     b'+1:word:M'
0.123281 Air      b'+1:lemma:,'
0.123281 Air      b'+1:postag:,'
0.123281 Air      b'+1:word:,'
0.121915 Air      b'-1:lemma:,'
0.121915 Air      b'-1:postag:,'
0.121915 Air      b'-1:word:,'
0.120620 Anti     b'lemma:\xce\xb2'
0.120620 Anti     b'-1:lemma:subunit'
0.120620 Anti     b'word:\xce\xb2'
0.120620 Anti     b'-1:word:subunit'
0.119761 Anti     b'isGreek'
0.118737 Supp     b'lemma:150'
0.118737 Supp     b'+1:lemma:mg/ml'
0.118737 Supp     b'word:150'
0.118737 Supp     b'+1:word:mg/mL'
0.118399 Air      b'+1:postag:CD'
0.117229 O        b'-1:lemma:0.4'
0.117229 O        b'-1:word:0.4'
0.114392 Supp     b'-1:lemma:30'
0.114392 Supp     b'-1:word:30'
0.111855 Anti     b'lemma:antibody'
0.111855 Anti     b'word:antibody'
0.110777 Air      b'+1:lemma:co2'
0.110777 Air      b'+1:word:CO2'
0.105844 O        b'-1:lemma:0.3-0.35'
0.105844 O        b'-1:word:0.3-0.35'
0.104873 Anti     b'word:tag'
0.102990 O        b'-1:lemma:medium'
0.102990 O        b'-1:word:medium'
0.098147 Air      b'-1:lemma:o2'
0.098147 Air      b'-1:word:O2'
0.097395 Technique b'-1:postag:NN'
0.095866 Agit     b'+1:postag:-RRB-'
0.095413 Anti     b'-1:lemma:rna'
0.095413 Anti     b'-1:word:RNA'
0.095335 OD       b'+1:lemma:,'
0.095335 OD       b'+1:postag:,'
0.095335 OD       b'+1:word:,'
0.093920 Agit     b'+1:lemma:-rrb-'
0.093920 Agit     b'+1:word:-RRB-'
0.092893 O        b'lemma:600'
0.092893 O        b'word:600'
0.091406 O        b'-1:lemma:,'
0.091406 O        b'-1:postag:,'
0.091406 O        b'-1:word:,'
0.087947 O        b'lemma:ecolus'
0.087947 O        b'word:Ecoli'
0.082563 O        b'lemma:-80'
0.082563 O        b'word:-80'
0.079689 Gtype    b'-1:postag:DT'
0.074153 O        b'-1:lemma:media'
0.074153 O        b'-1:word:media'
0.074065 O        b'+1:lemma:_'
0.074065 O        b'+1:word:_'
0.073779 Gtype    b'+1:lemma:nacl'
0.073779 Gtype    b'+1:word:NaCl'
0.071830 Technique b'-1:postag:CD'
0.071553 OD       b'-1:lemma:at'
0.066532 OD       b'-1:lemma:600nm'
0.066532 OD       b'-1:word:600nm'
0.064590 Agit     b'-1:postag:-LRB-'
0.062160 O        b'-1:lemma:m63'
0.062160 O        b'-1:word:M63'
0.060653 O        b'-1:lemma:antibody'
0.060653 O        b'-1:word:antibody'
0.060382 O        b'lemma:,1.2'
0.060382 O        b'-1:lemma:cacl2'
0.060382 O        b'word:,1.2'
0.060382 O        b'-1:word:CaCl2'
0.059696 Agit     b'-1:lemma:-lrb-'
0.059696 Agit     b'-1:word:-LRB-'
0.057247 Temp     b'lemma:see'
0.057247 Temp     b'word:see'
0.052252 Gtype    b'lemma:-rrb-'
0.052252 Gtype    b'word:-RRB-'
0.052056 O        b'lemma:agitation'
0.052056 O        b'word:agitation'
0.051974 Air      b'-1:postag:RB'
0.051005 Air      b'-1:lemma:n2'
0.051005 Air      b'-1:word:N2'
0.050938 Supp     b'-1:lemma:1'
0.050938 Supp     b'-1:word:1'
0.050679 O        b'-1:lemma:2.5'
0.050679 O        b'-1:word:2.5'
0.049560 O        b'lemma:cacl2'
0.049560 O        b'+1:lemma:,1.2'
0.049560 O        b'word:CaCl2'
0.049560 O        b'+1:word:,1.2'
0.049524 O        b'+1:postag:NNS'
0.048928 OD       b'+1:lemma:-rrb-'
0.048928 OD       b'+1:word:-RRB-'
0.048670 O        b'lemma:be'
0.046556 O        b'lemma:\xce\xbcm'
0.046556 O        b'word:\xce\xbcM'
0.043066 Air      b'-1:postag:-RRB-'
0.039618 O        b'+1:postag:VBD'
0.037932 Technique b'-1:lemma:input'
0.037932 Technique b'-1:word:Input'
0.035725 Anti     b'isLower'
0.034933 Air      b'+1:lemma:_'
0.034933 Air      b'+1:word:_'
0.034808 Med      b'+1:lemma:2'
0.034808 Med      b'+1:word:2'
0.031969 Substrain b'postag:NN'
0.031435 Anti     b'lemma:tag'
0.030985 Air      b'-1:lemma:-rrb-'
0.030985 Air      b'-1:word:-RRB-'
0.029254 OD       b'+1:postag:DT'
0.029135 Supp     b'-1:lemma:0.2'
0.029135 Supp     b'-1:word:0.2'
0.028563 Supp     b'lemma:mg/ml'
0.028563 Supp     b'-1:lemma:150'
0.028563 Supp     b'word:mg/mL'
0.028563 Supp     b'-1:word:150'
0.028287 O        b'-1:lemma:anti-rpos'
0.028287 O        b'+1:lemma:neoclone'
0.028287 O        b'-1:word:anti-RpoS'
0.028287 O        b'+1:word:neoclone'
0.027215 Air      b'+1:postag:NN'
0.026834 O        b'+1:lemma:um'
0.026834 O        b'+1:word:uM'
0.026535 Supp     b'+1:lemma:fecl2'
0.026535 Supp     b'+1:word:FeCl2'
0.023914 Supp     b'lemma:0.1'
0.023914 Supp     b'word:0.1'
0.023209 O        b'+1:postag:SYM'
0.022908 Supp     b'lemma:7.6'
0.022908 Supp     b'+1:lemma:;'
0.022908 Supp     b'word:7.6'
0.022908 Supp     b'+1:word:;'
0.021809 O        b'-1:lemma:4'
0.021809 O        b'-1:word:4'
0.020294 Supp     b'+1:postag:CC'
0.019478 Air      b'-1:lemma:anerobically'
0.019478 Air      b'-1:word:anerobically'
0.018810 O        b'-1:lemma:genotype/variation'
0.018810 O        b'-1:word:genotype/variation'
0.017728 Gtype    b'+1:lemma:control'
0.017728 Gtype    b'+1:word:control'
0.017140 Gtype    b'-1:lemma:knock-out'
0.017140 Gtype    b'-1:word:Knock-out'
0.016787 Gtype    b'lemma:WT'
0.015427 Gtype    b'word:RyhB'
0.013741 Anti     b'-1:lemma:fnr'
0.012439 Supp     b'lemma:in'
0.012439 Supp     b'word:in'
0.010845 OD       b'lemma:0.3-0.35'
0.010845 OD       b'word:0.3-0.35'
0.010728 O        b'lemma:um'
0.010728 O        b'word:uM'
0.009651 Gtype    b'+1:lemma:ryhb'
0.009442 pH       b'+1:lemma:.'
0.009442 pH       b'+1:postag:.'
0.009442 pH       b'+1:word:.'
0.008632 Air      b'lemma:aerobic'
0.006802 Gtype    b'lemma:vector'
0.006802 Gtype    b'word:vector'
0.006172 Supp     b'-1:lemma:\xce\xb4ompr'
0.006172 Supp     b'-1:word:\xce\x94ompR'
0.005384 O        b'lemma:supplement'
0.005384 O        b'word:supplemented'
0.005139 O        b'lemma:hs2'
0.005139 O        b'word:HS2'
0.004840 O        b'+1:lemma:cacl2'
0.004840 O        b'+1:word:CaCl2'
0.004758 Supp     b'+1:postag:RB'
0.004139 O        b'+1:lemma:of'
0.004139 O        b'+1:word:of'
0.004041 O        b'+1:lemma:be'
0.003782 Med      b'+1:lemma:contain'
0.003782 Med      b'+1:word:containing'
0.003677 Med      b'+1:postag:VBG'
0.003544 Med      b'isLower'
0.003286 O        b'lemma:fresh'
0.003286 O        b'word:fresh'
0.003266 OD       b'+1:postag:-RRB-'
0.003144 Technique b'+1:postag:NNP'
0.002106 Gtype    b'+1:lemma:vector'
0.002106 Gtype    b'+1:word:vector'
0.001357 Technique b'isUpper'
0.001320 Supp     b'lemma:dissolve'
0.001320 Supp     b'word:dissolved'
0.001151 Supp     b'-1:lemma:rifampicin'
0.001151 Supp     b'-1:word:rifampicin'
0.001084 O        b'-1:lemma:anaerobic'
0.000969 Supp     b'+1:lemma:at'
0.000969 Supp     b'+1:word:at'
0.000621 Gtype    b'lemma:factor'
0.000621 Gtype    b'-1:lemma:transcription'
0.000621 Gtype    b'+1:lemma:Fur'
0.000621 Gtype    b'word:factor'
0.000621 Gtype    b'-1:word:transcription'
0.000621 Gtype    b'+1:word:Fur'
0.000613 Supp     b'lemma:Trp'
0.000613 Supp     b'word:Trp'
0.000414 O        b'+1:postag:VBP'
0.000320 Supp     b'+1:lemma:7.6'
0.000320 Supp     b'+1:word:7.6'
0.000290 Gtype    b'-1:postag:IN'
0.000240 O        b'-1:lemma:%'
0.000240 O        b'-1:word:%'
0.000228 O        b'lemma:delta'
0.000228 O        b'word:delta'
0.000214 Supp     b'lemma:phosphate'
0.000214 Supp     b'word:phosphate'
0.000158 Supp     b'lemma:methanol'
0.000158 Supp     b'word:methanol'
0.000147 Supp     b'+1:lemma:of'
0.000147 Supp     b'+1:word:of'
0.000109 Gtype    b'lemma:Fur'
0.000109 Gtype    b'word:Fur'
0.000070 OD       b'+1:word:a'
0.000051 Supp     b'+1:lemma:in'
0.000051 Supp     b'+1:word:in'
0.000030 Supp     b'+1:lemma:nitrate'
0.000030 Supp     b'+1:word:nitrate'
0.000025 Supp     b'lemma:hour'
0.000009 O        b'+1:lemma:final'
0.000009 O        b'+1:word:final'
0.000000 O        b'lemma:10'
0.000000 O        b'word:10'
0.000000 Air      b'lemma:,'
0.000000 Air      b'postag:,'
0.000000 Air      b'word:,'
-0.000004 Supp     b'-1:lemma:dpd'
-0.000004 Supp     b'-1:word:DPD'
-0.000008 O        b'lemma:mg/ml'
-0.000008 O        b'-1:lemma:150'
-0.000008 O        b'word:mg/mL'
-0.000008 O        b'-1:word:150'
-0.000022 O        b'-1:lemma:in'
-0.000022 O        b'-1:word:in'
-0.000027 O        b'+1:lemma:nitrate'
-0.000027 O        b'+1:word:nitrate'
-0.000051 O        b'lemma:fecl2'
-0.000051 O        b'word:FeCl2'
-0.000107 O        b'-1:lemma:rifampicin'
-0.000107 O        b'-1:word:rifampicin'
-0.000139 O        b'lemma:methanol'
-0.000139 O        b'word:methanol'
-0.000151 O        b'+1:lemma:hour'
-0.000283 O        b'lemma:1m'
-0.000283 O        b'word:1M'
-0.000308 O        b'-1:postag:DT'
-0.000347 Med      b'postag:NN'
-0.000485 OD       b'+1:postag:CD'
-0.000560 Supp     b'+1:postag:NN'
-0.000676 OD       b'+1:lemma:2.0'
-0.000676 OD       b'+1:word:2.0'
-0.000677 OD       b'lemma:2.0'
-0.000677 OD       b'word:2.0'
-0.000940 O        b'+1:lemma:~'
-0.000940 O        b'+1:word:~'
-0.000958 Supp     b'isUpper'
-0.001059 O        b'lemma:dissolve'
-0.001059 O        b'word:dissolved'
-0.001080 Supp     b'+1:postag:CD'
-0.001318 Air      b'postag:CD'
-0.001385 Air      b'-1:lemma:5'
-0.001385 Air      b'-1:word:5'
-0.002118 Technique b'-1:lemma::'
-0.002118 Technique b'-1:word::'
-0.002613 O        b'+1:lemma:contain'
-0.002613 O        b'+1:word:containing'
-0.002632 Gtype    b'-1:postag:NN'
-0.003099 O        b'-1:lemma:until'
-0.003099 O        b'-1:word:until'
-0.003463 O        b'lemma:150'
-0.003463 O        b'+1:lemma:mg/ml'
-0.003463 O        b'word:150'
-0.003463 O        b'+1:word:mg/mL'
-0.003585 O        b'word:LB'
-0.004985 Air      b'postag:-RRB-'
-0.006416 O        b'lemma:glucose'
-0.006416 O        b'word:glucose'
-0.006428 O        b'+1:lemma:+'
-0.006428 O        b'+1:word:+'
-0.007026 O        b'-1:word:ml'
-0.007822 O        b'lemma:and'
-0.007822 O        b'word:and'
-0.013288 O        b'lemma:ph'
-0.013288 O        b'word:pH'
-0.014811 Med      b'+1:postag:IN'
-0.015824 Air      b'lemma:-rrb-'
-0.015824 Air      b'word:-RRB-'
-0.015939 Supp     b'+1:lemma:-rrb-'
-0.015939 Supp     b'+1:word:-RRB-'
-0.017259 Air      b'isUpper'
-0.018930 Air      b'+1:lemma:n2'
-0.018930 Air      b'+1:word:N2'
-0.019213 Supp     b'-1:postag:DT'
-0.020606 O        b'-1:lemma:and'
-0.020606 O        b'-1:word:and'
-0.021443 Supp     b'+1:lemma:rifampicin'
-0.021443 Supp     b'+1:word:rifampicin'
-0.032445 O        b'+1:word:ChIP-exo'
-0.033790 OD       b'postag:NN'
-0.034187 Gtype    b'-1:lemma:mg1655'
-0.034187 Gtype    b'-1:word:MG1655'
-0.034556 O        b'-1:lemma:o2'
-0.034556 O        b'-1:word:O2'
-0.035260 O        b'-1:lemma:1m'
-0.035260 O        b'-1:word:1M'
-0.040965 Air      b'-1:postag:CC'
-0.041325 O        b'-1:lemma:ml'
-0.042452 O        b'+1:lemma:-rrb-'
-0.042452 O        b'+1:word:-RRB-'
-0.042993 O        b'+1:lemma:g/l'
-0.042993 O        b'+1:word:g/L'
-0.045627 O        b'+1:lemma:5'
-0.045627 O        b'+1:word:5'
-0.047469 Temp     b'+1:postag:IN'
-0.050631 pH       b'isLower'
-0.050717 Supp     b'-1:postag:NN'
-0.061526 O        b'-1:lemma:delta'
-0.061526 O        b'-1:word:delta'
-0.063880 Supp     b'+1:postag:-RRB-'
-0.067787 Phase    b'-1:word:at'
-0.069532 Phase    b'-1:lemma:at'
-0.070151 O        b'-1:postag:VBG'
-0.071339 O        b'+1:lemma:.'
-0.071339 O        b'+1:postag:.'
-0.071339 O        b'+1:word:.'
-0.072378 Gtype    b'+1:postag:CD'
-0.073280 Technique b'postag:NN'
-0.077076 Supp     b'postag:CD'
-0.078502 Supp     b'lemma:mm'
-0.078502 Supp     b'word:mM'
-0.085051 OD       b'isUpper'
-0.099286 O        b'+1:postag:IN'
-0.107178 Med      b'-1:postag:IN'
-0.107923 O        b'+1:lemma:%'
-0.107923 O        b'+1:word:%'
-0.109676 O        b'-1:lemma:of'
-0.109676 O        b'-1:word:of'
-0.128309 Gtype    b'+1:postag:JJ'
-0.138664 Phase    b'+1:postag:NN'
-0.139224 O        b'+1:postag:DT'
-0.140510 Technique b'-1:postag::'
-0.141346 O        b'-1:postag:IN'
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