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

best params:{'c1': 0.06353792974088275, 'c2': 0.003714106299429509}
best CV score:0.8433941367984498
model size: 0.14M

Flat F1: 0.8227439708297101
             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      0.609     0.602     0.606        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.912     0.795     0.849        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.870     0.838     0.854       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.862     0.791     0.823       484


Top likely transitions:
Temp   -> Temp    6.283915
Anti   -> Anti    5.887980
OD     -> OD      5.708591
Phase  -> Phase   5.535822
Gversion -> Gversion 5.511138
Gtype  -> Gtype   5.019313
Technique -> Technique 4.866581
Supp   -> Supp    4.322215
Med    -> Med     4.260082
O      -> O       4.016268
pH     -> pH      3.808036
Air    -> Air     3.245670
Agit   -> Agit    3.148736
Substrain -> Gtype   1.849463
O      -> Technique 0.786931
Temp   -> O       0.306997
Technique -> Air     0.252205
Gtype  -> Supp    0.222379
O      -> Gtype   0.167908
Gtype  -> Temp    -0.009449
OD     -> Med     -0.076832
Phase  -> Air     -0.126767
O      -> Temp    -0.153747
Air    -> OD      -0.188101
Med    -> O       -0.201606
Air    -> Med     -0.213514
Anti   -> O       -0.216984
Anti   -> Supp    -0.270131
Supp   -> Phase   -0.346192
O      -> Anti    -0.366271
Phase  -> Supp    -0.371061
Supp   -> Gtype   -0.418919
Supp   -> O       -0.464472
Air    -> Phase   -0.514733
OD     -> O       -0.516302
Air    -> O       -0.554346
Anti   -> Gtype   -0.590086
Phase  -> O       -0.633579
O      -> OD      -0.639376
O      -> Phase   -0.667440
Gtype  -> Med     -0.682944
Technique -> O       -0.712368
Phase  -> OD      -0.786696
O      -> Supp    -0.824218
OD     -> Air     -0.865441
Temp   -> Med     -0.994841
Air    -> Supp    -1.017365
Agit   -> Air     -1.076779
Technique -> pH      -1.439288
O      -> Med     -1.586252
Gtype  -> O       -1.616735
Substrain -> O       -1.907327
Supp   -> Med     -2.094676
Med    -> Supp    -2.384624
O      -> Air     -2.399016


Top unlikely transitions:
Temp   -> Temp    6.283915
Anti   -> Anti    5.887980
OD     -> OD      5.708591
Phase  -> Phase   5.535822
Gversion -> Gversion 5.511138
Gtype  -> Gtype   5.019313
Technique -> Technique 4.866581
Supp   -> Supp    4.322215
Med    -> Med     4.260082
O      -> O       4.016268
pH     -> pH      3.808036
Air    -> Air     3.245670
Agit   -> Agit    3.148736
Substrain -> Gtype   1.849463
O      -> Technique 0.786931
Temp   -> O       0.306997
Technique -> Air     0.252205
Gtype  -> Supp    0.222379
O      -> Gtype   0.167908
Gtype  -> Temp    -0.009449
OD     -> Med     -0.076832
Phase  -> Air     -0.126767
O      -> Temp    -0.153747
Air    -> OD      -0.188101
Med    -> O       -0.201606
Air    -> Med     -0.213514
Anti   -> O       -0.216984
Anti   -> Supp    -0.270131
Supp   -> Phase   -0.346192
O      -> Anti    -0.366271
Phase  -> Supp    -0.371061
Supp   -> Gtype   -0.418919
Supp   -> O       -0.464472
Air    -> Phase   -0.514733
OD     -> O       -0.516302
Air    -> O       -0.554346
Anti   -> Gtype   -0.590086
Phase  -> O       -0.633579
O      -> OD      -0.639376
O      -> Phase   -0.667440
Gtype  -> Med     -0.682944
Technique -> O       -0.712368
Phase  -> OD      -0.786696
O      -> Supp    -0.824218
OD     -> Air     -0.865441
Temp   -> Med     -0.994841
Air    -> Supp    -1.017365
Agit   -> Air     -1.076779
Technique -> pH      -1.439288
O      -> Med     -1.586252
Gtype  -> O       -1.616735
Substrain -> O       -1.907327
Supp   -> Med     -2.094676
Med    -> Supp    -2.384624
O      -> Air     -2.399016


Top positive:
7.703603 Anti     b'-2:lemma:antibody'
7.206133 Phase    b'-2:lemma:phase'
7.112000 Air      b'word:Aerobic'
6.459629 O        b'-2:lemma:_'
6.172847 Supp     b'-2:lemma:shake'
5.884777 Air      b'word:Anaerobic'
5.060832 Gtype    b'hGreek'
4.888498 Air      b'lemma:anaerobic'
4.734965 Technique b'+2:lemma:ph5'
4.673122 O        b'+2:lemma:\xc2\xb0c'
4.615831 O        b'postag:VBG'
4.363511 O        b'lemma:_'
4.363511 O        b'word:_'
4.322759 Gtype    b'lemma:type'
4.322759 Gtype    b'word:type'
4.150306 O        b'word:Cra'
4.129794 Gtype    b'-2:lemma:genotype/variation'
4.126304 O        b'lemma:-'
4.126304 O        b'word:-'
4.107416 Supp     b'lemma:arginine'
4.095169 Supp     b'lemma:nh4cl'
4.067864 Technique b'word:ChIPSeq'
4.016308 Gtype    b'word:WT'
3.793117 Technique b'word:ChIP-Seq'
3.611638 O        b'+2:lemma:crp'
3.596470 O        b'-1:lemma:lb'
3.579478 Med      b'lemma:LB'
3.557826 Gtype    b'-2:lemma:affyexp'
3.531340 O        b'lemma:for'
3.529122 O        b'-1:postag:NNS'
3.517951 Supp     b'lemma:pq'
3.517951 Supp     b'word:PQ'
3.498259 Phase    b'postag:NN'
3.489938 O        b'+1:postag:RB'
3.458505 Gtype    b'-2:lemma:genotype'
3.423102 Med      b'lemma:MOPS'
3.423102 Med      b'word:MOPS'
3.405898 Substrain b'-2:lemma:substr'
3.355854 Supp     b'-1:word:Cra'
3.348847 Supp     b'+2:lemma:rifampicin'
3.304881 Technique b'lemma:chipseq'
3.269980 Med      b'+2:lemma:b2'
3.242903 O        b'lemma:with'
3.242903 O        b'word:with'
3.182131 Supp     b'lemma:no3'
3.182131 Supp     b'word:NO3'
3.153610 Gtype    b'-1:lemma:\xe2\x88\x86'
3.153610 Gtype    b'-1:word:\xe2\x88\x86'
3.117595 O        b'lemma:1'
3.117595 O        b'word:1'
3.085835 Gtype    b'lemma:wt'
3.055871 O        b'lemma:.'
3.055871 O        b'postag:.'
3.055871 O        b'word:.'
3.022507 Supp     b'+1:lemma:\xc2\xb5m'
3.022507 Supp     b'+1:word:\xc2\xb5M'
2.963682 O        b'lemma:2'
2.963682 O        b'word:2'
2.887771 O        b'-2:lemma:medium'
2.851376 Air      b'postag:RB'
2.843836 Technique b'word:ChIP-exo'
2.828835 Gtype    b'+1:lemma:type'
2.828835 Gtype    b'+1:word:type'
2.803999 O        b'word:A'
2.780648 O        b'-1:lemma:tag'
2.757317 Gtype    b'-2:lemma:delta'
2.749807 Med      b'+2:lemma:b1'
2.721505 O        b'+1:word:ChIP-Seq'
2.715541 O        b'word:OmpR'
2.712135 Supp     b'lemma:Iron'
2.712135 Supp     b'word:Iron'
2.712135 Supp     b'+1:word:Deficient'
2.712135 Supp     b'-2:lemma:Anaerobic'
2.695822 O        b'lemma:3'
2.695822 O        b'word:3'
2.686780 Technique b'lemma:rna-seq'
2.672549 Gversion b'lemma:chip-seq'
2.642157 Med      b'word:LB'
2.641418 Strain   b'lemma:k-12'
2.641418 Strain   b'word:K-12'
2.617395 Supp     b'+2:lemma:iptg'
2.590471 Air      b'lemma:aerobically'
2.590471 Air      b'word:aerobically'
2.585528 O        b'word:Lrp'
2.584964 O        b'-1:word:tag'
2.563197 Gtype    b'lemma:pk4854'
2.563197 Gtype    b'word:PK4854'
2.549462 Gversion b'word:ChIP-Seq'
2.526557 O        b'lemma:b'
2.526557 O        b'word:B'
2.510650 Supp     b'-2:lemma:purr'
2.483622 O        b'-2:lemma:myc'
2.475689 O        b'lemma:at'
2.470967 O        b'-2:lemma:='
2.456925 Med      b'+2:postag:CC'
2.451650 Supp     b'lemma:2h'
2.451650 Supp     b'-1:lemma:additional'
2.451650 Supp     b'word:2h'
2.451650 Supp     b'-1:word:additional'
2.448333 Air      b'postag:JJ'
2.447407 O        b'-1:lemma:ChIP-exo'
2.392609 Phase    b'+2:lemma:o.d.'
2.390345 Temp     b'-2:lemma:keep'
2.354185 Supp     b'-1:lemma:Cra'
2.340309 Technique b'lemma:rnaseq'
2.340309 Technique b'word:RNASeq'
2.320208 O        b'lemma::'
2.320208 O        b'word::'
2.315165 O        b'lemma:rpob'
2.315165 O        b'word:RpoB'
2.281109 Air      b'-2:lemma:fnr'
2.273605 O        b'postag:VBN'
2.242836 O        b'-1:word:Anaerobic'
2.231917 Temp     b'-1:word:sample'
2.230963 Temp     b'-1:lemma:sample'
2.212565 Supp     b'lemma:acetate'
2.212565 Supp     b'word:acetate'
2.175680 Supp     b'lemma:glucose'
2.175680 Supp     b'word:glucose'
2.154878 O        b'lemma:Cra'
2.144447 Phase    b'lemma:mid-log'
2.144447 Phase    b'word:mid-log'
2.143273 Supp     b'lemma:nacl'
2.143273 Supp     b'word:NaCl'
2.120655 O        b'-2:lemma:~'
2.118684 O        b'-2:lemma:flagtag'
2.077376 O        b'-1:word:Aerobic'
2.066283 O        b'-2:lemma:overnight'
2.020333 O        b'+1:lemma:wt'
2.012296 O        b'+1:postag:NNP'
2.010104 Gtype    b'+2:lemma:glucose'
2.004839 Supp     b'-2:lemma:argr'
1.997635 O        b'+1:word:WT'
1.997355 O        b'postag::'
1.990287 O        b'-2:lemma:37'
1.981465 Gtype    b'+1:postag::'
1.978919 O        b'lemma:culture'
1.972300 pH       b'+1:postag:CD'
1.970966 O        b'-1:lemma:type'
1.970966 O        b'-1:word:type'
1.959903 Substrain b'lemma:mg1655'
1.959903 Substrain b'word:MG1655'
1.959385 Supp     b'-2:lemma:media'
1.944938 Air      b'word:anaerobic'
1.930399 O        b'-1:lemma:0.3'
1.930399 O        b'-1:word:0.3'
1.905136 O        b'lemma:from'
1.905136 O        b'word:from'
1.883094 Air      b'-2:lemma:0.3'
1.868138 Supp     b'-1:word:OmpR'
1.859716 O        b'lemma:chip'
1.846658 Supp     b'-2:lemma:agent'
1.840383 Gtype    b'lemma:\xe2\x88\x86'
1.840383 Gtype    b'word:\xe2\x88\x86'
1.821502 O        b'+1:lemma:od600'
1.821502 O        b'+1:word:OD600'
1.804041 Gtype    b'lemma:dfnr'
1.804041 Gtype    b'word:dFNR'
1.770669 Air      b'-1:lemma:-'
1.770669 Air      b'-1:word:-'
1.770511 Med      b'lemma:media'
1.770511 Med      b'word:media'
1.769060 Air      b'-1:lemma:ChIP-Seq'
1.769060 Air      b'-1:word:ChIP-Seq'
1.767792 Supp     b'lemma:iptg'
1.767792 Supp     b'word:IPTG'
1.764584 Supp     b'-2:lemma:for'
1.763440 Technique b'lemma:ChIP-exo'
1.758477 Air      b'-2:lemma:IP'
1.733047 Agit     b'lemma:rpm'
1.733047 Agit     b'word:rpm'
1.720939 Supp     b'-2:postag:VBG'
1.710148 Supp     b'lemma:rifampicin'
1.710148 Supp     b'word:rifampicin'
1.685390 Technique b'+1:lemma:chip-exo'
1.666180 Temp     b'lemma:43'
1.666180 Temp     b'word:43'
1.657885 O        b'lemma:rep2'
1.657885 O        b'word:rep2'
1.657885 O        b'lemma:rep1'
1.657885 O        b'word:rep1'
1.657452 Gtype    b'postag:JJ'
1.642325 Phase    b'-2:lemma:until'
1.637342 Med      b'-2:lemma:treatment'
1.637284 O        b'+2:postag:VB'
1.630839 Med      b'+2:lemma:+'
1.627040 O        b'postag:IN'
1.609922 OD       b'-2:lemma:od450'
1.605543 O        b'-2:lemma:ChIP-Seq'
1.601642 Gtype    b'-1:postag:VBG'
1.598901 O        b'lemma:CEL'
1.598901 O        b'word:CEL'
1.597739 Air      b'lemma:anaeroibc'
1.597739 Air      b'word:Anaeroibc'
1.593148 O        b'lemma:harbor'
1.593148 O        b'word:harboring'
1.590408 Temp     b'+1:lemma:\xc2\xb0c'
1.590408 Temp     b'+1:word:\xc2\xb0C'
1.583070 O        b'lemma:purr'
1.583070 O        b'word:PurR'
1.580601 Supp     b'-1:lemma:with'
1.580601 Supp     b'-1:word:with'
1.568855 pH       b'lemma:ph5'
1.568855 pH       b'+1:lemma:.5'
1.568855 pH       b'word:pH5'
1.568855 pH       b'+1:word:.5'
1.565887 Anti     b'-2:lemma:polymerase'
1.543758 Temp     b'-1:lemma:\xcf\x8332'
1.543758 Temp     b'-1:word:\xcf\x8332'
1.538679 O        b'+2:lemma:allow'
1.538413 Supp     b'postag:NNP'
1.537620 Vess     b'lemma:flask'
1.537620 Vess     b'-1:lemma:warm'
1.537620 Vess     b'word:flask'
1.537620 Vess     b'-1:word:warmed'
1.537620 Vess     b'-2:lemma:pre'
1.537620 Vess     b'+2:lemma:43'
1.531809 Air      b'lemma:aerobic'
1.521292 O        b'-2:lemma:\xe2\x88\x86'
1.518136 O        b'+1:lemma:fnr-8myc'
1.518136 O        b'+1:word:Fnr-8myc'
1.514016 O        b'lemma:argr'
1.514016 O        b'word:ArgR'
1.511587 Supp     b'-1:lemma:+'
1.511587 Supp     b'-1:word:+'
1.510702 Temp     b'-2:lemma:\xcf\x8332'
1.510128 Gtype    b'-1:postag:VBP'
1.499446 O        b'lemma:genotype/variation'
1.499446 O        b'word:genotype/variation'
1.491965 Med      b'-2:lemma:\xc2\xb0c'
1.486118 O        b'-1:lemma:glucose'
1.486118 O        b'-1:word:glucose'
1.485231 Technique b'hUpper'
1.484194 O        b'-1:lemma:\xc2\xb0c'
1.484194 O        b'-1:word:\xc2\xb0C'
1.475683 Supp     b'lemma:Adenine'
1.475683 Supp     b'word:Adenine'
1.467145 Agit     b'-1:lemma:250'
1.467145 Agit     b'-1:word:250'
1.461925 O        b'+2:lemma:constant'
1.457045 Gversion b'-2:lemma:build'
1.453677 O        b'lemma:\xcf\x8332'
1.453677 O        b'word:\xcf\x8332'
1.449138 Supp     b'lemma:Leu'
1.449138 Supp     b'word:Leu'
1.449138 Supp     b'-2:lemma:Lrp'
1.447234 Supp     b'+1:lemma:1'
1.447234 Supp     b'+1:word:1'
1.431624 O        b'+1:lemma:mid-log'
1.431624 O        b'+1:word:mid-log'
1.420458 Supp     b'+1:lemma:2'
1.420458 Supp     b'+1:word:2'
1.418863 Gversion b'-2:postag:VB'
1.418201 Med      b'-1:word:ml'
1.415150 Med      b'-1:lemma:ml'
1.401511 Temp     b'lemma:37'
1.401511 Temp     b'word:37'
1.400711 Technique b'-1:lemma:_'
1.400711 Technique b'-1:word:_'
1.397033 Gtype    b'hUpper'
1.389128 Med      b'lemma:medium'
1.389128 Med      b'word:medium'
1.382710 O        b'lemma:soxr'
1.382710 O        b'word:SoxR'
1.382710 O        b'lemma:soxs'
1.382710 O        b'word:SoxS'
1.381278 Substrain b'+1:lemma:phtpg'
1.381278 Substrain b'+1:word:PhtpG'
1.375765 O        b'+1:lemma:0.2'
1.375765 O        b'+1:word:0.2'
1.375397 Phase    b'lemma:stationary'
1.375397 Phase    b'word:stationary'
1.375397 Phase    b'lemma:exponential'
1.375397 Phase    b'word:exponential'
1.354982 Supp     b'lemma:fructose'
1.354982 Supp     b'word:fructose'
1.353194 O        b'lemma:chip-fnr'
1.353194 O        b'word:chip-Fnr'
1.353194 O        b'+2:lemma:fnr8myc'
1.347343 Gtype    b'lemma:\xce\xb4fur'
1.347343 Gtype    b'word:\xce\x94fur'
1.332842 Supp     b'-2:lemma:supplement'
1.329998 Med      b'-2:postag:JJ'
1.329077 Supp     b'-2:lemma:pahse'
1.323338 Med      b'lemma:m63'
1.323338 Med      b'word:M63'
1.318035 O        b'+1:lemma:250'
1.318035 O        b'+1:word:250'
1.302244 Technique b'-1:lemma:input'
1.302244 Technique b'-1:word:Input'
1.293287 Temp     b'-1:lemma:43'
1.293287 Temp     b'-1:word:43'
1.289864 O        b'-1:lemma:nitrate'
1.289864 O        b'-1:word:nitrate'
1.285759 Supp     b'-1:lemma:_'
1.285759 Supp     b'-1:word:_'
1.281373 OD       b'lemma:0.3'
1.281373 OD       b'word:0.3'
1.277788 Gtype    b'lemma:deltaseqa'
1.277788 Gtype    b'-1:lemma:old'
1.277788 Gtype    b'word:deltaSeqA'
1.277788 Gtype    b'-1:word:old'
1.277788 Gtype    b'-2:lemma:seqa'
1.266684 Supp     b'-2:lemma:induce'
1.265763 Temp     b'lemma:\xc2\xb0c'
1.265763 Temp     b'word:\xc2\xb0C'
1.246087 Gtype    b'lemma:arca8myc'
1.246087 Gtype    b'word:ArcA8myc'
1.246087 Gtype    b'-2:lemma:chip-arca'
1.245512 O        b'word:for'
1.242900 Supp     b'-1:lemma:potassium'
1.242900 Supp     b'-1:word:potassium'
1.242900 Supp     b'-2:lemma:mmol'
1.242314 Gtype    b'-1:lemma:rpob'
1.242314 Gtype    b'-1:word:RpoB'
1.241727 O        b'-1:lemma:antibody'
1.241727 O        b'-1:word:antibody'
1.241594 O        b'+1:lemma:coli'
1.241594 O        b'+1:word:coli'
1.237917 Supp     b'-1:postag:CC'
1.232626 Gtype    b'lemma:wild-type'
1.232214 Gtype    b'-1:lemma:nsrr'
1.232214 Gtype    b'+1:lemma:flagtag'
1.232214 Gtype    b'-1:word:NsrR'
1.232214 Gtype    b'+1:word:Flagtag'
1.230150 Substrain b'lemma:mg1655star'
1.230150 Substrain b'word:MG1655star'
1.224921 Med      b'+1:lemma:0.4'
1.224921 Med      b'+1:word:0.4'
1.223828 O        b'+2:lemma:ml'
1.223796 O        b'-1:postag:NNP'
1.223504 O        b'+2:lemma:chipseq'
1.213045 O        b'postag:VBD'
1.209014 O        b'lemma:a'
1.204320 Supp     b'-2:lemma:condition'
1.198437 O        b'lemma:trpr'
1.198437 O        b'word:TrpR'
1.195772 Gversion b'lemma:u00096'
1.195772 Gversion b'+1:lemma:.2'
1.195772 Gversion b'word:U00096'
1.195772 Gversion b'+1:word:.2'
1.194418 pH       b'lemma:5.5'
1.194418 pH       b'word:5.5'
1.187865 O        b'-2:lemma:reach'
1.186381 O        b'lemma:chip-arca'
1.186381 O        b'word:chip-ArcA'
1.186381 O        b'+2:lemma:arca8myc'
1.178196 O        b'-2:lemma:Leu'
1.177592 O        b'+1:lemma:pq'
1.177592 O        b'+1:word:PQ'
1.176677 O        b'+2:postag:JJ'
1.170719 O        b'lemma:gadx'
1.168951 Air      b'+2:postag:CD'
1.155051 O        b'-1:lemma:mg1655'
1.155051 O        b'-1:word:MG1655'
1.152434 O        b'+1:lemma:\xe2\x88\x86'
1.152434 O        b'+1:word:\xe2\x88\x86'
1.149099 Gversion b'lemma:000913'
1.149099 Gversion b'word:000913'
1.149099 Gversion b'-2:lemma:nc'
1.147369 Air      b'-1:lemma:co2'
1.147369 Air      b'-1:word:CO2'
1.139717 Supp     b'-1:postag:CD'
1.138783 O        b'-1:lemma:wt'
1.138025 Gversion b'lemma:.2'
1.138025 Gversion b'-1:lemma:u00096'
1.138025 Gversion b'word:.2'
1.138025 Gversion b'-1:word:U00096'
1.136410 Substrain b'+2:lemma::'
1.134539 O        b'+1:postag:VBZ'
1.113353 O        b'+1:lemma:rifampicin'
1.113353 O        b'+1:word:rifampicin'
1.110148 O        b'word:GadX'
1.106510 OD       b'lemma:od450'
1.106510 OD       b'word:OD450'
1.106510 OD       b'-1:word:At'
1.089146 Supp     b'-1:postag:IN'
1.085868 Supp     b'+1:lemma:Deficient'
1.073711 Strain   b'+1:lemma:substr'
1.073711 Strain   b'+1:word:substr'
1.073711 Strain   b'-2:lemma:str'
1.071821 O        b'-1:lemma:into'
1.071821 O        b'-1:word:into'
1.066199 O        b'-1:word:ChIP-exo'
1.064816 Anti     b'+2:lemma:antibody'
1.062424 Supp     b'+2:lemma:A'
1.060787 Technique b'-1:lemma:chip-exo'
1.058038 Supp     b'-2:lemma:20'
1.057266 Supp     b'-2:lemma:10'
1.052388 OD       b'+2:lemma:0.3'
1.051295 Supp     b'symb'
1.047922 O        b'lemma:oxyr'
1.047922 O        b'word:OxyR'
1.047152 O        b'-2:lemma:min'
1.046002 Air      b'-2:lemma:cm20'
1.040766 OD       b'postag:CD'
1.039110 O        b'symb'
1.038316 O        b'lemma:affyexp'
1.038316 O        b'word:affyexp'
1.033306 Technique b'+1:lemma:rna-seq'
1.033306 Technique b'+1:word:RNA-seq'
1.022029 Gtype    b'lemma:fnr8myc'
1.022029 Gtype    b'word:Fnr8myc'
1.022029 Gtype    b'-2:lemma:chip-fnr'
1.021090 Air      b'-2:postag:CD'
1.019241 OD       b'-1:lemma:at'
1.005470 O        b'-2:lemma:fructose'
1.000653 Gtype    b'+2:postag::'
0.998190 Agit     b'+1:lemma:rpm'
0.998190 Agit     b'+1:word:rpm'
0.997343 Technique b'+1:word:ChIP-exo'
0.994094 O        b'word:C'
0.992508 Supp     b'+2:lemma:nh4cl'
0.989023 Temp     b'-1:lemma:37'
0.989023 Temp     b'-1:word:37'
0.987026 O        b'isLower'
0.968986 Gversion b'lemma:asm584v2'
0.968986 Gversion b'word:ASM584v2'
0.967938 Air      b'+2:lemma:%'
0.963631 O        b'lemma:ml'
0.963293 O        b'-2:lemma:final'
0.960248 Med      b'-2:lemma:g/l'
0.959918 O        b'-2:lemma:co2'
0.959458 Supp     b'+2:lemma:-lrb-'
0.958297 Anti     b'+1:lemma:antibody'
0.958297 Anti     b'+1:word:antibody'
0.958161 Air      b'+2:lemma:37'
0.953104 Air      b'-2:lemma:%'
0.951315 Gtype    b'-2:postag::'
0.951218 O        b'postag:DT'
0.951148 Agit     b'+2:lemma:at'
0.942693 Med      b'isUpper'
0.940635 O        b'-1:word:WT'
0.938417 Gtype    b'lemma:ptac'
0.938417 Gtype    b'word:Ptac'
0.932829 Gtype    b'+1:word:the'
0.932797 O        b'word:tagged'
0.928538 pH       b'+1:lemma:5.5'
0.928538 pH       b'+1:word:5.5'
0.927310 Supp     b'-2:lemma::'
0.926582 Air      b'-2:lemma:nh4cl'
0.919045 Supp     b'lemma:glutamine'
0.919045 Supp     b'-1:lemma:2g/l'
0.919045 Supp     b'word:glutamine'
0.919045 Supp     b'-1:word:2g/L'
0.917836 Supp     b'lemma:leucine'
0.917836 Supp     b'word:leucine'
0.917836 O        b'lemma:Nac'
0.917836 O        b'word:Nac'
0.914037 Vess     b'-1:postag:VBN'
0.912228 Air      b'-1:postag:CD'
0.909161 Gtype    b'+1:lemma:the'
0.907548 Supp     b'-1:lemma:without'
0.907548 Supp     b'-1:word:without'
0.899883 Supp     b'-1:lemma:30'
0.899883 Supp     b'-1:word:30'
0.899736 Gtype    b'-1:lemma:_'
0.899736 Gtype    b'-1:word:_'
0.896855 Gtype    b'-1:lemma:ptac'
0.896855 Gtype    b'-1:word:Ptac'
0.896593 Gtype    b'-2:lemma:-rcb-'
0.890911 Supp     b'postag:NN'
0.889259 Supp     b'-1:lemma:respiration'
0.889259 Supp     b'+1:lemma:mmol'
0.889259 Supp     b'-1:word:respiration'
0.889259 Supp     b'+1:word:mmol'
0.889259 Supp     b'+2:lemma:potassium'
0.887629 Gtype    b'lemma:crp'
0.887629 Gtype    b'word:crp'
0.886315 O        b'-1:postag:NN'
0.886232 Technique b'-2:postag:NNP'
0.885764 OD       b'+1:lemma:of'
0.885764 OD       b'+1:word:of'
0.878961 Air      b'+1:lemma:%'
0.878961 Air      b'+1:word:%'
0.877529 Gversion b'postag:NN'
0.876383 Supp     b'+1:lemma:be'
0.875891 Substrain b'+2:postag::'
0.875641 Substrain b'-1:lemma:.'
0.875641 Substrain b'-1:postag:.'
0.875641 Substrain b'-1:word:.'
0.874083 O        b'+2:lemma:4'
0.873299 Gtype    b'-2:postag:JJ'
0.872826 O        b'+1:lemma::'
0.872826 O        b'+1:word::'
0.872359 Gtype    b'+2:postag:NN'
0.871021 Technique b'word:RNA-Seq'
0.864785 Air      b'lemma:%'
0.864785 Air      b'word:%'
0.864290 Med      b'+1:lemma:g/l'
0.864290 Med      b'+1:word:g/L'
0.864114 Technique b'hLower'
0.863107 Agit     b'lemma:250'
0.863107 Agit     b'word:250'
0.861088 Supp     b'+2:lemma:add'
0.859617 O        b'+2:lemma:wt'
0.856604 Supp     b'lemma:dpd'
0.856604 Supp     b'word:DPD'
0.853221 Vess     b'+1:lemma:at'
0.853221 Vess     b'+1:word:at'


Top negative:
-0.010201 Gtype    b'-1:postag:CD'
-0.011191 O        b'-1:lemma:phosphate'
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-0.011479 O        b'+1:lemma:70'
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-0.013063 O        b'+1:word:min'
-0.014307 O        b'-1:lemma:at'
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-0.015025 OD       b'+1:lemma:0.3'
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-0.015541 Air      b'-2:postag:CC'
-0.015749 O        b'-2:lemma:70'
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-0.017695 OD       b'-1:postag:TO'
-0.017699 OD       b'-1:word:to'
-0.018345 Supp     b'-1:lemma:.'
-0.018345 Supp     b'-1:postag:.'
-0.018345 Supp     b'-1:word:.'
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-0.019846 OD       b'-1:postag:DT'
-0.019949 Temp     b'+2:postag:JJ'
-0.020400 Supp     b'-1:lemma:dpd'
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-0.020622 Supp     b'-2:lemma:;'
-0.020841 Supp     b'lemma:.'
-0.020841 Supp     b'postag:.'
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-0.023337 O        b'-2:lemma:g/l'
-0.023399 Phase    b'isUpper'
-0.024699 O        b'+2:lemma:then'
-0.025980 O        b'lemma:95'
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-0.027070 O        b'-2:lemma:-lrb-'
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-0.027743 Med      b'+1:postag:NN'
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-0.029492 O        b'postag:NNP'
-0.029529 Supp     b'+2:lemma:final'
-0.030335 Supp     b'+2:lemma:mm'
-0.030898 Gtype    b'-1:postag:NN'
-0.031228 O        b'+1:lemma:phase'
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-0.031805 OD       b'+2:postag:DT'
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-0.033063 Supp     b'lemma:10'
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-0.036102 O        b'+2:lemma:total'
-0.036701 Supp     b'lemma:,'
-0.036701 Supp     b'postag:,'
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-0.038667 Temp     b'-2:lemma:at'
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-0.040250 O        b'+1:lemma:.'
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-0.040992 O        b'+1:word:95'
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-0.041557 Supp     b'+2:lemma:glucose'
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-0.044657 O        b'-1:lemma:7.6'
-0.044657 O        b'word:;'
-0.044657 O        b'-1:word:7.6'
-0.045733 Supp     b'-1:lemma:10'
-0.045733 Supp     b'-1:word:10'
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-0.046722 Med      b'hLower'
-0.049336 Supp     b'+1:lemma:dpd'
-0.049336 Supp     b'+1:word:DPD'
-0.049734 O        b'+2:lemma:10'
-0.054644 O        b'+1:lemma:2.0'
-0.054644 O        b'+1:word:2.0'
-0.054697 Air      b'-2:postag:VBD'
-0.055590 Phase    b'+1:postag:RB'
-0.057938 Supp     b'+1:lemma:final'
-0.057938 Supp     b'+1:word:final'
-0.058830 O        b'+1:word:a'
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-0.064251 O        b'-1:lemma:~'
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-0.069672 Temp     b'symb'
-0.070242 Med      b'-2:lemma:m63'
-0.071294 Gtype    b'postag:NN'
-0.071521 O        b'-1:lemma:o2'
-0.071521 O        b'-1:word:O2'
-0.071797 O        b'+1:lemma:medium'
-0.071797 O        b'+1:word:medium'
-0.072121 O        b'+1:lemma:-rrb-'
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-0.076271 O        b'-1:lemma:.'
-0.076271 O        b'-1:postag:.'
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-0.078895 O        b'lemma:ph'
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-0.081966 O        b'lemma:m9'
-0.081966 O        b'word:M9'
-0.084882 O        b'+1:lemma:glucose'
-0.084882 O        b'+1:word:glucose'
-0.085525 Gtype    b'+1:lemma:and'
-0.085525 Gtype    b'+1:word:and'
-0.085832 O        b'-1:lemma:rifampicin'
-0.085832 O        b'-1:word:rifampicin'
-0.087356 O        b'-2:lemma:to'
-0.087356 O        b'-2:postag:TO'
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-0.088051 Temp     b'-1:postag:IN'
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-0.088544 O        b'-1:word:final'
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-0.089537 Supp     b'-2:lemma:-lrb-'
-0.090800 OD       b'+2:postag:RB'
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-0.093985 Phase    b'+1:lemma:aerobically'
-0.093985 Phase    b'+1:word:aerobically'
-0.094424 Supp     b'postag:IN'
-0.095464 O        b'+1:lemma:genome'
-0.095464 O        b'+1:word:genome'
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-0.095490 O        b'+1:word:mM'
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-0.102402 Supp     b'hLower'
-0.102533 Supp     b'+1:postag:VBN'
-0.103330 O        b'word:ChIP-exo'
-0.104034 O        b'lemma:methanol'
-0.104034 O        b'word:methanol'
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-0.145245 O        b'lemma:1m'
-0.145245 O        b'word:1M'
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-0.152996 Gtype    b'-1:word:MG1655'
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