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

best params:{'c1': 0.19461409558462445, 'c2': 0.002117537082572375}
best CV score:0.8170382812294825
model size: 0.10M

Flat F1: 0.8146563465514796
             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     0.821     0.902        56
       Temp      0.857     0.800     0.828        15
       Vess      0.000     0.000     0.000         0
       Agit      1.000     0.286     0.444         7
      Phase      1.000     0.762     0.865        21
        Air      0.900     0.409     0.563        88
       Anti      0.750     0.923     0.828        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.851     0.808     0.829        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.870     0.838     0.854       136
   Gversion      1.000     1.000     1.000         6

avg / total      0.906     0.767     0.815       484


Top likely transitions:
Gtype  -> Gtype   5.803231
Supp   -> Supp    5.595059
Anti   -> Anti    5.562560
Temp   -> Temp    5.554444
Med    -> Med     5.374803
OD     -> OD      5.194362
Air    -> Air     4.499735
Technique -> Technique 4.478254
Gversion -> Gversion 4.413704
O      -> O       4.365121
Phase  -> Phase   4.211248
pH     -> pH      3.161682
Substrain -> Gtype   2.657829
Agit   -> Agit    2.329767
Gtype  -> Supp    1.900447
O      -> Gtype   1.735515
O      -> Technique 1.215536
O      -> Supp    1.050516
Air    -> O       0.716902
Technique -> Air     0.654340
Gtype  -> pH      0.620359
Supp   -> O       0.318727
Med    -> O       0.123646
Temp   -> O       0.093193
OD     -> O       0.091133
O      -> pH      0.084283
O      -> Phase   0.080567
O      -> Gversion 0.061925
O      -> OD      0.036154
O      -> Temp    0.022232
Gtype  -> Anti    -0.000012
Phase  -> O       -0.000026
Technique -> Gtype   -0.001310
O      -> Med     -0.007115
OD     -> Air     -0.154359
Air    -> Phase   -0.219538
Phase  -> OD      -0.372023
Substrain -> O       -0.854964
O      -> Air     -0.882075
Gtype  -> O       -1.017760
Supp   -> Med     -1.564190
Technique -> pH      -1.687807
Med    -> Supp    -1.747044


Top unlikely transitions:
Gtype  -> Gtype   5.803231
Supp   -> Supp    5.595059
Anti   -> Anti    5.562560
Temp   -> Temp    5.554444
Med    -> Med     5.374803
OD     -> OD      5.194362
Air    -> Air     4.499735
Technique -> Technique 4.478254
Gversion -> Gversion 4.413704
O      -> O       4.365121
Phase  -> Phase   4.211248
pH     -> pH      3.161682
Substrain -> Gtype   2.657829
Agit   -> Agit    2.329767
Gtype  -> Supp    1.900447
O      -> Gtype   1.735515
O      -> Technique 1.215536
O      -> Supp    1.050516
Air    -> O       0.716902
Technique -> Air     0.654340
Gtype  -> pH      0.620359
Supp   -> O       0.318727
Med    -> O       0.123646
Temp   -> O       0.093193
OD     -> O       0.091133
O      -> pH      0.084283
O      -> Phase   0.080567
O      -> Gversion 0.061925
O      -> OD      0.036154
O      -> Temp    0.022232
Gtype  -> Anti    -0.000012
Phase  -> O       -0.000026
Technique -> Gtype   -0.001310
O      -> Med     -0.007115
OD     -> Air     -0.154359
Air    -> Phase   -0.219538
Phase  -> OD      -0.372023
Substrain -> O       -0.854964
O      -> Air     -0.882075
Gtype  -> O       -1.017760
Supp   -> Med     -1.564190
Technique -> pH      -1.687807
Med    -> Supp    -1.747044


Top positive:
6.210441 Air      b'word:Aerobic'
5.886275 Air      b'lemma:anaerobic'
5.731445 O        b'lemma:_'
5.731445 O        b'word:_'
5.496120 O        b'postag:VBG'
5.338350 O        b'word:Cra'
4.874685 Supp     b'-1:word:Cra'
4.845579 Technique b'word:ChIP-exo'
4.831909 O        b'lemma:at'
4.776321 Technique b'word:ChIP-Seq'
4.584047 Supp     b'+1:word:hours'
4.428962 Gtype    b'lemma:wt'
4.396656 Supp     b'lemma:arginine'
4.367257 Technique b'word:ChIPSeq'
4.345392 O        b'lemma:-'
4.345392 O        b'word:-'
4.311522 Supp     b'lemma:nh4cl'
4.309932 O        b'lemma:chip'
4.268748 Technique b'lemma:rna-seq'
4.053721 Air      b'word:Anaerobic'
3.932122 Phase    b'lemma:stationary'
3.932122 Phase    b'word:stationary'
3.932122 Phase    b'lemma:exponential'
3.932122 Phase    b'word:exponential'
3.880766 Gtype    b'lemma:type'
3.880766 Gtype    b'word:type'
3.741544 Supp     b'lemma:pq'
3.741544 Supp     b'word:PQ'
3.649248 O        b'postag::'
3.647073 Phase    b'lemma:mid-log'
3.647073 Phase    b'word:mid-log'
3.595916 O        b'-1:lemma:lb'
3.569763 Gtype    b'word:WT'
3.406752 Med      b'lemma:MOPS'
3.406752 Med      b'word:MOPS'
3.360093 Supp     b'+1:lemma:\xc2\xb5m'
3.360093 Supp     b'+1:word:\xc2\xb5M'
3.328466 O        b'+1:word:ChIP-Seq'
3.206813 Air      b'lemma:aerobically'
3.206813 Air      b'word:aerobically'
3.168237 Supp     b'lemma:Iron'
3.168237 Supp     b'word:Iron'
3.168237 Supp     b'+1:word:Deficient'
3.145445 O        b'word:OmpR'
3.048538 Gversion b'lemma:asm584v2'
3.048538 Gversion b'word:ASM584v2'
3.005196 Gtype    b'lemma:\xce\xb4cra'
2.994750 Gtype    b'word:\xce\x94cra'
2.980202 O        b'lemma:1'
2.980202 O        b'word:1'
2.978948 O        b'-1:lemma:tag'
2.967818 O        b'lemma:b'
2.967818 O        b'word:B'
2.961392 O        b'-1:postag:NNS'
2.940391 Strain   b'lemma:k-12'
2.940391 Strain   b'word:K-12'
2.921326 Strain   b'+1:lemma:substr'
2.921326 Strain   b'+1:word:substr'
2.886648 Air      b'-1:lemma:ChIP-Seq'
2.886648 Air      b'-1:word:ChIP-Seq'
2.862889 Med      b'lemma:LB'
2.841432 Technique b'lemma:ChIP-exo'
2.834653 Agit     b'lemma:rpm'
2.834653 Agit     b'word:rpm'
2.799538 O        b'lemma:rpob'
2.799538 O        b'word:RpoB'
2.781475 O        b'postag:IN'
2.779933 O        b'lemma:.'
2.779933 O        b'postag:.'
2.779933 O        b'word:.'
2.732778 Agit     b'+1:lemma:rpm'
2.732778 Agit     b'+1:word:rpm'
2.705944 Gtype    b'-1:lemma:\xe2\x88\x86'
2.705944 Gtype    b'-1:word:\xe2\x88\x86'
2.705084 Supp     b'lemma:glucose'
2.705084 Supp     b'word:glucose'
2.683384 O        b'lemma:2'
2.683384 O        b'word:2'
2.681492 O        b'lemma:3'
2.681492 O        b'word:3'
2.653669 Supp     b'+1:word:was'
2.609074 Gtype    b'lemma:pk4854'
2.609074 Gtype    b'word:PK4854'
2.607397 Gtype    b'lemma:\xce\xb4fur'
2.607397 Gtype    b'word:\xce\x94fur'
2.598403 O        b'lemma:for'
2.568843 Gtype    b'-1:postag:VBG'
2.538103 O        b'+1:word:were'
2.530775 O        b'lemma:with'
2.530775 O        b'word:with'
2.520682 Temp     b'-1:word:sample'
2.504119 O        b'-1:word:Anaerobic'
2.502956 Supp     b'lemma:2h'
2.502956 Supp     b'-1:lemma:additional'
2.502956 Supp     b'word:2h'
2.502956 Supp     b'-1:word:additional'
2.502358 Air      b'postag:RB'
2.460468 Temp     b'-1:lemma:sample'
2.456693 Gtype    b'+1:postag::'
2.418560 Gtype    b'lemma:delta-fnr'
2.418560 Gtype    b'word:delta-fnr'
2.377534 O        b'+1:lemma:pq'
2.377534 O        b'+1:word:PQ'
2.370929 Technique b'-1:lemma:chip-exo'
2.369280 Substrain b'lemma:mg1655'
2.369280 Substrain b'word:MG1655'
2.324170 Technique b'lemma:chipseq'
2.314529 O        b'-1:word:tag'
2.267911 Gtype    b'+1:lemma:type'
2.267911 Gtype    b'+1:word:type'
2.252206 Med      b'word:LB'
2.169398 Vess     b'lemma:flask'
2.169398 Vess     b'-1:lemma:warm'
2.169398 Vess     b'word:flask'
2.169398 Vess     b'-1:word:warmed'
2.155142 Supp     b'lemma:rifampicin'
2.155142 Supp     b'word:rifampicin'
2.148621 O        b'lemma:a'
2.135181 pH       b'+1:postag:CD'
2.131868 O        b'postag:CC'
2.116454 O        b'-1:lemma:ChIP-exo'
2.111838 O        b'lemma:Cra'
2.094540 Supp     b'lemma:no3'
2.094540 Supp     b'word:NO3'
2.044238 Air      b'lemma:anaeroibc'
2.044238 Air      b'word:Anaeroibc'
2.025374 O        b'lemma:rep2'
2.025374 O        b'word:rep2'
2.025374 O        b'lemma:rep1'
2.025374 O        b'word:rep1'
2.006067 Technique b'lemma:rnaseq'
2.006067 Technique b'word:RNASeq'
2.005602 Gtype    b'+1:lemma:ph5'
2.005602 Gtype    b'+1:word:pH5'
1.998203 O        b'-1:lemma:0.3'
1.998203 O        b'-1:word:0.3'
1.988953 O        b'lemma::'
1.988953 O        b'word::'
1.958179 O        b'-1:word:ChIP-exo'
1.950483 Gversion b'lemma:chip-seq'
1.920678 Gtype    b'+1:lemma:pq'
1.920678 Gtype    b'+1:word:PQ'
1.903352 O        b'+1:postag:RB'
1.902819 Gversion b'lemma:nc'
1.902819 Gversion b'word:NC'
1.892265 Gtype    b'lemma:wild-type'
1.881481 Supp     b'lemma:Adenine'
1.881481 Supp     b'word:Adenine'
1.873170 Supp     b'lemma:nacl'
1.873170 Supp     b'word:NaCl'
1.872596 Supp     b'lemma:acetate'
1.872596 Supp     b'word:acetate'
1.871256 Gtype    b'lemma:\xe2\x88\x86'
1.871256 Gtype    b'word:\xe2\x88\x86'
1.862160 Med      b'lemma:medium'
1.862160 Med      b'word:medium'
1.860007 O        b'lemma:culture'
1.857405 Supp     b'lemma:dpd'
1.857405 Supp     b'word:DPD'
1.857040 O        b'+1:lemma:k-12'
1.857040 O        b'+1:word:K-12'
1.854441 O        b'lemma:\xcf\x8332'
1.854441 O        b'word:\xcf\x8332'
1.850324 O        b'word:Lrp'
1.846985 O        b'postag:VBN'
1.843197 Anti     b'lemma:seqa'
1.843197 Anti     b'word:SeqA'
1.829749 Gtype    b'-1:lemma:nsrr'
1.829749 Gtype    b'+1:lemma:flagtag'
1.829749 Gtype    b'-1:word:NsrR'
1.829749 Gtype    b'+1:word:Flagtag'
1.825311 Gtype    b'postag:-LRB-'
1.808335 Air      b'lemma:aerobic'
1.807318 Med      b'lemma:media'
1.807318 Med      b'word:media'
1.804653 Med      b'-1:word:ml'
1.800738 Med      b'-1:lemma:ml'
1.790976 Anti     b'+1:lemma:antibody'
1.790976 Anti     b'+1:word:antibody'
1.785139 Gtype    b'lemma:\xce\xb4ompr'
1.785139 Gtype    b'word:\xce\x94ompR'
1.767864 Gversion b'-1:lemma:nc'
1.767864 Gversion b'+1:lemma:000913'
1.767864 Gversion b'-1:word:NC'
1.767864 Gversion b'+1:word:000913'
1.754849 Air      b'-1:lemma:-'
1.754849 Air      b'-1:word:-'
1.754000 O        b'word:A'
1.752159 Temp     b'lemma:\xc2\xb0c'
1.752159 Temp     b'word:\xc2\xb0C'
1.743775 Supp     b'-1:lemma:vol'
1.743775 Supp     b'-1:word:vol'
1.742234 Gtype    b'postag:JJ'
1.716022 O        b'+1:word:WT'
1.715712 Med      b'+1:lemma:0.4'
1.715712 Med      b'+1:word:0.4'
1.706984 O        b'word:C'
1.698905 O        b'+1:lemma:wash'
1.684633 Supp     b'-1:lemma:with'
1.684633 Supp     b'-1:word:with'
1.674262 Technique b'+1:lemma:chip-exo'
1.652000 Supp     b'lemma:Leu'
1.652000 Supp     b'word:Leu'
1.639813 O        b'+1:postag:NNP'
1.638746 Anti     b'lemma:none'
1.638746 Anti     b'word:none'
1.638160 O        b'+1:lemma:wt'
1.623187 Supp     b'-1:word:OmpR'
1.622280 O        b'-1:lemma:type'
1.622280 O        b'-1:word:type'
1.610229 O        b'+1:lemma:coli'
1.610229 O        b'+1:word:coli'
1.603553 Gversion b'word:ChIP-Seq'
1.590033 O        b'+1:lemma:mid-log'
1.590033 O        b'+1:word:mid-log'
1.551428 Air      b'-1:lemma:co2'
1.551428 Air      b'-1:word:CO2'
1.549685 Med      b'+1:lemma:2.0'
1.549685 Med      b'+1:word:2.0'
1.548816 O        b'isLower'
1.547332 Gversion b'postag:CD'
1.546501 Technique b'+1:word:ChIP-exo'
1.543360 Anti     b'lemma:\xcf\x8332'
1.543360 Anti     b'word:\xcf\x8332'
1.538061 Supp     b'lemma:Fe'
1.538061 Supp     b'word:Fe'
1.529744 Gtype    b'lemma:arca8myc'
1.529744 Gtype    b'word:ArcA8myc'
1.526913 O        b'-1:lemma:glucose'
1.526913 O        b'-1:word:glucose'
1.513223 Gtype    b'lemma:dfnr'
1.513223 Gtype    b'word:dFNR'
1.510696 OD       b'-1:postag:IN'
1.503424 Temp     b'lemma:37'
1.503424 Temp     b'word:37'
1.500466 Substrain b'lemma:mg1655star'
1.500466 Substrain b'word:MG1655star'
1.493389 O        b'lemma:soxr'
1.493389 O        b'word:SoxR'
1.493389 O        b'lemma:soxs'
1.493389 O        b'word:SoxS'
1.485544 Temp     b'-1:lemma:37'
1.485544 Temp     b'-1:word:37'
1.481810 Gtype    b'postag:-RRB-'
1.478851 Air      b'postag:JJ'
1.476645 OD       b'lemma:od450'
1.476645 OD       b'word:OD450'
1.476645 OD       b'-1:word:At'
1.470695 pH       b'lemma:ph5'
1.470695 pH       b'+1:lemma:.5'
1.470695 pH       b'word:pH5'
1.470695 pH       b'+1:word:.5'
1.463316 O        b'-1:postag:NNP'
1.448934 Gversion b'lemma:u00096'
1.448934 Gversion b'+1:lemma:.2'
1.448934 Gversion b'word:U00096'
1.448934 Gversion b'+1:word:.2'
1.433545 O        b'lemma:gadx'
1.410833 Technique b'lemma:ChIP-Seq'
1.409258 OD       b'postag:CD'
1.407966 Supp     b'lemma:iptg'
1.407966 Supp     b'word:IPTG'
1.406542 Gtype    b'+1:lemma:_'
1.406542 Gtype    b'+1:word:_'
1.401152 Gtype    b'-1:lemma:factor'
1.401152 Gtype    b'-1:word:factor'
1.396312 Med      b'lemma:m63'
1.396312 Med      b'word:M63'
1.393897 Technique b'-1:lemma:IP'
1.393897 Technique b'-1:word:IP'
1.384905 O        b'-1:lemma:into'
1.384905 O        b'-1:word:into'
1.381379 Supp     b'-1:lemma:potassium'
1.381379 Supp     b'-1:word:potassium'
1.370841 Med      b'lemma:minimal'
1.370841 Med      b'word:minimal'
1.357485 O        b'-1:word:Aerobic'
1.353247 Temp     b'-1:lemma:\xcf\x8332'
1.353247 Temp     b'-1:word:\xcf\x8332'
1.349970 Phase    b'-1:lemma:mid-log'
1.349970 Phase    b'-1:word:mid-log'
1.345860 Agit     b'-1:lemma:250'
1.345860 Agit     b'-1:word:250'
1.341225 Temp     b'+1:lemma:\xc2\xb0c'
1.341225 Temp     b'+1:word:\xc2\xb0C'
1.339856 O        b'+1:postag:VBN'
1.338881 O        b'lemma:CEL'
1.338881 O        b'word:CEL'
1.338710 O        b'+1:lemma:ph5'
1.338710 O        b'+1:word:pH5'
1.332819 Supp     b'+1:lemma:iptg'
1.332819 Supp     b'+1:word:IPTG'
1.318935 Supp     b'lemma:fructose'
1.318935 Supp     b'word:fructose'
1.316466 Supp     b'-1:lemma:0.3'
1.316466 Supp     b'-1:word:0.3'
1.315941 O        b'+1:lemma:43'
1.315941 O        b'+1:word:43'
1.311727 Med      b'lemma:glucose'
1.311727 Med      b'word:glucose'
1.300848 Supp     b'+1:lemma:1'
1.300848 Supp     b'+1:word:1'
1.299142 Supp     b'-1:lemma:Cra'
1.288630 O        b'-1:lemma:\xc2\xb0c'
1.288630 O        b'-1:word:\xc2\xb0C'
1.283886 Supp     b'-1:lemma:without'
1.283886 Supp     b'-1:word:without'
1.283673 Med      b'isUpper'
1.274844 Gtype    b'+1:word:the'
1.263782 Technique b'+1:lemma:rna-seq'
1.263782 Technique b'+1:word:RNA-seq'
1.259390 Gtype    b'+1:lemma:the'
1.258455 O        b'+1:lemma:od600'
1.258455 O        b'+1:word:OD600'
1.254164 pH       b'+1:lemma:5.5'
1.254164 pH       b'+1:word:5.5'
1.250782 pH       b'lemma:5.5'
1.250782 pH       b'word:5.5'
1.250370 Supp     b'+1:lemma:2'
1.250370 Supp     b'+1:word:2'
1.246387 Anti     b'-1:lemma:polymerase'
1.242554 Vess     b'-1:postag:VBN'
1.237895 Temp     b'-1:lemma:43'
1.237895 Temp     b'-1:word:43'
1.235730 Gversion b'lemma:000913'
1.235730 Gversion b'word:000913'
1.233337 O        b'+1:word:wash'
1.232732 O        b'word:GadX'
1.232426 O        b'+1:postag:VBZ'
1.220163 O        b'+1:lemma:250'
1.220163 O        b'+1:word:250'
1.217744 Gtype    b'-1:lemma:rpob'
1.217744 Gtype    b'-1:word:RpoB'
1.216540 O        b'lemma:argr'
1.216540 O        b'word:ArgR'
1.215203 Supp     b'-1:lemma:+'
1.215203 Supp     b'-1:word:+'
1.211670 O        b'lemma:2-3'
1.211670 O        b'word:2-3'
1.201988 O        b'lemma:chip-arca'
1.201988 O        b'word:chip-ArcA'
1.196136 Temp     b'lemma:43'
1.196136 Temp     b'word:43'
1.189015 Gtype    b'lemma:fnr8myc'
1.189015 Gtype    b'word:Fnr8myc'
1.173946 OD       b'lemma:0.3'
1.173946 OD       b'word:0.3'
1.173515 Gtype    b'-1:lemma:delta'
1.173515 Gtype    b'-1:word:delta'
1.165525 Gtype    b'-1:postag::'
1.164426 Gversion b'lemma:.2'
1.164426 Gversion b'-1:lemma:u00096'
1.164426 Gversion b'word:.2'
1.164426 Gversion b'-1:word:U00096'
1.158315 Phase    b'-1:lemma:until'
1.158315 Phase    b'-1:word:until'
1.141189 Med      b'lemma:lb'
1.125758 Supp     b'postag:NNP'
1.121425 OD       b'+1:lemma:of'
1.121425 OD       b'+1:word:of'
1.116891 Air      b'word:anaerobic'
1.104628 Supp     b'-1:lemma:respiration'
1.104628 Supp     b'+1:lemma:mmol'
1.104628 Supp     b'-1:word:respiration'
1.104628 Supp     b'+1:word:mmol'
1.093914 Supp     b'+1:lemma:mm'
1.093914 Supp     b'+1:word:mM'
1.086484 Gtype    b'lemma:\xce\xb4oxyr'
1.086484 Gtype    b'word:\xce\x94oxyR'
1.082209 Gversion b'lemma:_'
1.082209 Gversion b'word:_'
1.061906 O        b'lemma:or'
1.061906 O        b'word:or'
1.052460 OD       b'+1:postag:IN'
1.048885 Vess     b'+1:lemma:at'
1.048885 Vess     b'+1:word:at'
1.048151 Substrain b'-1:lemma:.'
1.048151 Substrain b'-1:postag:.'
1.048151 Substrain b'-1:word:.'
1.043037 O        b'postag:DT'
1.041265 O        b'lemma:purr'
1.041265 O        b'word:PurR'
1.040139 Agit     b'lemma:250'
1.040139 Agit     b'word:250'
1.038366 O        b'+1:postag::'
1.037269 Gtype    b'lemma:crp'
1.037269 Gtype    b'word:crp'
1.036900 O        b'lemma:ml'
1.032090 O        b'+1:lemma:0.2'
1.032090 O        b'+1:word:0.2'
1.031668 Gtype    b'lemma:delta-arca'
1.031668 Gtype    b'word:delta-arcA'
1.029945 O        b'lemma:oxyr'
1.029945 O        b'word:OxyR'
1.027652 Anti     b'-1:lemma::'
1.027652 Anti     b'-1:word::'
1.025088 Gtype    b'+1:lemma:cra'
1.025088 Gtype    b'+1:word:cra'
0.998992 Supp     b'lemma:leucine'
0.998992 Supp     b'word:leucine'
0.989126 O        b'-1:lemma:grow'
0.980081 Gtype    b'postag:NN'
0.978810 O        b'+1:lemma:old'
0.978810 O        b'+1:word:old'
0.969758 Supp     b'-1:postag:CD'
0.969581 O        b'-1:word:grown'
0.966609 O        b'-1:lemma:wt'
0.962570 O        b'isNumber'
0.956197 Gtype    b'-1:postag:VBP'
0.955616 Air      b'-1:lemma:cm20'
0.955616 Air      b'-1:word:Cm20'
0.951412 O        b'lemma:genotype/variation'
0.951412 O        b'word:genotype/variation'
0.946498 Technique b'+1:word:GadX'
0.945097 Med      b'+1:postag:CD'
0.944784 Technique b'+1:lemma:gadx'
0.942281 Supp     b'-1:postag:IN'
0.934192 Supp     b'-1:lemma:sodium'
0.934192 Supp     b'-1:word:Sodium'
0.933145 O        b'+1:lemma:\xe2\x88\x86'
0.933145 O        b'+1:word:\xe2\x88\x86'
0.929832 Med      b'+1:postag:-LRB-'
0.929517 Air      b'-1:postag:CD'
0.919805 O        b'-1:lemma:pq'
0.919805 O        b'-1:word:PQ'
0.911654 O        b'-1:postag:NN'
0.911587 pH       b'-1:postag:NN'
0.910363 O        b'lemma:rnase'
0.910363 O        b'word:RNase'
0.900418 Med      b'+1:lemma:-lrb-'
0.900418 Med      b'+1:word:-LRB-'
0.895457 Gtype    b'lemma:deltaseqa'
0.895457 Gtype    b'-1:lemma:old'
0.895457 Gtype    b'word:deltaSeqA'
0.895457 Gtype    b'-1:word:old'
0.894456 Air      b'+1:lemma:%'
0.894456 Air      b'+1:word:%'
0.893631 Supp     b'lemma:glutamine'
0.893631 Supp     b'-1:lemma:2g/l'
0.893631 Supp     b'word:glutamine'
0.893631 Supp     b'-1:word:2g/L'
0.891360 Gtype    b'+1:lemma:with'
0.891360 Gtype    b'+1:word:with'
0.876686 O        b'lemma:to'
0.876686 O        b'postag:TO'
0.866281 Gtype    b'-1:lemma:ptac'
0.866281 Gtype    b'-1:word:Ptac'
0.863760 Gversion b'+1:postag:CD'
0.861774 Air      b'-1:postag:NN'
0.860894 Med      b'-1:lemma:minimal'
0.860894 Med      b'-1:word:minimal'
0.854422 Phase    b'postag:NN'
0.852653 Med      b'+1:lemma:g/l'
0.852653 Med      b'+1:word:g/L'
0.847794 O        b'+1:word:reads'
0.847207 OD       b'-1:lemma:~'
0.847207 OD       b'-1:word:~'
0.842657 Supp     b'+1:lemma:_'
0.842657 Supp     b'+1:word:_'
0.840402 Supp     b'+1:lemma:min'
0.840402 Supp     b'+1:word:min'
0.839181 Anti     b'-1:postag::'
0.833554 O        b'-1:lemma:dpd'
0.833554 O        b'-1:word:DPD'
0.833432 Med      b'+1:lemma:minimal'
0.833432 Med      b'+1:word:minimal'
0.832984 O        b'+1:lemma:20'
0.832984 O        b'+1:word:20'
0.830265 Supp     b'+1:lemma:be'
0.827866 Anti     b'+1:postag:NN'
0.824219 Air      b'-1:lemma:%'
0.824219 Air      b'-1:word:%'
0.824104 OD       b'lemma:o.d.'
0.824104 OD       b'+1:lemma:600nm'
0.824104 OD       b'word:O.D.'
0.824104 OD       b'+1:word:600nm'
0.815607 Phase    b'isLower'
0.807980 O        b'lemma:-lrb-'
0.807980 O        b'word:-LRB-'
0.805286 Supp     b'lemma:tryptophan'
0.805286 Supp     b'-1:lemma:mg/l'
0.805286 Supp     b'word:tryptophan'
0.805286 Supp     b'-1:word:mg/L'
0.804006 pH       b'-1:word:at'
0.802929 Gtype    b'-1:lemma:_'
0.802929 Gtype    b'-1:word:_'
0.801682 OD       b'lemma:od600'
0.801682 OD       b'word:OD600'
0.798247 O        b'+1:lemma:30'
0.798247 O        b'+1:word:30'
0.796782 Med      b'postag:NNS'
0.795768 Anti     b'postag:JJ'
0.793425 O        b'lemma:harbor'
0.793425 O        b'word:harboring'
0.792195 Air      b'lemma:%'
0.792195 Air      b'word:%'
0.788884 O        b'lemma:chip-fnr'
0.788884 O        b'word:chip-Fnr'
0.782056 Gtype    b'-1:lemma::'
0.782056 Gtype    b'-1:word::'


Top negative:
0.074783 Temp     b'+1:word:.'
0.072184 Air      b'lemma:-rrb-'
0.072184 Air      b'word:-RRB-'
0.069650 O        b'+1:word:LB'
0.069158 O        b'-1:lemma:Fe'
0.069158 O        b'-1:word:Fe'
0.066676 Anti     b'lemma:tag'
0.066394 Gtype    b'lemma:fur-8myc'
0.066394 Gtype    b'word:fur-8myc'
0.066394 Gtype    b'lemma:cra-8myc-tagged'
0.066394 Gtype    b'word:cra-8myc-tagged'
0.061855 Air      b'postag:-LRB-'
0.061027 Gtype    b'lemma:phtpg'
0.061027 Gtype    b'word:PhtpG'
0.057704 Air      b'-1:postag:-RRB-'
0.054233 Air      b'lemma:o2'
0.054233 Air      b'word:O2'
0.053602 O        b'lemma:n2'
0.053602 O        b'word:N2'
0.051983 Phase    b'-1:word:to'
0.048621 Air      b'lemma:Anaerobic'
0.048565 O        b'lemma:escherichia'
0.048565 O        b'word:Escherichia'
0.047270 O        b'lemma:supplement'
0.047270 O        b'word:supplemented'
0.045901 O        b'lemma:genome'
0.045901 O        b'word:genome'
0.044323 O        b'+1:lemma:co2'
0.044323 O        b'+1:word:CO2'
0.043956 O        b'-1:lemma:\xce\xbcm'
0.043956 O        b'-1:word:\xce\xbcM'
0.043619 Phase    b'-1:lemma:to'
0.043619 Phase    b'-1:postag:TO'
0.042440 Air      b'-1:lemma:anerobically'
0.042440 Air      b'-1:word:anerobically'
0.040693 Substrain b'postag:NN'
0.039480 Air      b'postag:CC'
0.038804 Supp     b'-1:lemma:for'
0.037339 Supp     b'+1:postag:CC'
0.036686 O        b'lemma:vol'
0.036686 O        b'-1:lemma:1/100'
0.036686 O        b'word:vol'
0.036686 O        b'-1:word:1/100'
0.036518 O        b'+1:lemma:tritonx-100'
0.036518 O        b'+1:word:TritonX-100'
0.036360 Med      b'-1:lemma:w2'
0.036360 Med      b'-1:word:W2'
0.035085 O        b'-1:lemma:antibody'
0.035085 O        b'-1:word:antibody'
0.034873 Med      b'isLower'
0.033549 O        b'lemma:dna'
0.033549 O        b'word:DNA'
0.032919 O        b'lemma:ip'
0.032919 O        b'word:ip'
0.032455 O        b'lemma:5'
0.032455 O        b'word:5'
0.032133 OD       b'+1:postag:DT'
0.031699 Air      b'+1:postag:NN'
0.031625 Temp     b'-1:postag:CD'
0.030791 O        b'+1:lemma:dna'
0.030791 O        b'+1:word:DNA'
0.030026 Technique b'word:RNA-Seq'
0.029491 O        b'-1:lemma:5'
0.029491 O        b'-1:word:5'
0.028990 Supp     b'lemma:2g/l'
0.028990 Supp     b'+1:lemma:glutamine'
0.028990 Supp     b'word:2g/L'
0.028990 Supp     b'+1:word:glutamine'
0.028556 O        b'lemma:sodium'
0.028556 O        b'word:Sodium'
0.028274 Air      b'postag:-RRB-'
0.027723 O        b'-1:lemma:mm'
0.027723 O        b'-1:word:mM'
0.027230 Air      b'isUpper'
0.026825 Supp     b'lemma:in'
0.026825 Supp     b'word:in'
0.026186 OD       b'isLower'
0.025904 Air      b'postag:CD'
0.025559 OD       b'lemma:~'
0.025559 OD       b'word:~'
0.022283 Strain   b'isUpper'
0.021867 O        b'lemma:\xce\xbcm'
0.021867 O        b'word:\xce\xbcM'
0.021510 O        b'lemma:cacl2'
0.021510 O        b'+1:lemma:,1.2'
0.021510 O        b'word:CaCl2'
0.021510 O        b'+1:word:,1.2'
0.021084 Anti     b'lemma:rna'
0.021084 Anti     b'word:RNA'
0.019081 OD       b'postag:NN'
0.018803 Med      b'+1:lemma:glucose'
0.018803 Med      b'+1:word:glucose'
0.017602 O        b'lemma:um'
0.017602 O        b'word:uM'
0.016981 Med      b'-1:lemma:LB'
0.015730 O        b'-1:lemma:od600'
0.015730 O        b'-1:word:OD600'
0.014681 O        b'+1:lemma:or'
0.014681 O        b'+1:word:or'
0.014384 O        b'lemma:,1.2'
0.014384 O        b'-1:lemma:cacl2'
0.014384 O        b'word:,1.2'
0.014384 O        b'-1:word:CaCl2'
0.014260 Gtype    b'+1:lemma:-'
0.014260 Gtype    b'+1:word:-'
0.012653 Supp     b'-1:lemma:ph'
0.012653 Supp     b'-1:word:pH'
0.012568 Technique b'+1:word:Anaerobic'
0.011914 O        b'+1:lemma:10'
0.011914 O        b'+1:word:10'
0.011882 O        b'lemma:;'
0.011882 O        b'-1:lemma:7.6'
0.011882 O        b'word:;'
0.011882 O        b'-1:word:7.6'
0.010540 Gtype    b'+1:lemma:small'
0.010540 Gtype    b'+1:word:small'
0.010128 O        b'-1:lemma:%'
0.010128 O        b'-1:word:%'
0.009940 O        b'lemma:7.6'
0.009940 O        b'+1:lemma:;'
0.009940 O        b'word:7.6'
0.009940 O        b'+1:word:;'
0.009934 O        b'lemma:10'
0.009934 O        b'word:10'
0.009853 O        b'+1:lemma:phosphate'
0.009853 O        b'+1:word:phosphate'
0.009377 Air      b'lemma:-lrb-'
0.009377 Air      b'word:-LRB-'
0.009227 Supp     b'word:NH4Cl'
0.009182 OD       b'+1:postag:CD'
0.008934 Temp     b'-1:postag:NN'
0.007449 Agit     b'-1:lemma:-lrb-'
0.007449 Agit     b'-1:word:-LRB-'
0.007424 Agit     b'-1:postag:-LRB-'
0.006462 O        b'+1:lemma:cacl2'
0.006462 O        b'+1:word:CaCl2'
0.006379 Temp     b'+1:postag:VB'
0.005640 O        b'-1:lemma:;'
0.005640 O        b'-1:word:;'
0.005260 O        b'+1:postag:CD'
0.004235 Gtype    b'word:fnr'
0.004023 O        b'-1:lemma:stpa'
0.004023 O        b'-1:word:stpA'
0.003588 O        b'lemma:final'
0.003588 O        b'word:final'
0.003309 Supp     b'+1:lemma:7.6'
0.003309 Supp     b'+1:word:7.6'
0.003288 O        b'+1:lemma:0.4'
0.003288 O        b'+1:word:0.4'
0.003104 Agit     b'+1:postag:-RRB-'
0.003103 Agit     b'+1:lemma:-rrb-'
0.003103 Agit     b'+1:word:-RRB-'
0.002942 Supp     b'postag::'
0.002853 O        b'lemma:be'
0.002549 Gtype    b'word:RyhB'
0.001635 Agit     b'isNumber'
0.001447 O        b'-1:lemma:0.4'
0.001447 O        b'-1:word:0.4'
0.001053 Gtype    b'lemma:nsrr'
0.001053 Gtype    b'word:NsrR'
0.000942 O        b'-1:lemma:anaerobic'
0.000844 O        b'+1:postag:NNS'
0.000463 O        b'-1:lemma:with'
0.000463 O        b'-1:word:with'
0.000386 O        b'+1:lemma:ph'
0.000386 O        b'+1:word:pH'
0.000369 Gtype    b'+1:lemma:ryhb'
0.000304 Gtype    b'-1:lemma:small'
0.000304 Gtype    b'-1:word:small'
0.000304 Gtype    b'+1:word:RyhB'
0.000228 Temp     b'+1:postag:JJ'
0.000187 Supp     b'lemma:mg/ml'
0.000187 Supp     b'-1:lemma:150'
0.000187 Supp     b'word:mg/mL'
0.000187 Supp     b'-1:word:150'
0.000175 Agit     b'postag:CD'
0.000135 O        b'-1:lemma:shake'
0.000135 O        b'-1:word:shaking'
0.000107 O        b'lemma:25'
0.000107 O        b'word:25'
0.000052 Gtype    b'lemma:flagtag'
0.000052 Gtype    b'word:Flagtag'
0.000035 O        b'lemma:hs2'
0.000035 O        b'word:HS2'
0.000031 Gtype    b'lemma:_'
0.000031 Gtype    b'word:_'
0.000024 OD       b'+1:postag:JJ'
0.000021 Gtype    b'+1:lemma:knock-out'
0.000021 Gtype    b'+1:word:Knock-out'
0.000010 Phase    b'+1:lemma:aerobically'
0.000010 Phase    b'+1:word:aerobically'
0.000005 Gtype    b'-1:lemma:dfnr'
0.000005 Gtype    b'-1:word:dFNR'
0.000004 Phase    b'+1:postag:RB'
0.000002 O        b'lemma:build'
0.000002 O        b'word:build'
0.000000 Gtype    b'+1:lemma:control'
0.000000 Gtype    b'+1:word:control'
-0.000013 O        b'lemma:pahse'
-0.000013 O        b'word:pahse'
-0.000089 O        b'-1:lemma:rna'
-0.000089 O        b'-1:word:RNA'
-0.000145 O        b'+1:lemma:glucose'
-0.000145 O        b'+1:word:glucose'
-0.000320 O        b'-1:lemma:mid-log'
-0.000320 O        b'-1:word:mid-log'
-0.000415 O        b'-1:postag:-RRB-'
-0.000452 O        b'-1:lemma:25'
-0.000452 O        b'-1:word:25'
-0.001249 Med      b'+1:postag:IN'
-0.001534 Gtype    b'postag:CD'
-0.001680 Supp     b'+1:lemma:10'
-0.001680 Supp     b'+1:word:10'
-0.001961 O        b'lemma:co2'
-0.001961 O        b'word:CO2'
-0.001996 Supp     b'-1:lemma:;'
-0.001996 Supp     b'-1:word:;'
-0.002038 Phase    b'-1:word:at'
-0.002040 Phase    b'-1:lemma:at'
-0.002357 Temp     b'-1:lemma:at'
-0.002709 O        b'-1:lemma:phosphate'
-0.002709 O        b'-1:word:phosphate'
-0.003065 Gtype    b'+1:postag:-LRB-'
-0.003101 Supp     b'lemma:;'
-0.003101 Supp     b'-1:lemma:7.6'
-0.003101 Supp     b'word:;'
-0.003101 Supp     b'-1:word:7.6'
-0.003494 Supp     b'+1:postag:-RRB-'
-0.003931 Temp     b'-1:word:at'
-0.004106 Air      b'-1:postag:-LRB-'
-0.004435 Supp     b'lemma:.'
-0.004435 Supp     b'postag:.'
-0.004435 Supp     b'word:.'
-0.004662 Supp     b'+1:lemma:of'
-0.004662 Supp     b'+1:word:of'
-0.006352 Gtype    b'postag:NNP'
-0.006825 O        b'+1:lemma:of'
-0.006825 O        b'+1:word:of'
-0.007345 O        b'-1:word:to'
-0.008483 O        b'-1:lemma:final'
-0.008483 O        b'-1:word:final'
-0.009502 Gtype    b'-1:lemma:,'
-0.009502 Gtype    b'-1:postag:,'
-0.009502 Gtype    b'-1:word:,'
-0.010030 Air      b'-1:lemma:and'
-0.010030 Air      b'-1:word:and'
-0.011308 Air      b'+1:lemma:-rrb-'
-0.011308 Air      b'+1:word:-RRB-'
-0.011439 Supp     b'+1:lemma:-rrb-'
-0.011439 Supp     b'+1:word:-RRB-'
-0.015477 O        b'-1:lemma:.'
-0.015477 O        b'-1:postag:.'
-0.015477 O        b'-1:word:.'
-0.015522 Supp     b'+1:postag:CD'
-0.015982 pH       b'isUpper'
-0.016557 Supp     b'-1:lemma:10'
-0.016557 Supp     b'-1:word:10'
-0.016734 O        b'-1:lemma:delta'
-0.016734 O        b'-1:word:delta'
-0.016813 O        b'+1:word:the'
-0.017277 O        b'+1:lemma:the'
-0.017330 Supp     b'isUpper'
-0.018439 O        b'+1:lemma:~'
-0.018439 O        b'+1:word:~'
-0.019056 O        b'+1:lemma:-rrb-'
-0.019056 O        b'+1:word:-RRB-'
-0.019497 O        b'+1:lemma:5'
-0.019497 O        b'+1:word:5'
-0.020397 O        b'lemma:ph'
-0.020397 O        b'word:pH'
-0.022686 O        b'lemma:m63'
-0.022686 O        b'word:M63'
-0.029218 Technique b'postag:NN'
-0.029940 Supp     b'lemma:-rrb-'
-0.029940 Supp     b'word:-RRB-'
-0.030670 Supp     b'postag:CC'
-0.031462 Air      b'+1:postag:-RRB-'
-0.033620 Technique b'-1:lemma::'
-0.033620 Technique b'-1:word::'
-0.034504 Air      b'-1:postag:CC'
-0.035404 Air      b'-1:lemma:aerobically'
-0.035404 Air      b'-1:word:aerobically'
-0.042860 Supp     b'postag:IN'
-0.047602 O        b'lemma:1m'
-0.047602 O        b'word:1M'
-0.048681 O        b'+1:lemma:min'
-0.048681 O        b'+1:word:min'
-0.049668 O        b'+1:lemma:contain'
-0.049668 O        b'+1:word:containing'
-0.050383 Supp     b'lemma:mm'
-0.050383 Supp     b'word:mM'
-0.053612 Supp     b'lemma:10'
-0.053612 Supp     b'word:10'
-0.058251 O        b'lemma:od600'
-0.058251 O        b'word:OD600'
-0.059773 O        b'+1:lemma:%'
-0.059773 O        b'+1:word:%'
-0.062257 Gtype    b'+1:lemma:,'
-0.062257 Gtype    b'+1:postag:,'
-0.062257 Gtype    b'+1:word:,'
-0.063901 Supp     b'-1:lemma:.'
-0.063901 Supp     b'-1:postag:.'
-0.063901 Supp     b'-1:word:.'
-0.065604 Gtype    b'+1:postag:CD'
-0.067723 O        b'-1:postag:DT'
-0.068633 O        b'word:LB'
-0.070011 O        b'-1:lemma:n2'
-0.070011 O        b'-1:word:N2'
-0.070275 Gtype    b'-1:postag:NNP'
-0.070594 O        b'-1:lemma:\xe2\x88\x86'
-0.070594 O        b'-1:word:\xe2\x88\x86'
-0.070722 Supp     b'-1:postag:DT'
-0.072562 Gtype    b'postag::'
-0.074266 Gtype    b'+1:postag:JJ'
-0.074753 O        b'+1:lemma:.'
-0.074753 O        b'+1:postag:.'
-0.074753 O        b'+1:word:.'
-0.075112 O        b'+1:lemma:+'
-0.075112 O        b'+1:word:+'
-0.075366 Supp     b'-1:lemma:dpd'
-0.075366 Supp     b'-1:word:DPD'
-0.075618 Supp     b'lemma:vol'
-0.075618 Supp     b'-1:lemma:1/100'
-0.075618 Supp     b'word:vol'
-0.075618 Supp     b'-1:word:1/100'
-0.077582 OD       b'+1:lemma:2.0'
-0.077582 OD       b'+1:word:2.0'
-0.079358 O        b'-1:lemma:~'
-0.079358 O        b'-1:word:~'
-0.079503 Supp     b'+1:lemma:dpd'
-0.079503 Supp     b'+1:word:DPD'
-0.083873 Med      b'postag:CD'
-0.083912 O        b'+1:lemma:-lrb-'
-0.083912 O        b'+1:word:-LRB-'
-0.085575 Med      b'postag:NN'
-0.091804 Supp     b'-1:postag:JJ'
-0.092768 Supp     b'lemma:,'
-0.092768 Supp     b'postag:,'
-0.092768 Supp     b'word:,'
-0.100176 O        b'-1:lemma:o2'
-0.100176 O        b'-1:word:O2'
-0.112686 O        b'-1:lemma:-lrb-'
-0.112686 O        b'-1:word:-LRB-'
-0.112958 O        b'+1:lemma:hour'
-0.113780 Gtype    b'+1:lemma:\xe2\x88\x86'
-0.113780 Gtype    b'+1:word:\xe2\x88\x86'
-0.115435 O        b'+1:word:ChIP-exo'
-0.117066 Supp     b'postag:-RRB-'
-0.124891 O        b'-1:lemma:m'
-0.124891 O        b'-1:word:M'
-0.133684 O        b'-1:lemma:rpob'
-0.133684 O        b'-1:word:RpoB'
-0.134887 Supp     b'postag:CD'
-0.137252 O        b'lemma:fecl2'
-0.137252 O        b'word:FeCl2'
-0.140229 Anti     b'isNumber'
-0.140401 O        b'-1:lemma:ph'
-0.140401 O        b'-1:word:pH'
-0.150961 Supp     b'-1:postag:NN'
-0.153316 Phase    b'+1:postag:NN'
-0.159521 O        b'+1:lemma:mm'
-0.159521 O        b'+1:word:mM'
-0.161292 O        b'-1:lemma:until'
-0.161292 O        b'-1:word:until'
-0.171692 Gtype    b'-1:lemma:mg1655'
-0.171692 Gtype    b'-1:word:MG1655'
-0.175072 Air      b'isLower'
-0.179240 pH       b'isLower'
-0.194920 O        b'-1:lemma:1m'
-0.194920 O        b'-1:word:1M'
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