Carlos-Francisco Méndez-Cruz / automatic-extraction-growth-conditions

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report_Run9_v12.txt 46.7 KB
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********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70-NER.txt

best params:{'c1': 0.00396045536809637, 'c2': 0.032729382325449856}
best CV score:0.8193729864282642
model size: 0.12M

Flat F1: 0.807028011886901
             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     0.804     0.891        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      0.590     0.557     0.573        88
       Anti      0.900     0.692     0.783        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      0.857     0.838     0.848       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.850     0.773     0.807       484


Top likely transitions:
Air    -> Air     5.256777
Supp   -> Supp    5.190307
Anti   -> Anti    4.821760
Med    -> Med     4.721731
Temp   -> Temp    4.564040
Phase  -> Phase   4.370499
Gversion -> Gversion 4.258992
O      -> O       3.763625
OD     -> OD      3.707512
Gtype  -> Gtype   3.630621
Technique -> Technique 3.481961
pH     -> pH      3.137692
Agit   -> Agit    2.496062
Technique -> Air     2.305821
Substrain -> Gtype   1.848852
Air    -> O       1.200594
Gtype  -> Supp    1.003255
O      -> Supp    0.665719
O      -> Technique 0.647188
Gtype  -> pH      0.432726
Strain -> O       0.420057
Supp   -> O       0.367087
Gtype  -> Air     0.277856
O      -> Vess    0.268862
O      -> Gtype   0.196868
Vess   -> O       0.193273
Anti   -> O       0.181595
O      -> Strain  0.179986
Temp   -> O       0.149852
O      -> Temp    0.113125
Supp   -> Air     0.096784
Technique -> O       0.083220
O      -> pH      0.076980
O      -> Substrain 0.062856
pH     -> O       0.024412
Vess   -> Temp    -0.000000
OD     -> Strain  -0.000010
Anti   -> Substrain -0.000020
Strain -> Temp    -0.000039
Anti   -> Agit    -0.000118
Vess   -> Gtype   -0.000221
Substrain -> Air     -0.000451
Vess   -> Supp    -0.001389
Phase  -> Substrain -0.001565
Air    -> Strain  -0.002764
Anti   -> Strain  -0.005289
Supp   -> Substrain -0.006886
Temp   -> Agit    -0.011145
Phase  -> Strain  -0.014777
Vess   -> OD      -0.021253
Supp   -> Vess    -0.021694
Supp   -> Strain  -0.022090
Substrain -> Technique -0.028348
pH     -> Anti    -0.033174
pH     -> Med     -0.035316
Vess   -> pH      -0.038629
pH     -> Phase   -0.042467
Agit   -> Vess    -0.046333
Agit   -> pH      -0.053440
Agit   -> Temp    -0.055930
OD     -> Phase   -0.058365
Gversion -> Anti    -0.058948
pH     -> Technique -0.066108
Temp   -> Gversion -0.067347
Strain -> OD      -0.068062
Technique -> Vess    -0.071290
pH     -> Gversion -0.072711
Agit   -> Med     -0.073121
Strain -> Med     -0.074127
Temp   -> pH      -0.076294
Temp   -> Anti    -0.076661
Technique -> Strain  -0.077155
Gversion -> Agit    -0.077335
Gversion -> Phase   -0.078180
Substrain -> Med     -0.079707
OD     -> Anti    -0.080625
Med    -> Gversion -0.080648
Anti   -> Gversion -0.088980
Med    -> Anti    -0.091323
Air    -> Gversion -0.102846
Air    -> pH      -0.104788
Substrain -> Temp    -0.105271
OD     -> Gversion -0.123206
Anti   -> Air     -0.126246
Technique -> Substrain -0.128569
Strain -> pH      -0.132729
Technique -> Anti    -0.134090
Phase  -> Agit    -0.141183
Anti   -> pH      -0.143291
Substrain -> OD      -0.147802
Agit   -> Technique -0.148037
Supp   -> Agit    -0.149657
Phase  -> Air     -0.157633
Air    -> Anti    -0.165769
Gversion -> Med     -0.168270
Gversion -> pH      -0.172716
Temp   -> Phase   -0.172905
Strain -> Supp    -0.172993
Gtype  -> Vess    -0.175871
Med    -> Phase   -0.188020
pH     -> Agit    -0.196483
O      -> Gversion -0.200448
pH     -> Air     -0.210064
O      -> Phase   -0.212894
Gversion -> Temp    -0.213457
OD     -> pH      -0.216272
Phase  -> Gversion -0.218625
Gtype  -> Strain  -0.219229
pH     -> Gtype   -0.223961
Temp   -> Technique -0.228521
Agit   -> O       -0.229002
Gtype  -> Substrain -0.233309
pH     -> OD      -0.239155
Phase  -> Temp    -0.239876
Agit   -> Supp    -0.244959
O      -> Anti    -0.245780
Phase  -> Anti    -0.265687
Technique -> Temp    -0.271582
Agit   -> Gtype   -0.272997
OD     -> Agit    -0.277670
Gversion -> O       -0.278769
Gversion -> OD      -0.280917
Supp   -> Gversion -0.281105
Technique -> Phase   -0.281217
Med    -> Agit    -0.284416
Supp   -> Anti    -0.285215
Temp   -> OD      -0.297269
Med    -> pH      -0.301954
Gversion -> Air     -0.302334
Air    -> Med     -0.306696
Gversion -> Technique -0.313124
Substrain -> Supp    -0.318916
Agit   -> OD      -0.329538
Anti   -> OD      -0.334016
pH     -> Supp    -0.341229
Gtype  -> Agit    -0.346680
Temp   -> Air     -0.348493
Gversion -> Supp    -0.354387
O      -> Agit    -0.357080
Anti   -> Technique -0.367928
Technique -> Agit    -0.374667
Supp   -> Temp    -0.377701
Substrain -> pH      -0.377879
Technique -> Med     -0.383935
Technique -> Gversion -0.385496
Phase  -> pH      -0.385668
Anti   -> Supp    -0.396790
Anti   -> Phase   -0.408244
Strain -> Gtype   -0.408751
pH     -> Temp    -0.410362
Temp   -> Supp    -0.416800
Gversion -> Gtype   -0.417331
OD     -> Technique -0.421578
Supp   -> Phase   -0.425498
Med    -> Air     -0.428384
Med    -> Temp    -0.429184
Air    -> Technique -0.442775
OD     -> Gtype   -0.445978
Air    -> OD      -0.453786
Supp   -> pH      -0.455202
OD     -> Med     -0.468429
Anti   -> Med     -0.470486
Temp   -> Gtype   -0.484957
Med    -> OD      -0.495779
Air    -> Gtype   -0.496667
Med    -> Technique -0.522845
Agit   -> Air     -0.550375
Anti   -> Temp    -0.552364
Supp   -> Technique -0.556774
Technique -> Supp    -0.585779
Med    -> Gtype   -0.589374
Air    -> Temp    -0.598372
Phase  -> Med     -0.599410
Air    -> Supp    -0.609969
Phase  -> Gtype   -0.616227
OD     -> O       -0.636079
Phase  -> Supp    -0.646107
O      -> Med     -0.669096
Anti   -> Gtype   -0.696398
Gtype  -> Temp    -0.726500
Supp   -> OD      -0.728696
OD     -> Temp    -0.738527
Med    -> O       -0.762496
Supp   -> Gtype   -0.803759
O      -> OD      -0.820635
Phase  -> O       -0.833251
OD     -> Supp    -0.867573
Gtype  -> Gversion -0.874077
Gtype  -> Technique -0.937144
Phase  -> Technique -0.975537
Gtype  -> Med     -1.000733
Gtype  -> Phase   -1.011114
Air    -> Agit    -1.021230
Gtype  -> Anti    -1.034671
Gtype  -> OD      -1.044144
Gtype  -> O       -1.095058
Technique -> OD      -1.102119
Temp   -> Med     -1.133490
Air    -> Phase   -1.341248
O      -> Air     -1.349082
Supp   -> Med     -1.405366
OD     -> Air     -1.490131
Substrain -> O       -1.591627
Technique -> Gtype   -1.661643
Phase  -> OD      -2.312965
Med    -> Supp    -2.383247
Technique -> pH      -2.533410


Top unlikely transitions:
Air    -> Air     5.256777
Supp   -> Supp    5.190307
Anti   -> Anti    4.821760
Med    -> Med     4.721731
Temp   -> Temp    4.564040
Phase  -> Phase   4.370499
Gversion -> Gversion 4.258992
O      -> O       3.763625
OD     -> OD      3.707512
Gtype  -> Gtype   3.630621
Technique -> Technique 3.481961
pH     -> pH      3.137692
Agit   -> Agit    2.496062
Technique -> Air     2.305821
Substrain -> Gtype   1.848852
Air    -> O       1.200594
Gtype  -> Supp    1.003255
O      -> Supp    0.665719
O      -> Technique 0.647188
Gtype  -> pH      0.432726
Strain -> O       0.420057
Supp   -> O       0.367087
Gtype  -> Air     0.277856
O      -> Vess    0.268862
O      -> Gtype   0.196868
Vess   -> O       0.193273
Anti   -> O       0.181595
O      -> Strain  0.179986
Temp   -> O       0.149852
O      -> Temp    0.113125
Supp   -> Air     0.096784
Technique -> O       0.083220
O      -> pH      0.076980
O      -> Substrain 0.062856
pH     -> O       0.024412
Vess   -> Temp    -0.000000
OD     -> Strain  -0.000010
Anti   -> Substrain -0.000020
Strain -> Temp    -0.000039
Anti   -> Agit    -0.000118
Vess   -> Gtype   -0.000221
Substrain -> Air     -0.000451
Vess   -> Supp    -0.001389
Phase  -> Substrain -0.001565
Air    -> Strain  -0.002764
Anti   -> Strain  -0.005289
Supp   -> Substrain -0.006886
Temp   -> Agit    -0.011145
Phase  -> Strain  -0.014777
Vess   -> OD      -0.021253
Supp   -> Vess    -0.021694
Supp   -> Strain  -0.022090
Substrain -> Technique -0.028348
pH     -> Anti    -0.033174
pH     -> Med     -0.035316
Vess   -> pH      -0.038629
pH     -> Phase   -0.042467
Agit   -> Vess    -0.046333
Agit   -> pH      -0.053440
Agit   -> Temp    -0.055930
OD     -> Phase   -0.058365
Gversion -> Anti    -0.058948
pH     -> Technique -0.066108
Temp   -> Gversion -0.067347
Strain -> OD      -0.068062
Technique -> Vess    -0.071290
pH     -> Gversion -0.072711
Agit   -> Med     -0.073121
Strain -> Med     -0.074127
Temp   -> pH      -0.076294
Temp   -> Anti    -0.076661
Technique -> Strain  -0.077155
Gversion -> Agit    -0.077335
Gversion -> Phase   -0.078180
Substrain -> Med     -0.079707
OD     -> Anti    -0.080625
Med    -> Gversion -0.080648
Anti   -> Gversion -0.088980
Med    -> Anti    -0.091323
Air    -> Gversion -0.102846
Air    -> pH      -0.104788
Substrain -> Temp    -0.105271
OD     -> Gversion -0.123206
Anti   -> Air     -0.126246
Technique -> Substrain -0.128569
Strain -> pH      -0.132729
Technique -> Anti    -0.134090
Phase  -> Agit    -0.141183
Anti   -> pH      -0.143291
Substrain -> OD      -0.147802
Agit   -> Technique -0.148037
Supp   -> Agit    -0.149657
Phase  -> Air     -0.157633
Air    -> Anti    -0.165769
Gversion -> Med     -0.168270
Gversion -> pH      -0.172716
Temp   -> Phase   -0.172905
Strain -> Supp    -0.172993
Gtype  -> Vess    -0.175871
Med    -> Phase   -0.188020
pH     -> Agit    -0.196483
O      -> Gversion -0.200448
pH     -> Air     -0.210064
O      -> Phase   -0.212894
Gversion -> Temp    -0.213457
OD     -> pH      -0.216272
Phase  -> Gversion -0.218625
Gtype  -> Strain  -0.219229
pH     -> Gtype   -0.223961
Temp   -> Technique -0.228521
Agit   -> O       -0.229002
Gtype  -> Substrain -0.233309
pH     -> OD      -0.239155
Phase  -> Temp    -0.239876
Agit   -> Supp    -0.244959
O      -> Anti    -0.245780
Phase  -> Anti    -0.265687
Technique -> Temp    -0.271582
Agit   -> Gtype   -0.272997
OD     -> Agit    -0.277670
Gversion -> O       -0.278769
Gversion -> OD      -0.280917
Supp   -> Gversion -0.281105
Technique -> Phase   -0.281217
Med    -> Agit    -0.284416
Supp   -> Anti    -0.285215
Temp   -> OD      -0.297269
Med    -> pH      -0.301954
Gversion -> Air     -0.302334
Air    -> Med     -0.306696
Gversion -> Technique -0.313124
Substrain -> Supp    -0.318916
Agit   -> OD      -0.329538
Anti   -> OD      -0.334016
pH     -> Supp    -0.341229
Gtype  -> Agit    -0.346680
Temp   -> Air     -0.348493
Gversion -> Supp    -0.354387
O      -> Agit    -0.357080
Anti   -> Technique -0.367928
Technique -> Agit    -0.374667
Supp   -> Temp    -0.377701
Substrain -> pH      -0.377879
Technique -> Med     -0.383935
Technique -> Gversion -0.385496
Phase  -> pH      -0.385668
Anti   -> Supp    -0.396790
Anti   -> Phase   -0.408244
Strain -> Gtype   -0.408751
pH     -> Temp    -0.410362
Temp   -> Supp    -0.416800
Gversion -> Gtype   -0.417331
OD     -> Technique -0.421578
Supp   -> Phase   -0.425498
Med    -> Air     -0.428384
Med    -> Temp    -0.429184
Air    -> Technique -0.442775
OD     -> Gtype   -0.445978
Air    -> OD      -0.453786
Supp   -> pH      -0.455202
OD     -> Med     -0.468429
Anti   -> Med     -0.470486
Temp   -> Gtype   -0.484957
Med    -> OD      -0.495779
Air    -> Gtype   -0.496667
Med    -> Technique -0.522845
Agit   -> Air     -0.550375
Anti   -> Temp    -0.552364
Supp   -> Technique -0.556774
Technique -> Supp    -0.585779
Med    -> Gtype   -0.589374
Air    -> Temp    -0.598372
Phase  -> Med     -0.599410
Air    -> Supp    -0.609969
Phase  -> Gtype   -0.616227
OD     -> O       -0.636079
Phase  -> Supp    -0.646107
O      -> Med     -0.669096
Anti   -> Gtype   -0.696398
Gtype  -> Temp    -0.726500
Supp   -> OD      -0.728696
OD     -> Temp    -0.738527
Med    -> O       -0.762496
Supp   -> Gtype   -0.803759
O      -> OD      -0.820635
Phase  -> O       -0.833251
OD     -> Supp    -0.867573
Gtype  -> Gversion -0.874077
Gtype  -> Technique -0.937144
Phase  -> Technique -0.975537
Gtype  -> Med     -1.000733
Gtype  -> Phase   -1.011114
Air    -> Agit    -1.021230
Gtype  -> Anti    -1.034671
Gtype  -> OD      -1.044144
Gtype  -> O       -1.095058
Technique -> OD      -1.102119
Temp   -> Med     -1.133490
Air    -> Phase   -1.341248
O      -> Air     -1.349082
Supp   -> Med     -1.405366
OD     -> Air     -1.490131
Substrain -> O       -1.591627
Technique -> Gtype   -1.661643
Phase  -> OD      -2.312965
Med    -> Supp    -2.383247
Technique -> pH      -2.533410


Top positive:
6.997395 O        b'lemma:_'
6.734337 Supp     b'lemma:Iron'
5.683761 Technique b'lemma:chipseq'
5.489621 Phase    b'lemma:mid-log'
5.442763 Strain   b'lemma:k-12'
5.407558 Air      b'lemma:anaerobic'
5.347416 Phase    b'lemma:stationary'
5.347416 Phase    b'lemma:exponential'
5.033087 Air      b'lemma:aerobically'
4.853740 Supp     b'lemma:2h'
4.853740 Supp     b'-1:lemma:additional'
4.814889 O        b'lemma:Cra'
4.698042 O        b'lemma:1'
4.634421 Supp     b'+1:lemma:\xc2\xb5m'
4.496875 Technique b'lemma:ChIP-exo'
4.475845 Gtype    b'lemma:\xce\xb4cra'
4.421144 Supp     b'lemma:pq'
4.395060 Supp     b'lemma:no3'
4.352560 O        b'lemma:2'
4.308144 Gtype    b'lemma:wt'
4.264983 Air      b'-1:lemma:ChIP-Seq'
4.151103 Gversion b'lemma:asm584v2'
4.102279 O        b'lemma:b'
4.025383 Gtype    b'lemma:\xce\xb4fur'
4.007012 O        b'-1:lemma:0.3'
3.988358 O        b'lemma:rep2'
3.988358 O        b'lemma:rep1'
3.977565 O        b'+1:lemma:pq'
3.965790 O        b'-1:lemma:tag'
3.926689 O        b'-1:lemma:glucose'
3.874202 O        b'lemma:rpob'
3.847659 O        b'lemma:purr'
3.775516 O        b'-1:lemma:lb'
3.773547 Supp     b'-1:ner:SUPP'
3.748103 O        b'lemma:-'
3.720238 O        b'lemma:3'
3.706549 Substrain b'lemma:mg1655'
3.644222 O        b'lemma:with'
3.618038 Supp     b'lemma:dpd'
3.599503 Supp     b'lemma:iptg'
3.545029 Med      b'lemma:LB'
3.516856 O        b'lemma:CEL'
3.510942 Technique b'lemma:rna-seq'
3.478048 Supp     b'-1:lemma:Cra'
3.451171 Supp     b'lemma:nh4cl'
3.447455 Supp     b'+1:lemma:Deficient'
3.414856 Air      b'lemma:aerobic'
3.411804 Air      b'-1:lemma:-'
3.345133 Gversion b'lemma:chip-seq'
3.339799 Anti     b'lemma:none'
3.333050 O        b'lemma:trpr'
3.329009 Temp     b'lemma:\xc2\xb0c'
3.315432 Gtype    b'lemma:arca8myc'
3.278854 Technique b'lemma:chip-seq'
3.277988 Temp     b'-1:lemma:37'
3.272706 Med      b'+1:lemma:0.4'
3.266436 O        b'lemma:affyexp'
3.237332 Med      b'+1:lemma:2.0'
3.232226 O        b'postag:VBG'
3.219368 Med      b'-1:lemma:ml'
3.217527 Gtype    b'lemma:type'
3.215492 Anti     b'lemma:\xcf\x8332'
3.214400 Med      b'lemma:m63'
3.210838 Supp     b'-1:lemma:+'
3.209878 Med      b'lemma:MOPS'
3.204320 Strain   b'+1:lemma:substr'
3.200123 Med      b'lemma:lb'
3.189364 Air      b'lemma:anaeroibc'
3.179460 O        b'lemma:at'
3.152023 Anti     b'lemma:seqa'
3.125569 Vess     b'lemma:flask'
3.125569 Vess     b'-1:lemma:warm'
3.102623 O        b'lemma:ompr'
3.066115 O        b'postag::'
3.042199 Supp     b'-1:lemma:vol'
3.040403 Gtype    b'+1:lemma:type'
3.019471 O        b'lemma:\xcf\x8332'
3.011844 O        b'lemma:.'
3.011844 O        b'postag:.'
3.003505 Supp     b'+1:lemma:iptg'
2.967396 Technique b'lemma:rnaseq'
2.966232 Gtype    b'lemma:\xce\xb4ompr'
2.921375 O        b'lemma:a'
2.911523 Gtype    b'lemma:dfnr'
2.889473 pH       b'lemma:ph5'
2.889473 pH       b'+1:lemma:.5'
2.887741 Supp     b'lemma:Fe'
2.874711 Gtype    b'+1:lemma:pq'
2.869358 O        b'lemma:argr'
2.868929 Gtype    b'lemma:WT'
2.867999 Gversion b'lemma:nc'
2.855153 Temp     b'+1:lemma:\xc2\xb0c'
2.842795 O        b'-1:lemma:pq'
2.836127 OD       b'lemma:od450'
2.818410 Gversion b'lemma:u00096'
2.818410 Gversion b'+1:lemma:.2'
2.813526 Supp     b'lemma:Leu'
2.808456 O        b'lemma:chip-arca'
2.807757 Gversion b'lemma:.2'
2.807757 Gversion b'-1:lemma:u00096'
2.807675 O        b'lemma:or'
2.790144 O        b'+1:lemma:wt'
2.789355 Supp     b'lemma:Adenine'
2.770232 O        b'lemma:gadx'
2.761588 Supp     b'lemma:nacl'
2.758501 Med      b'lemma:media'
2.755854 Gtype    b'lemma:\xe2\x88\x86'
2.724023 Gversion b'lemma:000913'
2.691045 Gtype    b'-1:ner:GEN'
2.681286 Gtype    b'lemma:\xce\xb4oxyr'
2.667093 O        b'+1:lemma:od600'
2.652464 Agit     b'+1:lemma:rpm'
2.650883 Gtype    b'lemma:pk4854'
2.644221 Supp     b'+1:lemma:deficient'
2.637828 Air      b'postag:RB'
2.636837 Gtype    b'lemma:delta-fnr'
2.635832 Gtype    b'-1:lemma:nsrr'
2.635832 Gtype    b'+1:lemma:flagtag'
2.634394 Gtype    b'lemma:deltaseqa'
2.634394 Gtype    b'-1:lemma:old'
2.626239 O        b'lemma:treatment'
2.598646 Substrain b'+1:lemma:phtpg'
2.591693 O        b'+1:lemma:43'
2.586819 Gtype    b'+1:lemma:with'
2.568650 O        b'+1:lemma:k-12'
2.564213 Gtype    b'lemma:wild-type'
2.556987 Gversion b'-1:lemma:nc'
2.556987 Gversion b'+1:lemma:000913'
2.554658 OD       b'-1:lemma:od450'
2.554360 Phase    b'-1:lemma:mid-log'
2.552889 Supp     b'+1:lemma:1'
2.548278 Air      b'-1:lemma:co2'
2.542820 Agit     b'lemma:rpm'
2.534361 O        b'-1:lemma:nh4cl'
2.523797 O        b'lemma:for'
2.513285 O        b'-2:ner:MED'
2.509476 Supp     b'lemma:arginine'
2.508822 Temp     b'lemma:43'
2.503228 Temp     b'-1:lemma:43'
2.503107 Agit     b'-1:lemma:250'
2.502865 O        b'-1:lemma:anaerobic'
2.502710 Gtype    b'+1:lemma:ph5'
2.494745 Med      b'-1:lemma:fresh'
2.481086 Gtype    b'-1:lemma:\xe2\x88\x86'
2.481074 O        b'lemma:soxr'
2.481074 O        b'lemma:soxs'
2.477989 Gtype    b'lemma:delta-arca'
2.475389 O        b'lemma:input'
2.475389 O        b'+1:lemma:chip-seq'
2.475377 Gtype    b'lemma:ptac'
2.474770 Gtype    b'lemma:fnr8myc'
2.468095 Substrain b'lemma:mg1655star'
2.452882 Technique b'lemma:chip-exo'
2.434165 Air      b'lemma:Anaerobic'
2.406372 O        b'lemma:chip-fnr'
2.392331 Gtype    b'-1:lemma:ptac'
2.391029 Gtype    b'-1:lemma:phtpg'
2.388896 pH       b'+1:postag:CD'
2.385329 O        b'lemma:genotype/variation'
2.371619 O        b'+1:lemma:\xe2\x88\x86'
2.365112 O        b'+1:ner:MED'
2.342690 Vess     b'-1:postag:VBN'
2.323845 Agit     b'lemma:250'
2.317198 Gtype    b'lemma:wildtype'
2.301154 Med      b'postag:NNP'
2.286613 O        b'-1:lemma:Anaerobic'
2.283575 Supp     b'+1:lemma:2'
2.280551 Supp     b'lemma:acetate'
2.273231 Phase    b'-1:lemma:until'
2.268352 O        b'+1:lemma:0.2'
2.251980 O        b'-1:lemma:nacl'
2.245628 Technique b'lemma:ChIP-Seq'
2.235633 O        b'-1:lemma:acetate'
2.230342 O        b'lemma:cra'
2.227479 Gtype    b'lemma:flagtag'
2.222160 Technique b'-1:lemma:IP'
2.220594 Gtype    b'lemma:nsrr'
2.207608 O        b'lemma:culture'
2.194692 Gtype    b'-1:lemma:rpob'
2.188519 Supp     b'-1:lemma:final'
2.182045 O        b'lemma:Fur'
2.181568 O        b'-1:lemma:stpa'
2.177495 O        b'-1:lemma:into'
2.168452 Temp     b'-1:lemma:sample'
2.161133 O        b'+1:lemma:30'
2.154694 O        b'-1:lemma:ChIP-exo'
2.153624 Supp     b'-1:lemma:with'
2.153222 O        b'-1:postag:NNS'
2.146635 Gtype    b'-1:lemma:_'
2.125902 Supp     b'+1:lemma:hour'
2.124067 Vess     b'+1:lemma:at'
2.120402 Gtype    b'lemma:\xce\xb4soxr'
2.109903 Gtype    b'lemma:\xce\xb4soxs'
2.104922 Med      b'lemma:medium'
2.100621 Substrain b'-1:lemma:.'
2.100621 Substrain b'-1:postag:.'
2.075878 O        b'-1:lemma:type'
2.075185 Supp     b'+1:lemma:min'
2.074493 Gtype    b'+2:ner:SUPP'
2.071705 OD       b'lemma:od600'
2.066611 O        b'-1:lemma:min'
2.063729 O        b'-1:lemma:Aerobic'
2.047834 Technique b'+1:lemma:chip-exo'
2.047681 O        b'lemma:chip'
2.034664 O        b'lemma:growth'
2.028510 O        b'-1:lemma:arginine'
2.023890 O        b'+1:lemma:mid-log'
2.015247 O        b'lemma:genotype'
2.015128 O        b'-1:lemma:\xc2\xb0c'
2.003128 Air      b'-1:lemma:ryhb'
1.990042 Temp     b'-1:lemma:\xcf\x8332'
1.979622 O        b'+1:postag:RB'
1.979620 O        b'lemma:C'
1.975947 O        b'lemma:s'
1.974416 O        b'-1:lemma:no3'
1.971583 Gtype    b'-1:lemma:factor'
1.969817 Technique b'-1:lemma:input'
1.966214 Gtype    b'lemma:oxyr-8myc'
1.966214 Gtype    b'lemma:soxr-8myc'
1.966214 Gtype    b'lemma:soxs-8myc'
1.960670 Gversion b'+1:lemma:genome'
1.958894 Technique b'-1:lemma:rna-seq'
1.951040 O        b'lemma:Lrp'
1.944679 Gtype    b'-1:postag:VBP'
1.943592 Gtype    b'lemma:\xce\xb4arca'
1.937695 OD       b'lemma:0.3'
1.935478 Med      b'+1:lemma:+'
1.932560 Supp     b'lemma:Trp'
1.914231 pH       b'+1:lemma:5.5'
1.908792 Med      b'-1:postag:JJ'
1.907675 Gtype    b'lemma:phtpg'
1.893742 O        b'lemma:A'
1.888973 O        b'-1:lemma:aerobic'
1.886415 Air      b'-1:postag::'
1.885897 Supp     b'-1:lemma:respiration'
1.885897 Supp     b'+1:lemma:mmol'
1.884494 O        b'lemma:oxyr'
1.882971 O        b'+1:lemma:fnr-8myc'
1.872584 Supp     b'lemma:glucose'
1.870722 O        b'+1:lemma:250'
1.863831 O        b'+1:lemma:acetate'
1.860707 Temp     b'lemma:37'
1.856737 Gtype    b'lemma:gade-8myc'
1.856737 Gtype    b'lemma:\xce\xb4seqa'
1.850208 pH       b'lemma:5.5'
1.849400 Gtype    b'-1:lemma:from'
1.848356 O        b'-1:lemma:wt'
1.844058 O        b'-1:lemma:fructose'
1.841422 OD       b'-1:lemma:~'
1.832386 Gtype    b'lemma:purr-8myc'
1.830400 Air      b'-1:lemma:_'
1.829593 O        b'-1:lemma:shake'
1.829494 Anti     b'-1:lemma:fnr'
1.828374 O        b'lemma:harbor'
1.821452 O        b'-1:lemma:.5'
1.810562 O        b'-1:lemma:dpd'
1.808911 Vess     b'+1:postag:IN'
1.807742 O        b'postag:IN'
1.805235 Technique b'postag:NNP'
1.800466 O        b'-1:lemma:genotype/variation'
1.798195 Anti     b'-1:lemma:monoclonal'
1.797492 Supp     b'+1:lemma:mm'
1.797492 Supp     b'+1:ner:KWSUPP'
1.794137 O        b'-1:lemma:phase'
1.793256 pH       b'-1:lemma:ph'
1.790667 O        b'lemma:lrp'
1.789158 Anti     b'+1:lemma:antibody'
1.786776 O        b'-1:lemma:l1'
1.786510 Technique b'lemma:-lrb-'
1.786179 O        b'lemma:ntrc'
1.786179 O        b'lemma:csir'
1.782261 O        b'lemma:fresh'
1.778980 O        b'postag:VBN'
1.771656 Gtype    b'lemma:delta-soxr'
1.771656 Gtype    b'lemma:delta-gadx'
1.771656 Gtype    b'lemma:delta-gadw'
1.771656 Gtype    b'lemma:delta-oxyr'
1.771656 Gtype    b'lemma:delta-gade'
1.771656 Gtype    b'lemma:delta-soxs'
1.770214 Technique b'postag:-LRB-'
1.767702 Supp     b'-1:lemma:sodium'
1.767457 Gtype    b'-1:lemma:wild'
1.766280 O        b'lemma:Genome'
1.764244 Gtype    b'lemma:ompr-8myc'
1.761226 Supp     b'lemma:tryptophan'
1.761226 Supp     b'-1:lemma:mg/l'
1.759266 O        b'lemma:antibody'
1.757756 Supp     b'lemma:glutamine'
1.757756 Supp     b'-1:lemma:2g/l'
1.756303 Gtype    b'lemma:wild'
1.756113 O        b'lemma:pt7'
1.751008 Gtype    b'+1:postag::'
1.746358 Med      b'-1:lemma:minimal'
1.738160 Anti     b'+1:lemma:from'
1.735447 Technique b'-1:lemma:chip-exo'
1.728095 O        b'postag:DT'
1.727446 Med      b'+1:lemma:minimal'
1.721859 Anti     b'lemma:anti-rpob'
1.717390 Anti     b'lemma:anti-myc'
1.716588 O        b'+1:lemma:coli'
1.705330 O        b'-1:lemma:0.3-0.35'
1.703346 Supp     b'-1:lemma:m'
1.688306 Technique b'-1:lemma:1'
1.686024 Gtype    b'+1:lemma:control'
1.684865 Supp     b'+1:lemma:1m'
1.684749 Supp     b'-1:lemma:1m'
1.683200 Supp     b'lemma:fructose'
1.678008 pH       b'lemma:.5'
1.678008 pH       b'-1:lemma:ph5'
1.673105 Anti     b'lemma:anti-rpos'
1.668222 Technique b'+1:ner:TF'
1.661888 O        b'-1:lemma:grow'
1.650207 Gversion b'lemma:_'
1.647157 O        b'lemma:c'
1.644672 Technique b'+1:postag:NN'
1.643630 Air      b'lemma:Aerobic'
1.641743 Air      b'+1:lemma:at'
1.638409 Supp     b'+1:lemma:mg/l'
1.631940 Supp     b'-1:lemma:potassium'
1.631415 O        b'-1:lemma:medium'
1.630442 Phase    b'lemma:phase'
1.627022 Supp     b'lemma:rifampicin'
1.604784 Strain   b'-1:lemma:.'
1.604784 Strain   b'-1:postag:.'
1.596853 OD       b'+1:postag:IN'
1.594301 Gtype    b'-1:postag:VBG'
1.593750 O        b'+1:lemma:20'
1.592388 O        b'lemma:Nac'
1.577879 O        b'lemma:agitation'
1.576576 O        b'+1:lemma:wash'
1.565165 O        b'+1:lemma:sparging'
1.551704 O        b'postag:SYM'
1.551121 O        b'lemma:delta'
1.546563 Air      b'-1:lemma:phase'
1.541549 pH       b'-1:lemma:at'
1.540211 Technique b'+1:lemma:rpos'
1.539750 O        b'-1:lemma:one'
1.539365 Supp     b'-1:lemma:without'
1.538781 Phase    b'+1:lemma:culture'
1.531021 O        b'+2:ner:KWSUPP'
1.529312 OD       b'-1:lemma:at'
1.516346 O        b'+1:lemma:od450'
1.516052 O        b'-1:lemma:genotype'
1.513558 Gtype    b'+1:lemma:_'
1.509032 O        b'-1:lemma:nitrate'
1.505715 Gtype    b'lemma:fur-8myc'
1.505715 Gtype    b'lemma:cra-8myc-tagged'
1.503872 Air      b'postag:JJ'
1.503364 Gtype    b'lemma:lrp-8myc'
1.501940 Supp     b'postag:NNP'
1.499758 Gtype    b'lemma:fnr-8myc'
1.499472 Anti     b'+1:lemma:-lrb-'
1.498904 O        b'+1:lemma:ph5'
1.495454 OD       b'lemma:0.3-0.35'
1.491020 Supp     b'lemma:final'
1.483884 Med      b'lemma:minimal'
1.482163 Air      b'-1:postag:CD'
1.479862 Anti     b'+1:postag:-LRB-'
1.479133 Gtype    b'+1:lemma:cra'
1.478003 Supp     b'+1:lemma:1/100'
1.474119 Technique b'-1:lemma:_'
1.471890 O        b'lemma:tag'
1.471179 O        b'lemma:acetate'
1.469862 pH       b'lemma:ph'
1.467892 Supp     b'-1:lemma:contain'
1.465055 Technique b'+1:lemma:rna-seq'
1.460735 Air      b'+1:lemma:-'
1.460331 Supp     b'+1:lemma:\xc2\xb5l'
1.460076 Gtype    b'lemma:ryhb'
1.459664 O        b'-1:lemma:media'
1.459464 Supp     b'+1:lemma:_'
1.457504 Supp     b'lemma:cm20'
1.457504 Supp     b'-1:lemma:\xc2\xb5l'
1.455460 Supp     b'-1:lemma:mm'
1.454674 O        b'-1:lemma:or'
1.452942 Air      b'+1:lemma:b'
1.451335 O        b'lemma:ml'
1.450427 OD       b'+1:lemma:of'
1.448216 O        b'+1:lemma:nacl'
1.445081 O        b'+1:lemma:aerobically'
1.435653 Phase    b'postag:NN'
1.434210 Supp     b'lemma:30'
1.431667 Supp     b'lemma:150'
1.431667 Supp     b'+1:lemma:mg/ml'
1.427777 O        b'lemma:induction'
1.423788 Supp     b'+1:lemma:anaerobically'
1.422109 O        b'+1:lemma:respiration'
1.419791 O        b'lemma:one'
1.415693 Phase    b'+1:lemma:phase'
1.415058 O        b'-1:lemma:after'
1.413015 OD       b'lemma:o.d.'
1.413015 OD       b'+1:lemma:600nm'
1.408894 Supp     b'-1:postag:CD'
1.400959 Med      b'+1:lemma:g/l'
1.398278 Med      b'-1:lemma:in'
1.396916 Anti     b'-1:lemma::'
1.395380 Phase    b'lemma:pahse'
1.388386 O        b'-1:lemma:-80'
1.386442 pH       b'-1:postag:NN'
1.384840 Air      b'-1:lemma:cm20'
1.372027 OD       b'postag:CD'
1.369480 Supp     b'-1:lemma:_'
1.369077 Med      b'+1:lemma:-lrb-'
1.358814 Gtype    b'lemma:crp'
1.357091 O        b'lemma:600'
1.353439 O        b'-1:lemma:leucine'
1.349749 Med      b'+1:postag:CD'
1.349095 Med      b'+1:postag:-LRB-'
1.345630 O        b'+1:lemma:dpd'
1.343400 Med      b'-1:lemma:w2'
1.341649 Agit     b'-1:lemma:-lrb-'
1.338713 Med      b'-1:lemma:glucose'
1.337968 Med      b'+1:lemma:with'
1.337579 Supp     b'lemma:2g/l'
1.337579 Supp     b'+1:lemma:glutamine'
1.334455 Supp     b'lemma:1m'
1.328410 Supp     b'lemma:sodium'
1.322556 Agit     b'+1:postag:-RRB-'
1.320490 O        b'lemma:2-3'
1.320203 Agit     b'+1:lemma:-rrb-'
1.320137 Temp     b'+1:lemma:and'
1.319405 Supp     b'+1:postag:RB'
1.317874 O        b'-1:lemma:genbank'
1.315806 O        b'lemma:+'
1.315137 O        b'-1:lemma:concentration'
1.315137 O        b'+1:lemma:150'
1.314521 Gtype    b'+1:lemma:the'
1.314244 OD       b'-1:lemma:600nm'
1.309880 OD       b'lemma:600nm'
1.309880 OD       b'-1:lemma:o.d.'
1.308434 OD       b'+1:lemma:,'
1.308434 OD       b'+1:postag:,'
1.304597 O        b'-1:lemma:aerobically'
1.299456 Anti     b'-1:lemma:myc'
1.298881 Agit     b'-1:postag:-LRB-'
1.292164 Supp     b'-1:lemma:soxr'
1.292164 Supp     b'-1:lemma:soxs'
1.284902 O        b'lemma:additional'
1.284902 O        b'+1:lemma:2h'
1.282969 O        b'lemma:contain'
1.278924 OD       b'-1:postag:IN'
1.275888 O        b'lemma:until'
1.274269 Gversion b'-1:lemma:the'
1.271950 Supp     b'lemma:1/100'
1.271950 Supp     b'+1:lemma:vol'
1.262785 Gtype    b'lemma:\xce\xb4gadw'
1.262785 Gtype    b'lemma:\xce\xb4gadx'
1.259942 Gtype    b'lemma:\xce\xb4gade'
1.257919 O        b'+1:lemma:fructose'
1.257732 Gtype    b'-1:lemma::'
1.256674 Gtype    b'postag:JJ'
1.252563 Temp     b'lemma:sample'
1.251440 Supp     b'lemma:phosphate'
1.250272 Air      b'+1:lemma:95'
1.240780 O        b'-1:lemma:induce'
1.239461 Supp     b'-1:lemma:30'
1.238257 Phase    b'-1:lemma:the'
1.237515 Temp     b'+1:postag:CC'
1.233911 Gtype    b'-1:lemma:vector'
1.229142 Supp     b'lemma:0.2'
1.227425 Air      b'+1:lemma:%'
1.223117 Supp     b'-1:postag:IN'
1.222239 Temp     b'+1:postag:JJ'
1.214065 pH       b'+1:lemma:.'
1.214065 pH       b'+1:postag:.'
1.210983 O        b'lemma:respiration'
1.210769 Supp     b'lemma:mg/l'
1.210769 Supp     b'+1:lemma:tryptophan'
1.205189 O        b'lemma:concentration'
1.204719 Supp     b'lemma:of'
1.204436 Gtype    b'lemma:the'
1.201207 O        b'lemma::'
1.194665 Gtype    b'-1:lemma:Wild'
1.193494 Gversion b'+1:postag:CD'
1.191903 O        b'postag:NNS'
1.191640 Agit     b'-1:postag:CD'
1.189941 Supp     b'+1:lemma:m'
1.188087 Supp     b'-1:lemma:\xce\xb4cra'
1.183946 Gtype    b'-1:lemma:k-12'
1.182176 O        b'+1:lemma::'
1.181165 O        b'+2:ner:_'
1.180661 Phase    b'+1:lemma:for'
1.179689 Gtype    b'+1:ner:GEN'
1.177541 Supp     b'lemma:m'
1.175797 Gversion b'postag:CD'
1.175427 O        b'lemma:-80'
1.174252 O        b'+1:ner:SUPP'
1.173997 Gtype    b'+1:lemma:mg1655'
1.171242 O        b'lemma:IP'
1.170136 Supp     b'-1:lemma:ompr'
1.170091 Technique b'-1:lemma:2'
1.165483 Med      b'lemma:glucose'
1.164708 Gtype    b'lemma:Wild'
1.160941 Supp     b'-1:lemma:0.3'
1.155821 Temp     b'-1:lemma:see'
1.149582 O        b'+1:lemma:o.d.'
1.146407 Supp     b'-1:lemma:phosphate'
1.145008 Supp     b'lemma:hour'
1.140897 O        b'lemma:ecolus'
1.139284 O        b'+1:lemma:m9'


Top negative:
0.021833 Supp     b'-1:lemma:of'
0.021181 O        b'lemma:neg'
0.021174 O        b'-1:lemma:300'
0.020963 Temp     b'+1:lemma:-lrb-'
0.020270 pH       b'-1:ner:_'
0.019798 O        b'-1:lemma:1:100'
0.019694 O        b'+1:lemma:NeoClone'
0.018240 Gtype    b'-1:postag:NNP'
0.018094 Air      b'postag:-RRB-'
0.016732 Phase    b'+2:ner:_'
0.016373 O        b'lemma:95'
0.015935 O        b'-1:lemma:methanol'
0.015745 O        b'-1:lemma:3-30'
0.015745 O        b'+1:lemma:subsequence'
0.015515 Gtype    b'-1:lemma:-lrb-'
0.015041 O        b'lemma:FDR'
0.014898 O        b'-1:lemma:Supplemental'
0.014692 Med      b'-1:lemma:MOPS'
0.014308 O        b'lemma:slurry'
0.014308 O        b'-1:lemma:50/50'
0.013950 Supp     b'-1:lemma:-'
0.012966 Supp     b'+1:lemma:in'
0.011700 O        b'-1:lemma:hns'
0.011532 O        b'lemma:mixture'
0.011157 Air      b'-1:lemma:-lrb-'
0.010996 O        b'+1:lemma:step'
0.010222 O        b'lemma:kb'
0.010041 O        b'-1:lemma:2.0'
0.009866 O        b'+1:lemma:oxyr-8myc'
0.009866 O        b'+1:lemma:soxr-8myc'
0.009866 O        b'+1:lemma:soxs-8myc'
0.009581 Supp     b'lemma:ph'
0.009280 Temp     b'+1:postag:-LRB-'
0.009129 O        b'-1:lemma:TEX'
0.009001 O        b'lemma:-lsb-'
0.008846 O        b'+1:lemma:neg'
0.007752 O        b'lemma:,1.2'
0.007752 O        b'-1:lemma:cacl2'
0.007659 O        b'+1:lemma:culture'
0.007637 O        b'+1:lemma:cacl2'
0.007488 Anti     b'-1:postag:NNP'
0.007339 Air      b'lemma:-lrb-'
0.007249 O        b'lemma:either'
0.006746 O        b'-1:lemma:Nac'
0.006698 O        b'+1:lemma:volume'
0.006389 pH       b'+1:lemma:2'
0.006205 O        b'+1:lemma:dissolve'
0.006165 O        b'+1:lemma:location'
0.005943 O        b'-1:lemma:Fur'
0.005858 Air      b'-1:ner:_'
0.005422 Technique b'-2:ner:SUPP'
0.005369 O        b'lemma:mapping'
0.004994 Technique b'-2:ner:_'
0.004932 O        b'lemma:bowtie'
0.004932 O        b'+1:lemma:v1'
0.003929 O        b'+1:lemma:escherichia'
0.003888 Phase    b'+1:ner:_'
0.003836 O        b'+1:lemma:bead'
0.003675 O        b'lemma:bead'
0.003476 O        b'lemma:5000'
0.003229 O        b'-1:lemma:flask'
0.002946 O        b'-1:lemma:ref'
0.002936 O        b'-1:lemma:fecl2'
0.002699 Air      b'+1:postag:NN'
0.002115 O        b'lemma:software'
0.002115 O        b'+1:lemma:package'
0.001818 O        b'lemma:Keseler'
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0.001702 O        b'+1:lemma:nput'
0.001682 O        b'lemma:gene'
0.001043 O        b'lemma:rrna'
0.000942 O        b'+1:lemma:c'
0.000693 O        b'-1:lemma:protein-dna'
0.000680 O        b'+1:lemma:two'
0.000659 O        b'-1:lemma:\xce\xbcl'
0.000653 O        b'-1:lemma:either'
0.000639 O        b'+1:lemma:none'
0.000526 O        b'+1:lemma:seqa'
0.000398 O        b'+1:lemma:stationary'
0.000398 O        b'+1:lemma:exponential'
0.000386 O        b'lemma:licl'
0.000352 O        b'+1:lemma:\xcf\x8332'
0.000296 O        b'+1:lemma:edta'
0.000222 Supp     b'-1:lemma:300'
0.000093 Gtype    b'+1:lemma:-lcb-'
0.000073 O        b'+1:lemma:tex'
0.000058 O        b'+1:lemma:1g/l'
0.000057 O        b'+1:lemma:second'
0.000049 Gtype    b'postag:VBP'
0.000048 O        b'lemma:strategy'
0.000048 O        b'-1:lemma:library'
0.000042 Gtype    b'postag:FW'
0.000022 O        b'-1:lemma:\xce\xbcm'
0.000021 O        b'lemma:quantile'
0.000021 O        b'+1:lemma:normalization'
0.000014 O        b'lemma:v1'
0.000014 O        b'-1:lemma:bowtie'
0.000014 O        b'+1:lemma:.0.0'
0.000003 O        b'lemma:statistically'
0.000003 O        b'+1:lemma:significant'
0.000002 Gtype    b'+1:lemma:feoa'
0.000002 O        b'-1:lemma:neoclone'
0.000002 O        b'+1:lemma:wp009'
0.000001 O        b'-1:lemma:6'
0.000001 O        b'+1:lemma:sucrose'
0.000000 O        b'-1:lemma:ethanol'
0.000000 Gtype    b'+1:lemma:tonb'
-0.000001 O        b'+1:lemma:deletion'
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-0.011576 O        b'-1:lemma:\xce\xb4soxs'
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-0.013931 Supp     b'lemma:um'
-0.014739 Supp     b'lemma:.'
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-0.039883 O        b'+1:lemma:ph'
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-1.055071 Gtype    b'+1:postag:JJ'
-1.057487 Phase    b'postag:JJ'
-1.068116 O        b'lemma:mid-log'
-1.081601 O        b'-2:ner:TF'
-1.087302 Phase    b'-1:postag:JJ'
-1.094389 O        b'lemma:aerobic'
-1.102591 O        b'-1:lemma:ph'
-1.104165 O        b'-1:postag::'
-1.126755 Temp     b'postag:NN'
-1.128984 O        b'-1:lemma:m'
-1.148640 O        b'lemma:sample'
-1.151323 O        b'-1:lemma:co2'
-1.164223 O        b'lemma:37'
-1.243074 O        b'-1:lemma:1'
-1.245035 Technique b'+1:ner:_'
-1.250812 O        b'+1:lemma:g/l'
-1.278734 O        b'-1:lemma:fresh'
-1.301510 Air      b'postag:NN'
-1.327978 O        b'+1:lemma:in'
-1.332894 Supp     b'postag:JJ'
-1.391493 Air      b'-1:postag:VBN'
-1.426650 Gtype    b'+1:lemma:\xe2\x88\x86'
-1.438125 Supp     b'+1:lemma:nacl'
-1.444298 O        b'-1:lemma:30'
-1.473143 O        b'-1:lemma:rpob'
-1.485121 O        b'+1:lemma:genome'
-1.485157 Supp     b'+1:lemma:acetate'
-1.496892 Med      b'-2:ner:MED'
-1.569009 O        b'+1:lemma:2'
-1.589785 Supp     b'-1:postag:NNP'
-1.609980 O        b'lemma:30'
-1.622980 O        b'lemma:0.3'
-1.628169 O        b'-1:lemma:until'
-1.709082 O        b'lemma:m'
-1.721583 O        b'+1:lemma:1'
-1.733815 O        b'lemma:nacl'
-1.746553 O        b'lemma:wt'
-1.752001 O        b'-1:lemma:contain'
-1.757619 Supp     b'+1:postag:-LRB-'
-1.810801 Supp     b'+1:lemma:-lrb-'
-1.823969 O        b'-1:lemma:IP'
-1.825855 Supp     b'+1:lemma:,'
-1.825855 Supp     b'+1:postag:,'
-1.855977 O        b'lemma:rifampicin'
-1.888450 OD       b'+1:postag:NN'
-1.919395 O        b'lemma:media'
-1.978203 O        b'-1:lemma:2'
-1.982853 O        b'-1:lemma:sample'
-2.238183 O        b'+1:lemma:+'
-2.252214 Temp     b'+1:lemma:with'
-2.294159 O        b'+1:lemma:hour'
-2.339847 O        b'lemma:aerobically'
-2.511755 O        b'-1:lemma:ml'
-2.679871 O        b'-1:lemma:vol'
-2.867678 O        b'-1:lemma:_'
-4.697227 O        b'-1:lemma::'