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

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

best params:{'c1': 0.00021873398074988694, 'c2': 0.005098411484197325}
best CV score:0.818911081696952
model size: 0.14M

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:
Med    -> Med     5.637304
OD     -> OD      5.518352
Gtype  -> Gtype   5.459132
Supp   -> Supp    5.244775
Air    -> Air     5.228048
O      -> O       5.219288
Anti   -> Anti    5.152185
Temp   -> Temp    4.765224
Gversion -> Gversion 4.644090
Phase  -> Phase   4.424483
pH     -> pH      3.251060
Technique -> Technique 2.941260
Agit   -> Agit    2.804705
Substrain -> Gtype   2.125029
Technique -> Air     1.217357
O      -> Gtype   1.110322
Gtype  -> Supp    1.005882
O      -> Technique 0.832238
Gtype  -> pH      0.710733
O      -> Supp    0.569423
Air    -> O       0.451344
Temp   -> O       0.442583
OD     -> O       0.130624
Strain -> O       0.129838
O      -> Strain  0.023878
pH     -> O       0.021794
O      -> pH      0.000113
Strain -> Vess    -0.000012
Vess   -> Phase   -0.000026
Strain -> Strain  -0.000075
Substrain -> Agit    -0.000109
Strain -> Agit    -0.001861
Vess   -> Agit    -0.002625
Gversion -> Substrain -0.004096
Substrain -> Gversion -0.004631
Vess   -> Anti    -0.006859
Substrain -> Strain  -0.009672
Gversion -> Vess    -0.009936
Substrain -> Anti    -0.014279
Agit   -> Gversion -0.015459
Med    -> Substrain -0.017168
OD     -> Phase   -0.024845
Agit   -> Phase   -0.026657
OD     -> Substrain -0.030231
Agit   -> Anti    -0.032863
Gversion -> Strain  -0.034003
OD     -> Anti    -0.043169
Gversion -> Phase   -0.045747
Med    -> Vess    -0.048527
Vess   -> pH      -0.054762
Agit   -> pH      -0.060784
Temp   -> Gversion -0.064907
Anti   -> Agit    -0.068470
Vess   -> Gtype   -0.068485
Substrain -> Temp    -0.068731
Vess   -> Temp    -0.068882
O      -> Vess    -0.072317
Temp   -> Strain  -0.081454
Strain -> Gversion -0.081488
OD     -> Gversion -0.088963
Anti   -> Strain  -0.090403
Technique -> Strain  -0.094563
Med    -> Strain  -0.095311
Temp   -> Vess    -0.097874
Temp   -> Substrain -0.098707
Strain -> Anti    -0.100601
Temp   -> Anti    -0.104087
Vess   -> O       -0.104622
Anti   -> Vess    -0.104830
Vess   -> Technique -0.111049
Temp   -> Agit    -0.114418
Gversion -> Anti    -0.115460
Air    -> Strain  -0.116296
Agit   -> O       -0.117449
pH     -> Vess    -0.118917
Phase  -> Agit    -0.121972
pH     -> Strain  -0.123892
pH     -> Substrain -0.125004
Air    -> Vess    -0.125480
pH     -> Anti    -0.127977
Technique -> Vess    -0.132798
Gversion -> Agit    -0.139171
Anti   -> O       -0.140646
OD     -> Strain  -0.146078
Vess   -> Air     -0.153615
Med    -> Gversion -0.153798
Agit   -> Med     -0.157178
OD     -> Vess    -0.161338
Air    -> Substrain -0.169708
Agit   -> Gtype   -0.170751
Med    -> Agit    -0.185132
Anti   -> Substrain -0.187712
Substrain -> Air     -0.188492
Vess   -> Supp    -0.196244
Gtype  -> O       -0.199900
Agit   -> Temp    -0.202750
Substrain -> Technique -0.205766
Strain -> Phase   -0.211127
pH     -> Gversion -0.214608
Med    -> Phase   -0.217253
pH     -> Phase   -0.225937
Vess   -> Med     -0.230037
Phase  -> Air     -0.230301
Strain -> Med     -0.231894
Strain -> Technique -0.233989
OD     -> Gtype   -0.240727
Phase  -> Gversion -0.241893
Substrain -> pH      -0.242922
Strain -> Air     -0.242945
Air    -> Gversion -0.244509
Technique -> Substrain -0.251555
OD     -> Agit    -0.253739
Phase  -> Substrain -0.256445
Technique -> Anti    -0.257597
Phase  -> Strain  -0.257753
O      -> Gversion -0.260118
Phase  -> Vess    -0.261955
O      -> Anti    -0.264604
Air    -> Anti    -0.277987
O      -> Agit    -0.282336
Vess   -> OD      -0.295540
pH     -> Technique -0.298933
Substrain -> Med     -0.299256
Temp   -> Technique -0.303435
Anti   -> Gversion -0.307135
Supp   -> Strain  -0.311338
Med    -> Anti    -0.312907
Temp   -> pH      -0.313739
Gversion -> pH      -0.322399
Med    -> O       -0.323297
pH     -> Med     -0.323709
OD     -> pH      -0.325388
Substrain -> OD      -0.335432
Anti   -> pH      -0.344269
Strain -> Supp    -0.347637
Anti   -> Air     -0.349387
pH     -> Agit    -0.350989
Strain -> OD      -0.353403
pH     -> Gtype   -0.358144
Supp   -> Substrain -0.363006
Gtype  -> Vess    -0.379354
Supp   -> Agit    -0.385447
Agit   -> Vess    -0.392439
Gversion -> OD      -0.423900
Strain -> pH      -0.424595
Technique -> Phase   -0.424684
pH     -> Air     -0.441974
Gversion -> Temp    -0.449845
Gtype  -> Air     -0.454720
Med    -> pH      -0.454729
O      -> Phase   -0.455326
Gtype  -> Strain  -0.465403
pH     -> OD      -0.471709
Air    -> pH      -0.474330
Supp   -> Vess    -0.478463
Technique -> Temp    -0.485663
Gversion -> Gtype   -0.486146
Technique -> Agit    -0.494013
Gversion -> Air     -0.496424
Agit   -> Supp    -0.500566
Gtype  -> Substrain -0.500643
Agit   -> OD      -0.510570
Gtype  -> Agit    -0.515039
Temp   -> OD      -0.515334
Technique -> O       -0.517886
Anti   -> Gtype   -0.518472
Gversion -> O       -0.520225
Agit   -> Technique -0.524970
Temp   -> Phase   -0.548787
Med    -> Technique -0.551508
Gversion -> Technique -0.558316
Med    -> Gtype   -0.571478
Supp   -> O       -0.586798
Gtype  -> Temp    -0.597174
Med    -> Temp    -0.598047
Gversion -> Med     -0.605163
Phase  -> Temp    -0.606462
Strain -> Temp    -0.609090
OD     -> Technique -0.615698
Med    -> OD      -0.648078
Anti   -> OD      -0.663824
Air    -> Gtype   -0.670393
Gversion -> Supp    -0.673993
O      -> Substrain -0.683255
Technique -> Gversion -0.685623
Substrain -> Supp    -0.703194
pH     -> Temp    -0.708221
Anti   -> Technique -0.717882
Temp   -> Air     -0.736507
Temp   -> Supp    -0.778617
pH     -> Supp    -0.781607
O      -> Temp    -0.791072
Anti   -> Supp    -0.831803
Air    -> Med     -0.848457
Phase  -> Gtype   -0.848472
Strain -> Gtype   -0.858310
Phase  -> pH      -0.871711
Med    -> Air     -0.879755
Supp   -> Air     -0.894995
Gtype  -> OD      -0.920768
Anti   -> Phase   -0.930177
Supp   -> Anti    -0.934832
Supp   -> pH      -0.966968
OD     -> Air     -0.967934
Temp   -> Gtype   -0.984952
Technique -> Med     -1.006022
O      -> OD      -1.006053
OD     -> Med     -1.013883
OD     -> Supp    -1.018416
Air    -> Technique -1.049413
Agit   -> Air     -1.052870
Gtype  -> Technique -1.058629
Phase  -> Anti    -1.068680
Technique -> Supp    -1.103111
Gtype  -> Gversion -1.106507
Air    -> Temp    -1.107234
Supp   -> Gversion -1.142427
Supp   -> Phase   -1.190012
Phase  -> O       -1.192724
Supp   -> Temp    -1.198660
Supp   -> Gtype   -1.242268
Gtype  -> Phase   -1.244151
Gtype  -> Anti    -1.247701
Supp   -> OD      -1.358928
Air    -> Agit    -1.415655
Air    -> Supp    -1.428878
Phase  -> Technique -1.457075
Anti   -> Med     -1.459559
OD     -> Temp    -1.517456
Gtype  -> Med     -1.645848
Technique -> OD      -1.700175
Anti   -> Temp    -1.723157
O      -> Med     -1.875761
Air    -> OD      -2.012386
Phase  -> Supp    -2.025359
O      -> Air     -2.079609
Temp   -> Med     -2.122440
Supp   -> Technique -2.290389
Substrain -> O       -2.321587
Phase  -> Med     -2.409151
Air    -> Phase   -2.487626
Phase  -> OD      -2.614403
Med    -> Supp    -2.681374
Technique -> Gtype   -2.702514
Supp   -> Med     -3.135349
Technique -> pH      -3.497646


Top unlikely transitions:
Med    -> Med     5.637304
OD     -> OD      5.518352
Gtype  -> Gtype   5.459132
Supp   -> Supp    5.244775
Air    -> Air     5.228048
O      -> O       5.219288
Anti   -> Anti    5.152185
Temp   -> Temp    4.765224
Gversion -> Gversion 4.644090
Phase  -> Phase   4.424483
pH     -> pH      3.251060
Technique -> Technique 2.941260
Agit   -> Agit    2.804705
Substrain -> Gtype   2.125029
Technique -> Air     1.217357
O      -> Gtype   1.110322
Gtype  -> Supp    1.005882
O      -> Technique 0.832238
Gtype  -> pH      0.710733
O      -> Supp    0.569423
Air    -> O       0.451344
Temp   -> O       0.442583
OD     -> O       0.130624
Strain -> O       0.129838
O      -> Strain  0.023878
pH     -> O       0.021794
O      -> pH      0.000113
Strain -> Vess    -0.000012
Vess   -> Phase   -0.000026
Strain -> Strain  -0.000075
Substrain -> Agit    -0.000109
Strain -> Agit    -0.001861
Vess   -> Agit    -0.002625
Gversion -> Substrain -0.004096
Substrain -> Gversion -0.004631
Vess   -> Anti    -0.006859
Substrain -> Strain  -0.009672
Gversion -> Vess    -0.009936
Substrain -> Anti    -0.014279
Agit   -> Gversion -0.015459
Med    -> Substrain -0.017168
OD     -> Phase   -0.024845
Agit   -> Phase   -0.026657
OD     -> Substrain -0.030231
Agit   -> Anti    -0.032863
Gversion -> Strain  -0.034003
OD     -> Anti    -0.043169
Gversion -> Phase   -0.045747
Med    -> Vess    -0.048527
Vess   -> pH      -0.054762
Agit   -> pH      -0.060784
Temp   -> Gversion -0.064907
Anti   -> Agit    -0.068470
Vess   -> Gtype   -0.068485
Substrain -> Temp    -0.068731
Vess   -> Temp    -0.068882
O      -> Vess    -0.072317
Temp   -> Strain  -0.081454
Strain -> Gversion -0.081488
OD     -> Gversion -0.088963
Anti   -> Strain  -0.090403
Technique -> Strain  -0.094563
Med    -> Strain  -0.095311
Temp   -> Vess    -0.097874
Temp   -> Substrain -0.098707
Strain -> Anti    -0.100601
Temp   -> Anti    -0.104087
Vess   -> O       -0.104622
Anti   -> Vess    -0.104830
Vess   -> Technique -0.111049
Temp   -> Agit    -0.114418
Gversion -> Anti    -0.115460
Air    -> Strain  -0.116296
Agit   -> O       -0.117449
pH     -> Vess    -0.118917
Phase  -> Agit    -0.121972
pH     -> Strain  -0.123892
pH     -> Substrain -0.125004
Air    -> Vess    -0.125480
pH     -> Anti    -0.127977
Technique -> Vess    -0.132798
Gversion -> Agit    -0.139171
Anti   -> O       -0.140646
OD     -> Strain  -0.146078
Vess   -> Air     -0.153615
Med    -> Gversion -0.153798
Agit   -> Med     -0.157178
OD     -> Vess    -0.161338
Air    -> Substrain -0.169708
Agit   -> Gtype   -0.170751
Med    -> Agit    -0.185132
Anti   -> Substrain -0.187712
Substrain -> Air     -0.188492
Vess   -> Supp    -0.196244
Gtype  -> O       -0.199900
Agit   -> Temp    -0.202750
Substrain -> Technique -0.205766
Strain -> Phase   -0.211127
pH     -> Gversion -0.214608
Med    -> Phase   -0.217253
pH     -> Phase   -0.225937
Vess   -> Med     -0.230037
Phase  -> Air     -0.230301
Strain -> Med     -0.231894
Strain -> Technique -0.233989
OD     -> Gtype   -0.240727
Phase  -> Gversion -0.241893
Substrain -> pH      -0.242922
Strain -> Air     -0.242945
Air    -> Gversion -0.244509
Technique -> Substrain -0.251555
OD     -> Agit    -0.253739
Phase  -> Substrain -0.256445
Technique -> Anti    -0.257597
Phase  -> Strain  -0.257753
O      -> Gversion -0.260118
Phase  -> Vess    -0.261955
O      -> Anti    -0.264604
Air    -> Anti    -0.277987
O      -> Agit    -0.282336
Vess   -> OD      -0.295540
pH     -> Technique -0.298933
Substrain -> Med     -0.299256
Temp   -> Technique -0.303435
Anti   -> Gversion -0.307135
Supp   -> Strain  -0.311338
Med    -> Anti    -0.312907
Temp   -> pH      -0.313739
Gversion -> pH      -0.322399
Med    -> O       -0.323297
pH     -> Med     -0.323709
OD     -> pH      -0.325388
Substrain -> OD      -0.335432
Anti   -> pH      -0.344269
Strain -> Supp    -0.347637
Anti   -> Air     -0.349387
pH     -> Agit    -0.350989
Strain -> OD      -0.353403
pH     -> Gtype   -0.358144
Supp   -> Substrain -0.363006
Gtype  -> Vess    -0.379354
Supp   -> Agit    -0.385447
Agit   -> Vess    -0.392439
Gversion -> OD      -0.423900
Strain -> pH      -0.424595
Technique -> Phase   -0.424684
pH     -> Air     -0.441974
Gversion -> Temp    -0.449845
Gtype  -> Air     -0.454720
Med    -> pH      -0.454729
O      -> Phase   -0.455326
Gtype  -> Strain  -0.465403
pH     -> OD      -0.471709
Air    -> pH      -0.474330
Supp   -> Vess    -0.478463
Technique -> Temp    -0.485663
Gversion -> Gtype   -0.486146
Technique -> Agit    -0.494013
Gversion -> Air     -0.496424
Agit   -> Supp    -0.500566
Gtype  -> Substrain -0.500643
Agit   -> OD      -0.510570
Gtype  -> Agit    -0.515039
Temp   -> OD      -0.515334
Technique -> O       -0.517886
Anti   -> Gtype   -0.518472
Gversion -> O       -0.520225
Agit   -> Technique -0.524970
Temp   -> Phase   -0.548787
Med    -> Technique -0.551508
Gversion -> Technique -0.558316
Med    -> Gtype   -0.571478
Supp   -> O       -0.586798
Gtype  -> Temp    -0.597174
Med    -> Temp    -0.598047
Gversion -> Med     -0.605163
Phase  -> Temp    -0.606462
Strain -> Temp    -0.609090
OD     -> Technique -0.615698
Med    -> OD      -0.648078
Anti   -> OD      -0.663824
Air    -> Gtype   -0.670393
Gversion -> Supp    -0.673993
O      -> Substrain -0.683255
Technique -> Gversion -0.685623
Substrain -> Supp    -0.703194
pH     -> Temp    -0.708221
Anti   -> Technique -0.717882
Temp   -> Air     -0.736507
Temp   -> Supp    -0.778617
pH     -> Supp    -0.781607
O      -> Temp    -0.791072
Anti   -> Supp    -0.831803
Air    -> Med     -0.848457
Phase  -> Gtype   -0.848472
Strain -> Gtype   -0.858310
Phase  -> pH      -0.871711
Med    -> Air     -0.879755
Supp   -> Air     -0.894995
Gtype  -> OD      -0.920768
Anti   -> Phase   -0.930177
Supp   -> Anti    -0.934832
Supp   -> pH      -0.966968
OD     -> Air     -0.967934
Temp   -> Gtype   -0.984952
Technique -> Med     -1.006022
O      -> OD      -1.006053
OD     -> Med     -1.013883
OD     -> Supp    -1.018416
Air    -> Technique -1.049413
Agit   -> Air     -1.052870
Gtype  -> Technique -1.058629
Phase  -> Anti    -1.068680
Technique -> Supp    -1.103111
Gtype  -> Gversion -1.106507
Air    -> Temp    -1.107234
Supp   -> Gversion -1.142427
Supp   -> Phase   -1.190012
Phase  -> O       -1.192724
Supp   -> Temp    -1.198660
Supp   -> Gtype   -1.242268
Gtype  -> Phase   -1.244151
Gtype  -> Anti    -1.247701
Supp   -> OD      -1.358928
Air    -> Agit    -1.415655
Air    -> Supp    -1.428878
Phase  -> Technique -1.457075
Anti   -> Med     -1.459559
OD     -> Temp    -1.517456
Gtype  -> Med     -1.645848
Technique -> OD      -1.700175
Anti   -> Temp    -1.723157
O      -> Med     -1.875761
Air    -> OD      -2.012386
Phase  -> Supp    -2.025359
O      -> Air     -2.079609
Temp   -> Med     -2.122440
Supp   -> Technique -2.290389
Substrain -> O       -2.321587
Phase  -> Med     -2.409151
Air    -> Phase   -2.487626
Phase  -> OD      -2.614403
Med    -> Supp    -2.681374
Technique -> Gtype   -2.702514
Supp   -> Med     -3.135349
Technique -> pH      -3.497646


Top positive:
9.921948 O        b'lemma:_'
8.469434 O        b'lemma:Cra'
8.462526 Phase    b'lemma:stationary'
8.462526 Phase    b'lemma:exponential'
8.376751 Supp     b'lemma:Iron'
8.240292 Phase    b'lemma:mid-log'
7.509542 Med      b'lemma:MOPS'
7.483246 Supp     b'lemma:pq'
7.402872 Air      b'lemma:anaerobic'
7.365854 Strain   b'lemma:k-12'
6.819962 Technique b'lemma:ChIP-exo'
6.728168 Technique b'lemma:chipseq'
6.522563 Supp     b'-1:lemma:Cra'
6.485514 Supp     b'lemma:2h'
6.485514 Supp     b'-1:lemma:additional'
6.382886 Air      b'-1:lemma:ChIP-Seq'
6.372085 Gtype    b'lemma:\xce\xb4cra'
6.361979 Gtype    b'lemma:wt'
6.347200 Supp     b'lemma:acetate'
6.293311 Gtype    b'lemma:arca8myc'
6.241663 O        b'lemma:2'
6.097554 Gtype    b'lemma:\xce\xb4fur'
6.095289 Gversion b'lemma:asm584v2'
6.077653 Air      b'lemma:aerobically'
6.076981 O        b'-1:lemma:0.3'
5.995242 Supp     b'lemma:rifampicin'
5.963070 Med      b'-1:lemma:ml'
5.928442 O        b'-1:lemma:tag'
5.844852 O        b'lemma:1'
5.821546 O        b'lemma:b'
5.815946 Supp     b'+1:lemma:\xc2\xb5m'
5.792601 O        b'postag:VBG'
5.758243 Technique b'lemma:chip-seq'
5.690702 O        b'lemma:rep2'
5.690702 O        b'lemma:rep1'
5.603379 Med      b'+1:lemma:2.0'
5.589480 Supp     b'lemma:glucose'
5.582695 Med      b'lemma:LB'
5.563248 O        b'lemma:3'
5.527852 Gtype    b'lemma:delta-fnr'
5.525963 O        b'lemma:-'
5.514619 Med      b'+1:lemma:0.4'
5.471140 Technique b'lemma:rna-seq'
5.409502 O        b'lemma:\xcf\x8332'
5.407774 Gtype    b'lemma:fnr8myc'
5.402183 Gversion b'lemma:chip-seq'
5.303601 Gtype    b'lemma:delta-arca'
5.284928 O        b'lemma:CEL'
5.265792 Supp     b'lemma:no3'
5.198120 Temp     b'-1:lemma:37'
5.187870 O        b'+1:postag:RB'
5.175676 Supp     b'lemma:nh4cl'
5.042359 O        b'-1:lemma:lb'
5.035591 Air      b'lemma:aerobic'
5.015373 Supp     b'lemma:dpd'
4.996850 Anti     b'lemma:none'
4.983449 Supp     b'+1:lemma:Deficient'
4.934097 O        b'lemma:with'
4.930333 O        b'+1:lemma:od600'
4.925366 O        b'lemma:argr'
4.872735 Supp     b'-1:lemma:+'
4.844906 Anti     b'lemma:\xcf\x8332'
4.844809 Gtype    b'-1:lemma:\xe2\x88\x86'
4.836829 Supp     b'lemma:Leu'
4.806378 Technique b'lemma:rnaseq'
4.788567 O        b'-1:lemma:pq'
4.786393 Strain   b'+1:lemma:substr'
4.731526 O        b'-1:lemma:glucose'
4.728854 Air      b'-1:lemma:-'
4.727590 O        b'+1:lemma:pq'
4.705242 Anti     b'lemma:seqa'
4.702025 O        b'lemma:purr'
4.697024 Gtype    b'lemma:WT'
4.659386 O        b'lemma:chip-arca'
4.635339 Air      b'lemma:anaeroibc'
4.613943 Substrain b'lemma:mg1655'
4.587083 O        b'lemma:rpob'
4.548309 Temp     b'-1:lemma:\xcf\x8332'
4.533594 O        b'+1:lemma:k-12'
4.529701 O        b'lemma:soxr'
4.529701 O        b'lemma:soxs'
4.522574 Supp     b'lemma:Adenine'
4.503032 Supp     b'lemma:Fe'
4.487910 Supp     b'lemma:arginine'
4.466005 O        b'lemma:Lrp'
4.450950 O        b'postag::'
4.449801 Vess     b'lemma:flask'
4.449801 Vess     b'-1:lemma:warm'
4.422482 O        b'-1:lemma:acetate'
4.413825 O        b'-1:lemma:no3'
4.382606 Gtype    b'lemma:dfnr'
4.342183 Supp     b'lemma:nacl'
4.338796 O        b'lemma:trpr'
4.315412 O        b'lemma:at'
4.292662 Gtype    b'lemma:\xe2\x88\x86'
4.223922 O        b'-1:lemma:nacl'
4.204657 Supp     b'lemma:iptg'
4.196069 Gtype    b'lemma:type'
4.182315 O        b'-1:lemma:arginine'
4.177778 O        b'lemma:a'
4.174538 O        b'lemma:delta'
4.159915 O        b'-1:lemma:into'
4.155413 O        b'lemma:affyexp'
4.137268 O        b'lemma:Genome'
4.137199 O        b'-1:lemma:fructose'
4.099510 OD       b'-1:lemma:od450'
4.061011 Gtype    b'lemma:\xce\xb4oxyr'
4.057896 Gtype    b'+1:lemma:ph5'
4.042342 O        b'+1:lemma:wt'
4.013630 Air      b'lemma:Anaerobic'
4.001696 O        b'+1:lemma:250'
3.995349 Gtype    b'+1:lemma:type'
3.927600 O        b'lemma:oxyr'
3.927035 Gtype    b'+1:lemma:pq'
3.923744 Gtype    b'lemma:fnr-8myc'
3.922751 O        b'lemma:Nac'
3.921790 Gtype    b'-1:lemma:rpob'
3.921302 Supp     b'+1:lemma:_'
3.899887 Supp     b'+1:lemma:iptg'
3.850640 O        b'lemma:ompr'
3.844457 Gtype    b'-1:lemma:nsrr'
3.844457 Gtype    b'+1:lemma:flagtag'
3.838605 O        b'lemma:or'
3.817993 OD       b'lemma:od450'
3.808033 Agit     b'+1:lemma:rpm'
3.804450 Gversion b'lemma:nc'
3.803118 Gtype    b'lemma:wild-type'
3.802187 Gtype    b'lemma:deltaseqa'
3.802187 Gtype    b'-1:lemma:old'
3.791237 Temp     b'lemma:37'
3.771250 Technique b'lemma:ChIP-Seq'
3.755105 Supp     b'+1:lemma:1'
3.734059 O        b'-1:lemma:nh4cl'
3.707945 Med      b'-1:lemma:fresh'
3.705494 Supp     b'-1:lemma:with'
3.679256 Agit     b'lemma:rpm'
3.674466 O        b'-1:lemma:.5'
3.671814 Supp     b'-1:lemma:potassium'
3.669970 O        b'+1:lemma:43'
3.658269 Gtype    b'lemma:\xce\xb4ompr'
3.657729 Phase    b'-1:lemma:until'
3.638673 O        b'lemma:.'
3.638673 O        b'postag:.'
3.612621 Technique b'+1:lemma:gadx'
3.595451 O        b'-1:lemma:Anaerobic'
3.587325 O        b'lemma:gadx'
3.576067 O        b'lemma:lrp'
3.566433 O        b'-1:lemma:anaerobic'
3.561094 Gtype    b'lemma:pk4854'
3.558466 O        b'lemma:s'
3.555126 Temp     b'lemma:43'
3.549241 Supp     b'-1:lemma:without'
3.548928 O        b'lemma:pt7'
3.544140 Substrain b'lemma:mg1655star'
3.537922 pH       b'lemma:ph5'
3.537922 pH       b'+1:lemma:.5'
3.516038 Technique b'lemma:chip-exo'
3.506329 Temp     b'lemma:\xc2\xb0c'
3.503749 Gtype    b'+1:lemma:cra'
3.503712 O        b'lemma:ntrc'
3.503712 O        b'lemma:csir'
3.483277 Gtype    b'lemma:wildtype'
3.472313 Substrain b'+1:lemma:phtpg'
3.460413 Gversion b'lemma:u00096'
3.460413 Gversion b'+1:lemma:.2'
3.441917 O        b'lemma:for'
3.440512 O        b'lemma:culture'
3.433376 Gtype    b'lemma:\xce\xb4arca'
3.412890 Gtype    b'+1:lemma:with'
3.388206 O        b'lemma:cra'
3.379779 Gtype    b'lemma:\xce\xb4soxs'
3.377232 Gversion b'lemma:.2'
3.377232 Gversion b'-1:lemma:u00096'
3.373916 O        b'lemma:chip'
3.361615 Gtype    b'lemma:\xce\xb4soxr'
3.356732 O        b'-1:lemma:tryptophan'
3.355185 Technique b'+1:lemma:chip-exo'
3.349540 Gtype    b'-1:lemma:ptac'
3.348374 Supp     b'lemma:fructose'
3.322157 Gtype    b'lemma:gade-8myc'
3.322157 Gtype    b'lemma:\xce\xb4seqa'
3.313849 Med      b'postag:NNP'
3.310744 Supp     b'lemma:leucine'
3.293299 Supp     b'+1:lemma:hour'
3.293078 Supp     b'-1:lemma:sodium'
3.278173 Gtype    b'lemma:delta-soxr'
3.278173 Gtype    b'lemma:delta-gadx'
3.278173 Gtype    b'lemma:delta-gadw'
3.278173 Gtype    b'lemma:delta-oxyr'
3.278173 Gtype    b'lemma:delta-gade'
3.278173 Gtype    b'lemma:delta-soxs'
3.266829 O        b'lemma:C'
3.262912 Supp     b'lemma:Trp'
3.256580 O        b'lemma:input'
3.256580 O        b'+1:lemma:chip-seq'
3.250898 O        b'+1:lemma:minute'
3.246627 Supp     b'+1:lemma:deficient'
3.244922 O        b'+1:lemma:mid-log'
3.233661 Gtype    b'lemma:purr-8myc'
3.205988 O        b'-1:lemma:leucine'
3.199761 Supp     b'+1:lemma:2'
3.192908 Temp     b'-1:lemma:43'
3.190130 O        b'+1:lemma:coli'
3.185811 pH       b'lemma:5.5'
3.167261 O        b'lemma:chip-fnr'
3.167134 O        b'-1:lemma:min'
3.156565 O        b'-1:lemma:shake'
3.155616 O        b'lemma:c'
3.146579 Anti     b'-1:lemma:myc'
3.137229 Gtype    b'lemma:ompr-8myc'
3.121516 Med      b'lemma:m63'
3.113435 Supp     b'-1:lemma:ompr'
3.098853 O        b'lemma:2-3'
3.086925 O        b'lemma:genotype/variation'
3.084815 O        b'-1:lemma:Aerobic'
3.066894 O        b'+1:lemma:o.d.'
3.063729 Supp     b'-1:lemma:vol'
3.049113 Air      b'postag:RB'
3.046393 Technique b'+1:lemma:rna-seq'
3.042393 Supp     b'+1:lemma:leucine'
3.020109 Supp     b'+1:lemma:mm'
3.016089 Gversion b'lemma:000913'
3.013742 Gversion b'lemma:_'
3.003851 Technique b'-1:lemma:rna-seq'
3.001565 Technique b'lemma:ChIPSeq'
2.995288 Gtype    b'lemma:ptac'
2.990622 O        b'+1:lemma:ph5'
2.985574 pH       b'+1:lemma:5.5'
2.974150 Gtype    b'+1:lemma:small'
2.971822 Air      b'postag:JJ'
2.936101 O        b'+1:lemma:37'
2.931923 O        b'lemma:A'
2.926291 O        b'-1:lemma:type'
2.918506 O        b'lemma:Fur'
2.908942 Gtype    b'lemma:wild'
2.900277 Gtype    b'-1:lemma:knock-out'
2.888672 Agit     b'-1:lemma:250'
2.874816 O        b'-1:lemma:genotype/variation'
2.856793 Med      b'+1:lemma:g/l'
2.848433 O        b'-1:lemma:stpa'
2.847147 O        b'-1:lemma:\xc2\xb0c'
2.843028 Supp     b'-1:lemma:final'
2.837614 Gtype    b'-1:lemma:factor'
2.834110 O        b'+1:lemma:30'
2.831309 O        b'lemma:harbor'
2.810953 Anti     b'+1:lemma:antibody'
2.794174 Technique b'-1:lemma:chip-exo'
2.787730 O        b'postag:SYM'
2.772187 Gtype    b'-1:lemma:phtpg'
2.769279 O        b'-1:lemma:media'
2.758808 O        b'lemma:genotype'
2.756191 O        b'-1:lemma:ChIP-exo'
2.753573 Gtype    b'lemma:flagtag'
2.750140 Temp     b'+1:lemma:\xc2\xb0c'
2.747296 O        b'-1:lemma:0.3-0.35'
2.746091 O        b'-1:lemma:medium'
2.733781 Gtype    b'lemma:phtpg'
2.732899 Anti     b'lemma:anti-myc'
2.719199 Vess     b'-1:postag:VBN'
2.715518 Anti     b'lemma:anti-rpos'
2.711516 O        b'-1:lemma:induce'
2.710054 O        b'postag:IN'
2.709526 Supp     b'-1:lemma:contain'
2.702276 O        b'postag:VBN'
2.698016 Gtype    b'+1:lemma:_'
2.697638 Supp     b'-1:lemma:respiration'
2.697638 Supp     b'+1:lemma:mmol'
2.695996 O        b'+1:lemma:fnr-8myc'
2.692886 O        b'-1:lemma:glutamine'
2.684000 OD       b'lemma:0.3-0.35'
2.671866 OD       b'-1:lemma:at'
2.669714 O        b'lemma:\xcb\x9ac'
2.668980 O        b'-1:postag:NNS'
2.665347 O        b'postag:DT'
2.664184 Med      b'lemma:lb'
2.662801 Anti     b'lemma:anti-rpob'
2.658871 O        b'lemma:one'
2.653852 O        b'lemma:growth'
2.651031 Technique b'-1:lemma:input'
2.638415 O        b'lemma:until'
2.637096 Anti     b'-1:lemma:fnr'
2.629096 pH       b'lemma:.5'
2.629096 pH       b'-1:lemma:ph5'
2.627207 Agit     b'lemma:250'
2.623173 Med      b'lemma:media'
2.604122 Gversion b'-1:lemma:nc'
2.604122 Gversion b'+1:lemma:000913'
2.601937 O        b'-1:lemma:5.5'
2.597604 Gtype    b'lemma:lrp-8myc'
2.569503 Technique b'-1:lemma:IP'
2.568548 Gtype    b'lemma:fur-8myc'
2.568548 Gtype    b'lemma:cra-8myc-tagged'
2.560385 O        b'-1:lemma:wt'
2.558766 Supp     b'lemma:glutamine'
2.558766 Supp     b'-1:lemma:2g/l'
2.554194 pH       b'+1:postag:CD'
2.552178 Air      b'-1:lemma:co2'
2.551681 Phase    b'postag:NN'
2.516718 Supp     b'-1:lemma:\xce\xb4cra'
2.501916 Gtype    b'lemma:oxyr-8myc'
2.501916 Gtype    b'lemma:soxr-8myc'
2.501916 Gtype    b'lemma:soxs-8myc'
2.498773 O        b'lemma:escherichia'
2.491094 Gtype    b'-1:lemma:wild'
2.480921 Temp     b'+1:lemma:short'
2.470230 Supp     b'lemma:tryptophan'
2.470230 Supp     b'-1:lemma:mg/l'
2.459596 Med      b'+1:lemma:minimal'
2.448596 Med      b'-1:postag:JJ'
2.442015 Gtype    b'lemma:crp'
2.441567 O        b'-1:lemma:-80'
2.441172 Air      b'+1:lemma:b'
2.430172 Gtype    b'-1:lemma:lacz'
2.412669 O        b'-1:lemma:l1'
2.405329 Med      b'+1:lemma:-lrb-'
2.404148 O        b'+1:lemma:wash'
2.402057 O        b'-1:lemma:one'
2.390606 O        b'-1:lemma:aerobic'
2.385747 O        b'postag:JJ'
2.374924 Substrain b'-1:lemma:.'
2.374924 Substrain b'-1:postag:.'
2.370275 Med      b'+1:postag:-LRB-'
2.364982 O        b'postag:CC'
2.360551 Air      b'lemma:Aerobic'
2.345949 Gtype    b'-1:lemma:from'
2.329409 Med      b'-1:lemma:LB'
2.324503 O        b'-1:lemma:dpd'
2.308227 Supp     b'-1:lemma:soxr'
2.308227 Supp     b'-1:lemma:soxs'
2.307745 Vess     b'+1:lemma:at'
2.304281 O        b'+1:lemma:\xe2\x88\x86'
2.245907 O        b'lemma:antibody'
2.241101 O        b'lemma:ecolus'
2.239250 OD       b'lemma:0.3'
2.238644 O        b'+1:lemma:od450'
2.214509 Med      b'+1:lemma:+'
2.191210 O        b'+1:lemma::'
2.190553 Med      b'-1:lemma:glucose'
2.184868 Supp     b'lemma:cm20'
2.184868 Supp     b'-1:lemma:\xc2\xb5l'
2.170798 Air      b'+1:lemma:-'
2.164227 Supp     b'+1:lemma:1/100'
2.160170 Anti     b'-1:lemma:monoclonal'
2.145514 Supp     b'-1:lemma:cra'
2.143237 Gtype    b'lemma:\xce\xb4gadw'
2.143237 Gtype    b'lemma:\xce\xb4gadx'
2.141492 Gtype    b'lemma:\xce\xb4gade'
2.136977 O        b'-1:lemma:2-3'
2.135041 O        b'+1:lemma:sparging'
2.131479 Air      b'-1:lemma:ryhb'
2.130833 Supp     b'+1:lemma:anaerobically'
2.125419 Med      b'+1:postag:CD'
2.125266 Supp     b'+1:lemma:min'
2.122952 Anti     b'+1:lemma:from'
2.118956 OD       b'lemma:o.d.'
2.118956 OD       b'+1:lemma:600nm'
2.118091 O        b'lemma:agitation'
2.117465 Supp     b'lemma:30'
2.117118 pH       b'-1:lemma:ph'
2.103468 pH       b'lemma:ph'
2.102752 Technique b'postag:NNP'
2.102406 Temp     b'-1:lemma:sample'
2.099376 Gtype    b'-1:lemma:_'
2.092658 O        b'+1:lemma:read'
2.090922 O        b'-1:lemma:rpm'
2.090762 O        b'lemma:treatment'
2.081561 O        b'lemma:ml'
2.081515 Med      b'-1:lemma:w2'
2.080698 Supp     b'lemma:nitrate'
2.075526 O        b'+1:lemma:acetate'
2.061672 O        b'lemma:tag'
2.053371 Supp     b'-1:lemma:2'
2.047086 O        b'-1:lemma:genotype'
2.043013 Air      b'-1:lemma:cm20'
2.040804 Supp     b'-1:lemma:30'
2.027061 Supp     b'-1:lemma:m'
2.020891 Gtype    b'-1:lemma:delta'
2.017761 Gtype    b'+1:lemma:fur'
2.013680 O        b'+1:lemma:dpd'
2.012085 Gtype    b'-1:postag:VBP'
2.011492 Gtype    b'-1:postag:VBG'
2.009267 O        b'-1:lemma:grow'
1.999485 Phase    b'-1:lemma:mid-log'
1.997421 O        b'+1:postag:VBZ'
1.981897 pH       b'-1:lemma:at'
1.977376 O        b'lemma:+'
1.977197 O        b'-1:lemma:0.35'
1.974387 Gtype    b'+1:lemma:knock-out'
1.972616 Supp     b'lemma:2g/l'
1.972616 Supp     b'+1:lemma:glutamine'
1.972105 O        b'lemma:IP'
1.969456 Supp     b'-1:lemma:1g/l'
1.968512 Anti     b'lemma:tag'
1.961826 Air      b'+1:lemma:C'
1.961047 O        b'lemma:600'
1.960108 Supp     b'-1:lemma:phosphate'
1.959729 Gversion b'+1:lemma:genome'
1.957039 Gtype    b'+1:lemma:control'
1.951110 Supp     b'lemma:sodium'
1.942927 Air      b'+1:lemma:_'
1.942671 Supp     b'lemma:final'
1.938866 O        b'+1:lemma:um'
1.927598 O        b'-1:lemma:nitrate'
1.921346 Phase    b'lemma:phase'
1.920225 Supp     b'lemma:1g/l'
1.914519 Med      b'+1:lemma:with'
1.913279 Supp     b'-1:lemma:\xce\xb4ompr'
1.912250 O        b'+1:lemma:20'
1.898439 O        b'lemma:cell'
1.895963 Supp     b'-1:lemma::'
1.892457 Supp     b'+1:lemma:and'
1.886270 O        b'+1:lemma:\xcb\x9ac'
1.885326 O        b'+1:lemma:fructose'
1.880157 O        b'-1:lemma:concentration'
1.880157 O        b'+1:lemma:150'
1.877318 O        b'-1:lemma:4'
1.876926 Technique b'-1:lemma:1'
1.872878 Air      b'-1:postag:NN'
1.869240 Supp     b'-1:lemma:mm'
1.859489 Temp     b'+1:lemma:and'
1.858388 Gtype    b'lemma:nsrr'
1.858079 Gtype    b'lemma:knock-out'
1.857742 Gtype    b'+1:postag::'
1.844396 Supp     b'+1:lemma:phosphate'
1.836057 Med      b'lemma:medium'
1.834765 O        b'+1:lemma:ChIP-Seq'
1.829018 O        b'+1:postag:VBP'
1.828458 Temp     b'+1:postag:CC'
1.820428 O        b'+1:lemma:old'
1.817051 Supp     b'-1:lemma:_'
1.816773 O        b'lemma:induction'
1.811407 OD       b'-1:lemma:600nm'
1.793875 O        b'-1:lemma:Leu'
1.790458 Gtype    b'postag:JJ'
1.788848 Gtype    b'+1:lemma:fructose'
1.788455 Gtype    b'+1:lemma:the'
1.778836 Air      b'+1:lemma:at'
1.775699 O        b'+1:lemma:nacl'
1.774092 O        b'lemma:-80'
1.773533 O        b'+1:lemma:b2'
1.770478 OD       b'-1:lemma:about'
1.766239 O        b'-1:lemma:.2'
1.760755 Med      b'lemma:minimal'
1.759996 O        b'lemma::'
1.755148 Technique b'+1:lemma:Anaerobic'
1.749215 Supp     b'-1:lemma:\xc2\xb5m'
1.737824 Anti     b'-1:lemma::'
1.735342 Air      b'-1:lemma:_'
1.728069 OD       b'+1:lemma:0.3-0.35'
1.727500 O        b'+1:lemma:b1'
1.726815 OD       b'lemma:600nm'
1.726815 OD       b'-1:lemma:o.d.'
1.721844 Med      b'-1:lemma:in'
1.720626 O        b'+1:lemma:0.2'
1.714981 Supp     b'+1:postag:NNS'
1.714804 Med      b'lemma:glucose'
1.714103 OD       b'+1:postag:IN'
1.713333 O        b'-1:postag:NNP'
1.705995 Gtype    b'lemma:ryhb'
1.699272 O        b'-1:lemma:genbank'
1.686103 O        b'-1:lemma:phase'
1.683773 O        b'lemma:EB'
1.678470 Supp     b'lemma:min'
1.676038 Temp     b'+1:lemma:.'
1.676038 Temp     b'+1:postag:.'
1.669141 O        b'lemma:concentration'
1.665445 O        b'lemma:genoype'
1.665114 O        b'-1:lemma:after'
1.663570 O        b'lemma:additional'
1.663570 O        b'+1:lemma:2h'
1.657805 OD       b'+1:lemma:,'
1.657805 OD       b'+1:postag:,'
1.657589 O        b'lemma:respiration'
1.636408 Gtype    b'-1:lemma:vector'
1.633170 Anti     b'+1:lemma:-lrb-'
1.631831 O        b'+1:lemma:dfnr'
1.631564 Technique b'lemma:-rrb-'
1.631104 Gtype    b'lemma::'
1.623982 O        b'-1:lemma:Iron'
1.611544 Anti     b'+1:postag:-LRB-'
1.602001 Temp     b'+1:lemma:see'
1.601591 Gtype    b'postag:SYM'
1.601453 Air      b'-1:lemma:fur'
1.596466 O        b'lemma:-lrb-'
1.596356 O        b'lemma:genome'
1.595255 Air      b'-1:lemma:anerobically'
1.591577 O        b'lemma:glycine'
1.587394 O        b'+1:lemma:m9'
1.581758 Air      b'lemma:anerobically'
1.581663 Gtype    b'+1:lemma:chip'
1.581423 Air      b'-1:lemma:phase'
1.574874 Supp     b'-1:postag:IN'
1.570623 O        b'lemma:minute'
1.567451 O        b'lemma:nitrogen'
1.567240 O        b'-1:lemma:mg1655'
1.557249 Agit     b'-1:postag:CD'
1.555214 Air      b'-1:postag:-RRB-'
1.554511 Air      b'-1:lemma:-rrb-'
1.548882 O        b'lemma:fresh'
1.546855 O        b'+1:lemma:nh4cl'


Top negative:
0.021885 O        b'-1:lemma:than'
0.021885 O        b'+1:lemma:mismatch'
0.021536 O        b'-1:lemma:neoclone'
0.021536 O        b'+1:lemma:wp009'
0.021470 O        b'lemma:Qiagen'
0.021470 O        b"+1:lemma:'s"
0.021470 O        b'+1:postag:POS'
0.020506 O        b'lemma:5'
0.020503 Supp     b'postag:IN'
0.020502 O        b'+1:lemma:po'
0.020458 O        b'lemma:0'
0.020339 O        b'-1:lemma:flask'
0.020217 O        b'lemma:e.g.'
0.020193 O        b'+1:lemma:no'
0.019943 O        b'lemma:method'
0.019943 O        b'-1:lemma:recombination'
0.019715 O        b'lemma:pcr'
0.019715 O        b"-1:lemma:'s"
0.019715 O        b'-1:postag:POS'
0.019715 O        b'+1:lemma:purification'
0.019694 O        b'lemma:more'
0.019694 O        b'postag:JJR'
0.019694 O        b'+1:lemma:than'
0.019677 O        b'+1:lemma:step'
0.019454 Phase    b'+1:postag:NN'
0.019310 O        b'-1:lemma:nuclease'
0.019167 O        b'lemma:WT'
0.018941 O        b'lemma:stock'
0.018941 O        b'-1:lemma:glycerol'
0.018633 O        b'lemma:micrococcal'
0.018633 O        b'+1:lemma:nuclease'
0.018077 O        b'-1:lemma:ip'
0.017799 O        b'+1:lemma:l2'
0.017761 O        b'-1:lemma:36'
0.016755 O        b'-1:lemma:overnight'
0.016664 Gtype    b'lemma:stpa'
0.016632 Supp     b'-1:lemma:;'
0.015821 O        b'lemma:kcl'
0.015697 O        b'lemma:its'
0.015697 O        b'postag:PRP$'
0.015697 O        b'+1:lemma:derivative'
0.015047 O        b'-1:lemma:ng/ml'
0.015025 O        b'lemma:mismatch'
0.014954 O        b'lemma:after'
0.014805 Air      b'-1:postag:-LRB-'
0.014612 O        b'lemma:ethanol'
0.014262 O        b'-1:lemma:mapping'
0.013980 O        b'-1:lemma:remove'
0.013571 O        b'+1:lemma:3'
0.013477 O        b'+1:lemma:rrna'
0.013431 O        b'-1:lemma:strategy'
0.013431 O        b'+1:lemma:ChIP-exo'
0.013354 O        b'-1:lemma:File'
0.013039 O        b'-1:lemma:-lsb-'
0.013039 O        b'+1:lemma:vs'
0.012969 O        b'-1:lemma:further'
0.012582 O        b'-1:lemma:soap'
0.012582 O        b'+1:lemma:Li'
0.012399 O        b'+1:lemma:carbon'
0.011799 O        b'+1:lemma:bp'
0.010831 O        b'+1:lemma:bead'
0.010722 O        b'lemma:3-30'
0.010646 O        b'lemma:have'
0.010646 O        b'-1:lemma:that'
0.010163 O        b'lemma:\xce\xb4arca'
0.010095 O        b'lemma:set'
0.010095 O        b'-1:lemma:sonicator'
0.010026 Supp     b'lemma:.'
0.010026 Supp     b'postag:.'
0.009808 O        b'-1:lemma:al'
0.009383 O        b'lemma:subsequence'
0.009109 O        b'lemma:str'
0.008888 O        b'+1:lemma:saline'
0.008739 O        b'lemma:by'
0.008144 O        b'lemma:per-gene'
0.008122 O        b'lemma:sonicator'
0.008122 O        b'-1:lemma:microtip'
0.008122 O        b'+1:lemma:set'
0.008110 O        b'lemma:po'
0.007913 O        b'lemma:\xce\xbb'
0.007913 O        b'+1:lemma:red'
0.007771 O        b'-1:lemma:pt7'
0.007334 O        b'lemma:location'
0.007302 O        b'lemma:dtt'
0.007108 Gtype    b'+1:lemma:lacz'
0.007079 O        b'lemma:either'
0.006931 O        b'+1:lemma:output'
0.006685 O        b'lemma:purification'
0.006685 O        b'-1:lemma:pcr'
0.006685 O        b'+1:lemma:kit'
0.006477 O        b'+1:lemma:crosslinking'
0.006059 O        b'lemma:microtip'
0.006059 O        b'+1:lemma:sonicator'
0.005869 O        b'lemma:protein-dna'
0.005512 O        b'+1:lemma:overnight'
0.004888 O        b'lemma:.0.0'
0.004888 O        b'-1:lemma:v1'
0.004446 O        b'lemma:g'
0.004446 O        b'-1:lemma:x'
0.004161 O        b'lemma:sparging'
0.004140 O        b'+1:lemma:density'
0.003862 O        b'-1:lemma:voluman'
0.003655 O        b'lemma:study'
0.003655 O        b'-1:lemma:this'
0.003433 O        b'+1:lemma:mapping'
0.003098 O        b'-1:lemma:sds'
0.003080 O        b'+1:lemma:stir'
0.002637 O        b'lemma:quantile'
0.002637 O        b'+1:lemma:normalization'
0.002635 O        b'+1:lemma:mutant'
0.002450 O        b'+1:lemma:600'
0.002240 O        b'-1:lemma:Keseler'
0.001462 O        b'lemma:pellet'
0.001419 O        b'-1:lemma:1:500'
0.001419 O        b'+1:lemma:either'
0.001370 O        b'+1:lemma:micrococcal'
0.001301 O        b'lemma:induce'
0.001093 O        b'-1:lemma:crosslink'
0.000980 O        b'lemma:first'
0.000980 O        b'+1:lemma:36'
0.000971 O        b'-1:lemma:paraquat'
0.000920 O        b'-1:lemma:Neoclone'
0.000920 O        b'+1:lemma:wp002'
0.000907 O        b'-1:lemma:1:100'
0.000822 O        b'+1:lemma:nitrogen'
0.000608 O        b'+1:lemma:\xce\xb4oxyr'
0.000550 O        b'lemma:between'
0.000192 O        b'lemma:before'
0.000184 O        b'lemma:gadw-8-myc'
0.000087 O        b'lemma:antibody-protein-dna'
0.000087 O        b'-1:lemma:capture'
0.000071 O        b'-1:lemma:stir'
0.000038 O        b'+1:lemma:then'
0.000038 O        b'+1:lemma:Adenine'
0.000026 O        b'-1:lemma:either'
0.000024 Gtype    b'+1:lemma:rpoh'
0.000019 O        b'-1:lemma:oxyr-8myc'
0.000019 O        b'-1:lemma:soxr-8myc'
0.000019 O        b'-1:lemma:soxs-8myc'
0.000018 Gversion b'+1:lemma:-lrb-'
0.000016 O        b'+1:lemma:c'
0.000010 O        b'+1:lemma:volume'
0.000005 O        b'-1:lemma:Biotech'
0.000005 O        b'+1:lemma:sc-28207'
0.000005 O        b'lemma:recombination'
0.000005 O        b'-1:lemma:site-specific'
0.000005 O        b'+1:lemma:method'
0.000004 O        b'lemma:x'
0.000004 O        b'+1:lemma:g'
0.000001 O        b'-1:lemma:g'
0.000001 O        b"lemma:'s"
0.000001 O        b'postag:POS'
0.000001 O        b'-1:lemma:Qiagen'
0.000001 O        b'+1:lemma:pcr'
0.000001 O        b'lemma:ensure'
0.000001 O        b'+1:lemma:anaerobicity'
0.000000 O        b'lemma:50/50'
0.000000 O        b'+1:lemma:slurry'
0.000000 O        b'-1:lemma:e.'
0.000000 O        b'-1:lemma:Li'
0.000000 O        b'-1:lemma:as'
0.000000 O        b'+1:lemma:number'
-0.000498 O        b'+1:lemma:n2'
-0.001428 Supp     b'-1:lemma:10'
-0.001851 Supp     b'lemma:ph'
-0.006650 O        b'-1:lemma:to'
-0.006650 O        b'-1:postag:TO'
-0.009709 O        b'-1:lemma:cra'
-0.011523 O        b'-1:lemma:\xce\xb4oxyr'
-0.012241 Gtype    b'lemma:rna'
-0.012704 O        b'+1:lemma:.'
-0.012704 O        b'+1:postag:.'
-0.014040 Anti     b'+1:postag:JJ'
-0.015316 O        b'-1:lemma:70'
-0.017560 Supp     b'-1:lemma:.'
-0.017560 Supp     b'-1:postag:.'
-0.022172 Gtype    b'+1:postag:NNP'
-0.023928 Anti     b'-1:postag:NN'
-0.027411 O        b'+1:lemma:o2'
-0.028216 O        b'lemma:m9'
-0.028716 O        b'lemma:deletion'
-0.028920 O        b'+1:lemma:antibody'
-0.029016 O        b'-1:postag:CD'
-0.029156 Strain   b'postag:NN'
-0.029240 O        b'lemma:25'
-0.029759 OD       b'postag:JJ'
-0.035214 Temp     b'-1:lemma:-lrb-'
-0.037309 O        b'lemma:70'
-0.041888 O        b'-1:lemma:m9'
-0.042951 Supp     b'-1:lemma:250'
-0.045355 O        b'+1:lemma:5'
-0.047037 Air      b'postag:NNP'
-0.048551 Air      b'postag:-LRB-'
-0.048949 O        b'lemma:mutant'
-0.049975 Gtype    b'-1:postag:NNS'
-0.050886 Technique b'-1:postag:CD'
-0.056446 O        b'+1:lemma:A'
-0.059056 O        b'+1:lemma:mg1655'
-0.060545 O        b'lemma:pre-cleared'
-0.061221 O        b'+1:postag:IN'
-0.065912 Supp     b'-1:lemma:300'
-0.069492 Supp     b'+1:postag:NNP'
-0.070107 O        b'-1:lemma:anaerobically'
-0.074151 O        b'lemma:250'
-0.078549 Temp     b'-1:postag:-LRB-'
-0.079874 O        b'+1:lemma:dissolve'
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-0.087990 O        b'lemma:1/100'
-0.087990 O        b'+1:lemma:vol'
-0.089695 Supp     b'-1:lemma:in'
-0.090802 O        b'+1:lemma:70'
-0.096388 O        b'-1:lemma:-lrb-'
-0.096765 Supp     b'postag::'
-0.101338 O        b'+1:lemma:a'
-0.107102 Supp     b'-1:lemma:8'
-0.108399 O        b'+1:lemma:7.6'
-0.112779 O        b'-1:lemma:of'
-0.113389 Gtype    b'-1:lemma:-'
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-0.116054 O        b'lemma:mg/ml'
-0.116054 O        b'-1:lemma:150'
-0.116745 O        b'+1:postag:VB'
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-0.120031 O        b'-1:lemma:='
-0.120186 Supp     b'-1:lemma:the'
-0.120449 Med      b'+1:postag:-RRB-'
-0.120603 O        b'lemma:rna'
-0.121210 O        b'lemma:n2'
-0.128091 O        b'-1:lemma:the'
-0.128692 O        b'+1:lemma:media'
-0.131798 O        b'-1:lemma:\xce\xb4soxs'
-0.134123 Anti     b'-1:postag:CD'
-0.136808 O        b'-1:lemma:0.1'
-0.140030 O        b'lemma:glucose'
-0.140316 Air      b'-1:postag:CC'
-0.147672 O        b'+1:lemma:tag'
-0.149371 O        b'-1:lemma:\xce\xb4ompr'
-0.150203 O        b'+1:lemma:deletion'
-0.153031 O        b'lemma:o2'
-0.155910 O        b'-1:lemma:\xce\xb4soxr'
-0.158636 O        b'+1:lemma:ph'
-0.163952 O        b'lemma:;'
-0.163952 O        b'-1:lemma:7.6'
-0.169164 O        b'+1:lemma:1/100'
-0.169268 O        b'-1:lemma:250'
-0.174374 Gtype    b'-1:postag:JJ'
-0.179151 O        b'+1:lemma:0.4'
-0.179739 O        b'postag:RB'
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-0.209052 O        b'-1:lemma:final'
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-0.227302 O        b'+1:lemma:95'
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-0.234654 Supp     b'lemma:,'
-0.234654 Supp     b'postag:,'
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-0.265192 Supp     b'+1:postag::'
-0.266210 O        b'-1:lemma:\xc3\x9f'
-0.276682 O        b'+1:lemma:until'
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-0.586939 O        b'+1:lemma:at'
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-0.596618 Gtype    b'+1:lemma:,'
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