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

best params:{'c1': 0.014606226819270336, 'c2': 0.0032895890765964313}
best CV score:0.8369330476694216
model size: 0.15M

Flat F1: 0.8163616965416929
             precision    recall  f1-score   support

         OD      1.000     1.000     1.000        21
         pH      1.000     1.000     1.000        10
  Technique      1.000     1.000     1.000        33
        Med      1.000     0.821     0.902        56
       Temp      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      0.905     0.432     0.585        88
       Anti      0.750     0.692     0.720        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.967     0.756     0.849        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.884     0.838     0.860       136
   Gversion      1.000     1.000     1.000         6

avg / total      0.919     0.752     0.816       484


Top likely transitions:
Anti   -> Anti    7.040884
Phase  -> Phase   6.707289
Temp   -> Temp    6.155423
Gtype  -> Gtype   5.871608
OD     -> OD      5.430150
Gversion -> Gversion 4.679506
Supp   -> Supp    4.660195
Med    -> Med     4.529324
Technique -> Technique 4.487319
pH     -> pH      4.357483
O      -> O       3.876553
Air    -> Air     3.408523
Agit   -> Agit    3.177837
Technique -> Air     1.057767
Substrain -> Gtype   1.052758
O      -> Technique 1.008545
Temp   -> O       0.625542
Gtype  -> pH      0.413308
Vess   -> O       0.300176
Strain -> O       0.280577
O      -> Gtype   0.204114
Anti   -> O       0.156885
O      -> Vess    0.014742
Agit   -> Supp    -0.000001
Anti   -> Supp    -0.000023
Supp   -> Anti    -0.000123
Med    -> Temp    -0.000165
Gtype  -> Temp    -0.007881
O      -> Substrain -0.029602
OD     -> O       -0.061564
Technique -> Supp    -0.080521
Med    -> OD      -0.099026
Air    -> Gversion -0.105753
O      -> Gversion -0.110215
Med    -> Gtype   -0.137264
OD     -> Temp    -0.140401
Gversion -> Phase   -0.140977
Strain -> Gtype   -0.145291
Technique -> O       -0.156192
Supp   -> Gtype   -0.175285
Air    -> Gtype   -0.238309
Phase  -> Technique -0.243647
Technique -> OD      -0.246519
Agit   -> Air     -0.294281
Gtype  -> OD      -0.300400
O      -> Temp    -0.300970
Air    -> OD      -0.401345
Air    -> Agit    -0.416105
O      -> Phase   -0.433274
Phase  -> Air     -0.453157
Supp   -> OD      -0.462934
Gtype  -> Anti    -0.483713
Gtype  -> Gversion -0.526884
O      -> Anti    -0.543847
Med    -> Air     -0.587805
Gtype  -> Air     -0.604964
Gtype  -> Technique -0.610447
Supp   -> Temp    -0.622218
Phase  -> Supp    -0.648186
Temp   -> Air     -0.659918
Gversion -> O       -0.681084
Supp   -> O       -0.692227
Gversion -> Supp    -0.693186
Med    -> Technique -0.697577
Anti   -> Temp    -0.718473
Gtype  -> O       -0.739384
Air    -> O       -0.748504
OD     -> Supp    -0.753932
Air    -> Temp    -0.780597
Supp   -> Air     -0.781679
Gversion -> Air     -0.782294
O      -> OD      -0.809890
Air    -> Med     -0.817816
Phase  -> O       -0.863152
Air    -> Phase   -0.975367
Phase  -> Med     -0.977138
pH     -> Supp    -1.086248
Supp   -> Phase   -1.140860
OD     -> Med     -1.164111
Gtype  -> Med     -1.169556
Anti   -> Phase   -1.182091
O      -> Supp    -1.186569
Supp   -> Technique -1.223727
Air    -> Supp    -1.278592
Technique -> Gtype   -1.507582
Gtype  -> Phase   -1.627018
Temp   -> Med     -1.812894
Phase  -> OD      -1.922743
Substrain -> O       -2.021263
Med    -> O       -2.087741
OD     -> Air     -2.094050
Technique -> pH      -2.221147
O      -> Med     -3.525290
O      -> Air     -3.568778
Med    -> Supp    -3.691998
Supp   -> Med     -4.222671


Top unlikely transitions:
Anti   -> Anti    7.040884
Phase  -> Phase   6.707289
Temp   -> Temp    6.155423
Gtype  -> Gtype   5.871608
OD     -> OD      5.430150
Gversion -> Gversion 4.679506
Supp   -> Supp    4.660195
Med    -> Med     4.529324
Technique -> Technique 4.487319
pH     -> pH      4.357483
O      -> O       3.876553
Air    -> Air     3.408523
Agit   -> Agit    3.177837
Technique -> Air     1.057767
Substrain -> Gtype   1.052758
O      -> Technique 1.008545
Temp   -> O       0.625542
Gtype  -> pH      0.413308
Vess   -> O       0.300176
Strain -> O       0.280577
O      -> Gtype   0.204114
Anti   -> O       0.156885
O      -> Vess    0.014742
Agit   -> Supp    -0.000001
Anti   -> Supp    -0.000023
Supp   -> Anti    -0.000123
Med    -> Temp    -0.000165
Gtype  -> Temp    -0.007881
O      -> Substrain -0.029602
OD     -> O       -0.061564
Technique -> Supp    -0.080521
Med    -> OD      -0.099026
Air    -> Gversion -0.105753
O      -> Gversion -0.110215
Med    -> Gtype   -0.137264
OD     -> Temp    -0.140401
Gversion -> Phase   -0.140977
Strain -> Gtype   -0.145291
Technique -> O       -0.156192
Supp   -> Gtype   -0.175285
Air    -> Gtype   -0.238309
Phase  -> Technique -0.243647
Technique -> OD      -0.246519
Agit   -> Air     -0.294281
Gtype  -> OD      -0.300400
O      -> Temp    -0.300970
Air    -> OD      -0.401345
Air    -> Agit    -0.416105
O      -> Phase   -0.433274
Phase  -> Air     -0.453157
Supp   -> OD      -0.462934
Gtype  -> Anti    -0.483713
Gtype  -> Gversion -0.526884
O      -> Anti    -0.543847
Med    -> Air     -0.587805
Gtype  -> Air     -0.604964
Gtype  -> Technique -0.610447
Supp   -> Temp    -0.622218
Phase  -> Supp    -0.648186
Temp   -> Air     -0.659918
Gversion -> O       -0.681084
Supp   -> O       -0.692227
Gversion -> Supp    -0.693186
Med    -> Technique -0.697577
Anti   -> Temp    -0.718473
Gtype  -> O       -0.739384
Air    -> O       -0.748504
OD     -> Supp    -0.753932
Air    -> Temp    -0.780597
Supp   -> Air     -0.781679
Gversion -> Air     -0.782294
O      -> OD      -0.809890
Air    -> Med     -0.817816
Phase  -> O       -0.863152
Air    -> Phase   -0.975367
Phase  -> Med     -0.977138
pH     -> Supp    -1.086248
Supp   -> Phase   -1.140860
OD     -> Med     -1.164111
Gtype  -> Med     -1.169556
Anti   -> Phase   -1.182091
O      -> Supp    -1.186569
Supp   -> Technique -1.223727
Air    -> Supp    -1.278592
Technique -> Gtype   -1.507582
Gtype  -> Phase   -1.627018
Temp   -> Med     -1.812894
Phase  -> OD      -1.922743
Substrain -> O       -2.021263
Med    -> O       -2.087741
OD     -> Air     -2.094050
Technique -> pH      -2.221147
O      -> Med     -3.525290
O      -> Air     -3.568778
Med    -> Supp    -3.691998
Supp   -> Med     -4.222671


Top positive:
6.894480 Air      b'lemma:anaerobic'
6.206679 O        b'word:Cra'
5.912467 Air      b'word:Aerobic'
5.822336 O        b'lemma:_'
5.822336 O        b'word:_'
5.754890 O        b'-1:lemma:lb'
4.999016 Phase    b'lemma:stationary'
4.999016 Phase    b'word:stationary'
4.999016 Phase    b'lemma:exponential'
4.999016 Phase    b'word:exponential'
4.862686 Gtype    b'word:WT'
4.796466 Technique b'word:ChIPSeq'
4.754441 Gtype    b'hGreek'
4.538514 Supp     b'lemma:Iron'
4.538514 Supp     b'word:Iron'
4.538514 Supp     b'+1:word:Deficient'
4.448935 O        b'postag:VBG'
4.447138 Med      b'lemma:MOPS'
4.447138 Med      b'word:MOPS'
4.432573 O        b'lemma:-'
4.432573 O        b'word:-'
4.349992 Supp     b'-1:word:Cra'
4.225821 Med      b'lemma:LB'
4.223252 Technique b'lemma:chipseq'
4.151135 Air      b'lemma:aerobically'
4.151135 Air      b'word:aerobically'
4.087180 O        b'-1:lemma:tag'
4.061466 Supp     b'+1:lemma:\xc2\xb5m'
4.061466 Supp     b'+1:word:\xc2\xb5M'
3.991962 Gtype    b'lemma:wt'
3.961639 O        b'-1:postag:NNS'
3.891360 Air      b'word:Anaerobic'
3.886012 O        b'-1:word:tag'
3.736986 Supp     b'lemma:pq'
3.736986 Supp     b'word:PQ'
3.730974 Supp     b'lemma:nh4cl'
3.666691 Supp     b'lemma:2h'
3.666691 Supp     b'-1:lemma:additional'
3.666691 Supp     b'word:2h'
3.666691 Supp     b'-1:word:additional'
3.660920 O        b'lemma:chip'
3.561652 Technique b'word:ChIP-exo'
3.546647 Air      b'lemma:aerobic'
3.525620 Med      b'word:LB'
3.521577 Supp     b'-1:lemma:Cra'
3.451780 O        b'lemma:at'
3.443102 Gtype    b'-1:ner:GEN'
3.431867 Supp     b'lemma:arginine'
3.372526 Air      b'-1:lemma:ChIP-Seq'
3.372526 Air      b'-1:word:ChIP-Seq'
3.356925 Technique b'lemma:ChIP-exo'
3.332324 Gtype    b'lemma:type'
3.332324 Gtype    b'word:type'
3.306529 Air      b'postag:RB'
3.272072 O        b'-1:lemma:glucose'
3.272072 O        b'-1:word:glucose'
3.266020 Supp     b'lemma:no3'
3.266020 Supp     b'word:NO3'
3.262916 O        b'-1:word:Anaerobic'
3.258220 O        b'-1:lemma:pq'
3.258220 O        b'-1:word:PQ'
3.168636 Gversion b'lemma:asm584v2'
3.168636 Gversion b'word:ASM584v2'
3.159915 Gtype    b'lemma:wild-type'
3.127577 Gtype    b'lemma:dfnr'
3.127577 Gtype    b'word:dFNR'
3.101810 Supp     b'-1:lemma:+'
3.101810 Supp     b'-1:word:+'
3.069510 O        b'word:OmpR'
3.044658 Phase    b'lemma:mid-log'
3.044658 Phase    b'word:mid-log'
3.018943 O        b'lemma:for'
3.013704 O        b'lemma::'
3.013704 O        b'word::'
2.997281 Anti     b'lemma:\xcf\x8332'
2.997281 Anti     b'word:\xcf\x8332'
2.978488 O        b'lemma:or'
2.978488 O        b'word:or'
2.966515 O        b'-1:word:Aerobic'
2.947207 O        b'lemma:purr'
2.947207 O        b'word:PurR'
2.936012 O        b'lemma:ompr'
2.923345 Strain   b'lemma:k-12'
2.923345 Strain   b'word:K-12'
2.899886 O        b'lemma:CEL'
2.899886 O        b'word:CEL'
2.891341 O        b'lemma:Cra'
2.874504 Med      b'lemma:media'
2.874504 Med      b'word:media'
2.874322 O        b'lemma:.'
2.874322 O        b'postag:.'
2.874322 O        b'word:.'
2.863125 O        b'-1:lemma:acetate'
2.863125 O        b'-1:word:acetate'
2.842792 Med      b'+1:lemma:0.4'
2.842792 Med      b'+1:word:0.4'
2.826324 O        b'-1:lemma:nacl'
2.826324 O        b'-1:word:NaCl'
2.818771 O        b'-1:lemma:into'
2.818771 O        b'-1:word:into'
2.818061 O        b'lemma:rpob'
2.818061 O        b'word:RpoB'
2.815270 O        b'lemma:chip-fnr'
2.815270 O        b'word:chip-Fnr'
2.808029 O        b'-1:lemma:nh4cl'
2.799908 O        b'lemma:with'
2.799908 O        b'word:with'
2.766263 Air      b'-1:lemma:-'
2.766263 Air      b'-1:word:-'
2.754301 Gtype    b'lemma:wildtype'
2.747212 Anti     b'lemma:none'
2.747212 Anti     b'word:none'
2.736702 O        b'-1:lemma:0.3'
2.736702 O        b'-1:word:0.3'
2.725740 Gtype    b'lemma:pk4854'
2.725740 Gtype    b'word:PK4854'
2.718944 O        b'lemma:b'
2.718944 O        b'word:B'
2.714651 Gversion b'lemma:000913'
2.714651 Gversion b'word:000913'
2.702813 Supp     b'+1:lemma:iptg'
2.702813 Supp     b'+1:word:IPTG'
2.688726 Gversion b'lemma:nc'
2.688726 Gversion b'word:NC'
2.677564 O        b'+1:lemma:od600'
2.677564 O        b'+1:word:OD600'
2.668136 O        b'-1:lemma:fructose'
2.668136 O        b'-1:word:fructose'
2.663560 Supp     b'lemma:acetate'
2.663560 Supp     b'word:acetate'
2.658777 O        b'+1:lemma:k-12'
2.658777 O        b'+1:word:K-12'
2.620613 Technique b'lemma:rnaseq'
2.620613 Technique b'word:RNASeq'
2.617288 O        b'word:A'
2.610668 Phase    b'postag:NN'
2.609841 O        b'-1:lemma:arginine'
2.591491 O        b'+1:postag:VBN'
2.586883 O        b'lemma:chip-arca'
2.586883 O        b'word:chip-ArcA'
2.584437 Supp     b'lemma:iptg'
2.584437 Supp     b'word:IPTG'
2.579330 Supp     b'+1:lemma:Deficient'
2.571949 O        b'lemma:trpr'
2.571949 O        b'word:TrpR'
2.569125 Supp     b'lemma:rifampicin'
2.569125 Supp     b'word:rifampicin'
2.563607 O        b'+1:lemma:250'
2.563607 O        b'+1:word:250'
2.554822 O        b'word:Lrp'
2.539849 Vess     b'lemma:flask'
2.539849 Vess     b'-1:lemma:warm'
2.539849 Vess     b'word:flask'
2.539849 Vess     b'-1:word:warmed'
2.517856 Supp     b'lemma:Fe'
2.517856 Supp     b'word:Fe'
2.499836 Anti     b'lemma:seqa'
2.499836 Anti     b'word:SeqA'
2.477660 Agit     b'+1:lemma:rpm'
2.477660 Agit     b'+1:word:rpm'
2.472575 Med      b'-1:lemma:fresh'
2.472575 Med      b'-1:word:fresh'
2.472534 Gtype    b'+1:lemma:type'
2.472534 Gtype    b'+1:word:type'
2.441183 Agit     b'lemma:rpm'
2.441183 Agit     b'word:rpm'
2.428587 Temp     b'-1:word:sample'
2.426762 O        b'word:C'
2.419769 O        b'lemma:rep2'
2.419769 O        b'word:rep2'
2.419769 O        b'lemma:rep1'
2.419769 O        b'word:rep1'
2.405390 Technique b'-1:lemma:chip-exo'
2.401412 Med      b'-1:word:ml'
2.394702 O        b'lemma:argr'
2.394702 O        b'word:ArgR'
2.393363 Med      b'-1:lemma:ml'
2.386146 O        b'lemma:1'
2.386146 O        b'word:1'
2.380813 Supp     b'lemma:Adenine'
2.380813 Supp     b'word:Adenine'
2.366256 Temp     b'-1:lemma:sample'
2.349773 O        b'lemma:3'
2.349773 O        b'word:3'
2.349418 Supp     b'lemma:Leu'
2.349418 Supp     b'word:Leu'
2.346769 Gtype    b'lemma:delta-fnr'
2.346769 Gtype    b'word:delta-fnr'
2.344332 Substrain b'lemma:mg1655'
2.344332 Substrain b'word:MG1655'
2.339909 Med      b'lemma:minimal'
2.339909 Med      b'word:minimal'
2.324611 Supp     b'+1:word:hours'
2.311907 Air      b'lemma:anaeroibc'
2.311907 Air      b'word:Anaeroibc'
2.310740 Gtype    b'lemma:arca8myc'
2.310740 Gtype    b'word:ArcA8myc'
2.291983 O        b'+1:lemma:wt'
2.275527 Supp     b'-1:ner:SUPP'
2.267691 Substrain b'lemma:mg1655star'
2.267691 Substrain b'word:MG1655star'
2.266816 O        b'lemma:2'
2.266816 O        b'word:2'
2.261355 Supp     b'-1:lemma:vol'
2.261355 Supp     b'-1:word:vol'
2.260735 O        b'+1:word:WT'
2.255574 Gversion b'lemma:chip-seq'
2.245523 Supp     b'lemma:dpd'
2.245523 Supp     b'word:DPD'
2.221638 Med      b'lemma:medium'
2.221638 Med      b'word:medium'
2.209629 Supp     b'lemma:nacl'
2.209629 Supp     b'word:NaCl'
2.179933 Technique b'lemma:rna-seq'
2.173792 O        b'lemma:2-3'
2.173792 O        b'word:2-3'
2.150749 Air      b'word:anaerobic'
2.146525 O        b'-1:lemma:no3'
2.146525 O        b'-1:word:NO3'
2.146006 Med      b'+1:lemma:2.0'
2.146006 Med      b'+1:word:2.0'
2.142210 Med      b'+1:lemma:minimal'
2.142210 Med      b'+1:word:minimal'
2.129631 O        b'+1:word:ChIP-Seq'
2.129355 Gversion b'word:ChIP-Seq'
2.115178 O        b'+1:lemma:sparging'
2.115178 O        b'+1:word:sparging'
2.109070 O        b'-2:ner:MED'
2.100363 O        b'lemma:soxr'
2.100363 O        b'word:SoxR'
2.100363 O        b'lemma:soxs'
2.100363 O        b'word:SoxS'
2.094882 Gtype    b'+1:postag::'
2.087327 O        b'lemma:affyexp'
2.087327 O        b'word:affyexp'
2.081659 Temp     b'-1:lemma:\xcf\x8332'
2.081659 Temp     b'-1:word:\xcf\x8332'
2.080184 O        b'lemma:+'
2.080184 O        b'word:+'
2.079899 Temp     b'lemma:37'
2.079899 Temp     b'word:37'
2.065704 Anti     b'lemma:anti-rpos'
2.065704 Anti     b'word:anti-RpoS'
2.062415 Anti     b'lemma:anti-rpob'
2.062415 Anti     b'word:anti-RpoB'
2.047100 Gtype    b'-1:lemma:factor'
2.047100 Gtype    b'-1:word:factor'
2.045895 Gversion b'-1:lemma:nc'
2.045895 Gversion b'+1:lemma:000913'
2.045895 Gversion b'-1:word:NC'
2.045895 Gversion b'+1:word:000913'
2.041291 Agit     b'-1:lemma:250'
2.041291 Agit     b'-1:word:250'
2.040476 Air      b'-1:lemma:cm20'
2.040476 Air      b'-1:word:Cm20'
2.031364 Air      b'-1:lemma:co2'
2.031364 Air      b'-1:word:CO2'
2.016634 Technique b'+1:lemma:rna-seq'
2.016634 Technique b'+1:word:RNA-seq'
2.015870 pH       b'lemma:ph5'
2.015870 pH       b'+1:lemma:.5'
2.015870 pH       b'word:pH5'
2.015870 pH       b'+1:word:.5'
2.003592 O        b'+1:postag:RB'
1.988548 O        b'+1:lemma:pq'
1.988548 O        b'+1:word:PQ'
1.971295 Temp     b'lemma:43'
1.971295 Temp     b'word:43'
1.962526 Gtype    b'+1:lemma:cra'
1.962526 Gtype    b'+1:word:cra'
1.957476 Gtype    b'lemma:\xce\xb4fur'
1.957476 Gtype    b'word:\xce\x94fur'
1.949595 Supp     b'-1:word:OmpR'
1.944541 Supp     b'lemma:Trp'
1.944541 Supp     b'word:Trp'
1.938656 OD       b'-1:lemma:od450'
1.938656 OD       b'-1:word:OD450'
1.922714 pH       b'lemma:5.5'
1.922714 pH       b'word:5.5'
1.919635 Supp     b'+1:lemma:2'
1.919635 Supp     b'+1:word:2'
1.919465 O        b'lemma:\xcf\x8332'
1.919465 O        b'word:\xcf\x8332'
1.913720 O        b'word:tagged'
1.908483 Gtype    b'+1:lemma:pq'
1.908483 Gtype    b'+1:word:PQ'
1.905274 Temp     b'-1:lemma:43'
1.905274 Temp     b'-1:word:43'
1.903172 Technique b'+1:lemma:chip-exo'
1.893405 O        b'+1:lemma:43'
1.893405 O        b'+1:word:43'
1.889834 Gtype    b'-1:lemma:\xe2\x88\x86'
1.889834 Gtype    b'-1:word:\xe2\x88\x86'
1.884246 O        b'+1:lemma:o.d.'
1.884246 O        b'+1:word:O.D.'
1.882788 Technique b'-1:lemma:input'
1.882788 Technique b'-1:word:Input'
1.877232 Gtype    b'-1:lemma:nsrr'
1.877232 Gtype    b'+1:lemma:flagtag'
1.877232 Gtype    b'-1:word:NsrR'
1.877232 Gtype    b'+1:word:Flagtag'
1.869589 Gtype    b'lemma:deltaseqa'
1.869589 Gtype    b'-1:lemma:old'
1.869589 Gtype    b'word:deltaSeqA'
1.869589 Gtype    b'-1:word:old'
1.861765 O        b'lemma:culture'
1.857478 Gtype    b'lemma:fnr8myc'
1.857478 Gtype    b'word:Fnr8myc'
1.820238 Vess     b'-1:postag:VBN'
1.809779 Gtype    b'lemma:WT'
1.798711 Gtype    b'lemma:\xce\xb4cra'
1.793419 Supp     b'+1:lemma:1'
1.793419 Supp     b'+1:word:1'
1.782219 Supp     b'-1:lemma:ompr'
1.779117 Supp     b'-1:word:WT'
1.776793 Temp     b'-1:lemma:37'
1.776793 Temp     b'-1:word:37'
1.774961 Technique b'hUpper'
1.765532 Strain   b'+1:lemma:substr'
1.765532 Strain   b'+1:word:substr'
1.758257 Supp     b'lemma:glucose'
1.758257 Supp     b'word:glucose'
1.745139 O        b'-1:word:fnr'
1.741299 Phase    b'-1:lemma:until'
1.741299 Phase    b'-1:word:until'
1.736665 pH       b'+1:lemma:5.5'
1.736665 pH       b'+1:word:5.5'
1.730068 O        b'postag::'
1.717698 Gversion b'lemma:.2'
1.717698 Gversion b'-1:lemma:u00096'
1.717698 Gversion b'word:.2'
1.717698 Gversion b'-1:word:U00096'
1.714363 O        b'lemma:oxyr'
1.714363 O        b'word:OxyR'
1.709671 O        b'-1:lemma:medium'
1.709671 O        b'-1:word:medium'
1.706014 Supp     b'+1:lemma:deficient'
1.701781 O        b'+1:lemma:mid-log'
1.701781 O        b'+1:word:mid-log'
1.700091 O        b'-1:lemma:ChIP-exo'
1.695614 Anti     b'-1:word:FNR'
1.686210 Med      b'lemma:lb'
1.683454 Med      b'+1:lemma:+'
1.683454 Med      b'+1:word:+'
1.683135 O        b'lemma:pt7'
1.683135 O        b'word:pT7'
1.676480 OD       b'lemma:od450'
1.676480 OD       b'word:OD450'
1.676480 OD       b'-1:word:At'
1.675633 Technique b'+1:word:ChIP-exo'
1.674643 Med      b'+1:postag:-LRB-'
1.672652 Med      b'+1:lemma:-lrb-'
1.672652 Med      b'+1:word:-LRB-'
1.672329 O        b'word:for'
1.671352 O        b'lemma:ntrc'
1.671352 O        b'word:NtrC'
1.671352 O        b'lemma:csir'
1.671352 O        b'word:CsiR'
1.663229 Supp     b'+1:lemma:hour'
1.660158 Gtype    b'+1:lemma:ph5'
1.660158 Gtype    b'+1:word:pH5'
1.659294 O        b'-1:lemma:dpd'
1.659294 O        b'-1:word:DPD'
1.649051 O        b'lemma:growth'
1.649051 O        b'word:growth'
1.647228 O        b'+1:lemma:coli'
1.647228 O        b'+1:word:coli'
1.641552 O        b'lemma:gadx'
1.638614 Supp     b'lemma:glutamine'
1.638614 Supp     b'-1:lemma:2g/l'
1.638614 Supp     b'word:glutamine'
1.638614 Supp     b'-1:word:2g/L'
1.636739 O        b'-1:lemma:-80'
1.636739 O        b'-1:word:-80'
1.628215 O        b'-1:lemma:type'
1.628215 O        b'-1:word:type'
1.626918 Gtype    b'word:\xce\x94cra'
1.623327 Supp     b'word:NH4CL'
1.618129 Med      b'lemma:m63'
1.618129 Med      b'word:M63'
1.616675 Substrain b'+1:lemma:phtpg'
1.616675 Substrain b'+1:word:PhtpG'
1.616025 Gtype    b'+2:ner:SUPP'
1.612768 Anti     b'lemma:anti-myc'
1.612768 Anti     b'word:anti-myc'
1.605957 O        b'postag:DT'
1.600915 O        b'lemma:Nac'
1.600915 O        b'word:Nac'
1.600459 O        b'lemma:a'
1.589330 Gtype    b'-1:lemma:from'
1.589330 Gtype    b'-1:word:from'
1.584152 Gversion b'lemma:u00096'
1.584152 Gversion b'+1:lemma:.2'
1.584152 Gversion b'word:U00096'
1.584152 Gversion b'+1:word:.2'
1.581479 Technique b'lemma:ChIP-Seq'
1.581412 Anti     b'+1:lemma:antibody'
1.581412 Anti     b'+1:word:antibody'
1.580105 pH       b'+1:postag:CD'
1.579681 O        b'-1:lemma:\xc2\xb0c'
1.579681 O        b'-1:word:\xc2\xb0C'
1.579188 O        b'+1:postag:NNP'
1.579155 Supp     b'-1:lemma:potassium'
1.579155 Supp     b'-1:word:potassium'
1.575679 O        b'lemma:s'
1.575679 O        b'word:S'
1.571474 Gtype    b'lemma:ptac'
1.571474 Gtype    b'word:Ptac'
1.565520 Technique b'-1:lemma:IP'
1.565520 Technique b'-1:word:IP'
1.564445 Air      b'-1:lemma:_'
1.564445 Air      b'-1:word:_'
1.563942 O        b'-1:word:Arginine'
1.558145 Air      b'-1:lemma:ryhb'
1.558145 Air      b'-1:word:ryhB'
1.557674 Gtype    b'+1:lemma:with'
1.557674 Gtype    b'+1:word:with'
1.555351 Gtype    b'-1:postag:VBG'
1.554573 Supp     b'-1:lemma:30'
1.554573 Supp     b'-1:word:30'
1.543232 Gtype    b'lemma:\xe2\x88\x86'
1.543232 Gtype    b'word:\xe2\x88\x86'
1.535342 O        b'+1:lemma:\xe2\x88\x86'
1.535342 O        b'+1:word:\xe2\x88\x86'
1.530763 Gtype    b'lemma:delta-arca'
1.530763 Gtype    b'word:delta-arcA'
1.528905 Air      b'+1:lemma:at'
1.528905 Air      b'+1:word:at'
1.528196 Supp     b'lemma:tryptophan'
1.528196 Supp     b'-1:lemma:mg/l'
1.528196 Supp     b'word:tryptophan'
1.528196 Supp     b'-1:word:mg/L'
1.527774 O        b'-1:lemma:.5'
1.527774 O        b'-1:word:.5'
1.525028 O        b'lemma:Lrp'
1.523578 O        b'lemma:delta'
1.523578 O        b'word:delta'
1.522768 O        b'+1:lemma:aerobically'
1.522768 O        b'+1:word:aerobically'
1.522181 Gtype    b'lemma:crp'
1.522181 Gtype    b'word:crp'
1.515578 O        b'lemma:harbor'
1.515578 O        b'word:harboring'
1.512345 O        b'postag:IN'
1.506359 Air      b'lemma:anerobically'
1.506359 Air      b'word:anerobically'
1.500663 O        b'+1:lemma:0.2'
1.500663 O        b'+1:word:0.2'
1.499702 Supp     b'-1:lemma:with'
1.499702 Supp     b'-1:word:with'
1.498177 Med      b'postag:NNP'
1.497804 O        b'+1:word:were'
1.492548 O        b'lemma:Genome'
1.492548 O        b'word:Genome'
1.468808 Supp     b'-1:lemma:\xce\xb4cra'
1.468289 O        b'+2:ner:KWSUPP'
1.465335 O        b'+1:lemma:30'
1.465335 O        b'+1:word:30'
1.457065 Supp     b'-1:word:\xce\x94cra'
1.454572 Supp     b'word:Arginine'
1.449541 O        b'+1:lemma:20'
1.449541 O        b'+1:word:20'
1.449410 Air      b'postag:JJ'
1.445122 Gtype    b'lemma:flagtag'
1.445122 Gtype    b'word:Flagtag'
1.438312 Gtype    b'lemma:gade-8myc'
1.438312 Gtype    b'word:gadE-8myc'
1.431825 Gtype    b'lemma:fnr-8myc'
1.431825 Gtype    b'word:Fnr-8myc'
1.431115 Supp     b'-1:lemma:without'
1.431115 Supp     b'-1:word:without'
1.428593 Gtype    b'lemma:delta-soxr'
1.428593 Gtype    b'word:delta-soxR'
1.428593 Gtype    b'lemma:delta-gadx'
1.428593 Gtype    b'word:delta-gadX'
1.428593 Gtype    b'lemma:delta-gadw'
1.428593 Gtype    b'word:delta-gadW'
1.428593 Gtype    b'lemma:delta-oxyr'
1.428593 Gtype    b'word:delta-oxyR'
1.428593 Gtype    b'lemma:delta-gade'
1.428593 Gtype    b'word:delta-gadE'
1.428593 Gtype    b'lemma:delta-soxs'
1.428593 Gtype    b'word:delta-soxS'
1.411489 O        b'-1:word:NH4Cl'
1.410949 Supp     b'-1:lemma:respiration'
1.410949 Supp     b'+1:lemma:mmol'
1.410949 Supp     b'-1:word:respiration'
1.410949 Supp     b'+1:word:mmol'
1.408252 Strain   b'-1:lemma:.'
1.408252 Strain   b'-1:postag:.'
1.408252 Strain   b'-1:word:.'
1.408055 Anti     b'-1:lemma:monoclonal'
1.408055 Anti     b'-1:word:monoclonal'
1.407116 Agit     b'lemma:250'
1.407116 Agit     b'word:250'
1.401458 O        b'+1:lemma:minute'
1.401458 O        b'+1:word:minutes'
1.398545 Technique b'hLower'
1.390550 Technique b'word:ChIP-Seq'
1.389923 Technique b'-1:lemma:rna-seq'


Top negative:
-0.045872 O        b'word:vol'
-0.045872 O        b'-1:word:1/100'
-0.045925 O        b'lemma:25'
-0.045925 O        b'word:25'
-0.047424 O        b'+1:word:C'
-0.047770 Supp     b'lemma:um'
-0.047770 Supp     b'word:uM'
-0.048041 O        b'-1:lemma:dfnr'
-0.048041 O        b'-1:word:dFNR'
-0.048157 O        b'-1:lemma:um'
-0.048157 O        b'+1:lemma:paraquat'
-0.048157 O        b'-1:word:uM'
-0.048157 O        b'+1:word:paraquat'
-0.049092 Supp     b'lemma:10'
-0.049092 Supp     b'word:10'
-0.049749 Gtype    b'+1:postag:NNS'
-0.050989 O        b'-1:lemma:rifampicin'
-0.050989 O        b'-1:word:rifampicin'
-0.051313 O        b'lemma:lb'
-0.052252 O        b'-1:lemma:phosphate'
-0.052252 O        b'-1:word:phosphate'
-0.052408 Phase    b'+1:postag:IN'
-0.053262 Temp     b'postag:NN'
-0.053438 O        b'lemma:;'
-0.053438 O        b'-1:lemma:7.6'
-0.053438 O        b'word:;'
-0.053438 O        b'-1:word:7.6'
-0.053889 O        b'+1:lemma:purify'
-0.054556 Temp     b'+2:ner:_'
-0.056388 O        b'-1:lemma:250'
-0.056388 O        b'-1:word:250'
-0.056471 Air      b'postag:CD'
-0.057168 O        b'+1:lemma:dissolve'
-0.057168 O        b'+1:word:dissolved'
-0.057321 O        b'lemma:nitrate'
-0.057321 O        b'word:nitrate'
-0.058541 O        b'lemma:m9'
-0.058541 O        b'word:M9'
-0.058793 O        b'+1:lemma:1/100'
-0.058793 O        b'+1:word:1/100'
-0.059062 O        b'+1:lemma:25'
-0.059062 O        b'+1:word:25'
-0.062040 O        b'+1:lemma:o2'
-0.062040 O        b'+1:word:O2'
-0.063110 Air      b'lemma:anaerobically'
-0.063110 Air      b'word:anaerobically'
-0.064318 O        b'-1:lemma:20'
-0.064318 O        b'-1:word:20'
-0.064522 pH       b'postag:NN'
-0.065023 Supp     b'+2:ner:KWSUPP'
-0.065057 OD       b'postag:JJ'
-0.065630 Supp     b'-1:postag:DT'
-0.065733 O        b'+1:lemma:7.6'
-0.065733 O        b'+1:word:7.6'
-0.066698 Med      b'hLower'
-0.067061 Agit     b'postag:NN'
-0.067079 Phase    b'+1:postag:NN'
-0.067609 Gtype    b'postag::'
-0.068464 Gtype    b'postag:VBG'
-0.068720 Supp     b'lemma:,'
-0.068720 Supp     b'postag:,'
-0.068720 Supp     b'word:,'
-0.069053 O        b'+1:lemma:ph'
-0.069053 O        b'+1:word:pH'
-0.070362 Supp     b'postag:-RRB-'
-0.071118 O        b'-1:lemma:\xc3\x9f'
-0.071118 O        b'-1:word:\xc3\x9f'
-0.071872 Med      b'-1:ner:_'
-0.072572 Supp     b'+1:postag:VBN'
-0.074016 O        b'-1:lemma:0.2'
-0.074016 O        b'-1:word:0.2'
-0.074388 O        b'-1:lemma:for'
-0.074509 O        b'-1:lemma:minimal'
-0.074509 O        b'-1:word:minimal'
-0.075932 Phase    b'+1:ner:_'
-0.076409 O        b'+1:lemma:300'
-0.076409 O        b'+1:word:300'
-0.076648 O        b'postag:NNP'
-0.078239 Med      b'+1:ner:MED'
-0.079798 O        b'lemma:0.1'
-0.079798 O        b'word:0.1'
-0.080195 O        b'lemma:pahse'
-0.080195 O        b'word:pahse'
-0.082070 Gversion b'isNumber'
-0.082232 O        b'-1:lemma:sodium'
-0.082232 O        b'-1:word:Sodium'
-0.082815 Anti     b'hUpper'
-0.083063 O        b'+1:word:purified'
-0.088791 Vess     b'symb'
-0.089101 O        b'-1:lemma:Fur'
-0.089101 O        b'-1:word:Fur'
-0.090028 Gtype    b'+1:postag:CD'
-0.091973 O        b'lemma:7.6'
-0.091973 O        b'+1:lemma:;'
-0.091973 O        b'word:7.6'
-0.091973 O        b'+1:word:;'
-0.093080 Temp     b'-1:ner:_'
-0.093288 Anti     b'postag:JJ'
-0.093432 O        b'-1:word:to'
-0.093453 Agit     b'-2:ner:_'
-0.093678 O        b'-1:lemma:to'
-0.093678 O        b'-1:postag:TO'
-0.094084 Air      b'+1:word:cultures'
-0.095698 Temp     b'hUpper'
-0.096317 Temp     b'hGreek'
-0.097117 Strain   b'-1:ner:_'
-0.098224 O        b'lemma:ph'
-0.098224 O        b'word:pH'
-0.101686 Supp     b'postag:IN'
-0.102070 O        b'-1:postag:VBG'
-0.103300 Vess     b'+2:ner:_'
-0.103527 O        b'+1:lemma:from'
-0.103527 O        b'+1:word:from'
-0.104318 O        b'+1:postag:VBG'
-0.105383 Gtype    b'+1:ner:_'
-0.106004 O        b'+1:lemma:5'
-0.106004 O        b'+1:word:5'
-0.107650 O        b'-1:lemma:affinity'
-0.109311 O        b'+1:lemma:m'
-0.109311 O        b'+1:word:M'
-0.111105 O        b'hGreek'
-0.112333 Agit     b'-1:ner:_'
-0.115628 Anti     b'hLower'
-0.115917 O        b'+1:lemma:co2'
-0.115917 O        b'+1:word:CO2'
-0.116246 Gtype    b'-1:postag:SYM'
-0.120265 Phase    b'+2:ner:_'
-0.123296 O        b'lemma:m63'
-0.123296 O        b'word:M63'
-0.124120 O        b'-1:lemma:final'
-0.124120 O        b'-1:word:final'
-0.124391 O        b'lemma:\xce\xb4oxyr'
-0.124391 O        b'word:\xce\x94oxyR'
-0.126902 Supp     b'+1:ner:SUPP'
-0.126948 O        b'lemma:1m'
-0.126948 O        b'word:1M'
-0.126966 O        b'word:purified'
-0.128295 Supp     b'-1:lemma:%'
-0.128295 Supp     b'-1:word:%'
-0.129244 O        b'-1:lemma:purify'
-0.129657 Supp     b'-1:lemma:250'
-0.129657 Supp     b'-1:word:250'
-0.130517 Phase    b'-1:word:at'
-0.130548 O        b'-1:lemma:mm'
-0.130548 O        b'-1:word:mM'
-0.130990 O        b'-1:lemma:od600'
-0.130990 O        b'-1:word:OD600'
-0.131231 O        b'+1:lemma:2.0'
-0.131231 O        b'+1:word:2.0'
-0.133720 O        b'-1:postag:DT'
-0.134489 Supp     b'+1:lemma:dpd'
-0.134489 Supp     b'+1:word:DPD'
-0.134660 O        b'lemma:20'
-0.134660 O        b'word:20'
-0.136351 O        b'+1:lemma:for'
-0.137205 O        b'-1:lemma:\xe2\x88\x86'
-0.137205 O        b'-1:word:\xe2\x88\x86'
-0.138364 O        b'lemma:n2'
-0.138364 O        b'word:N2'
-0.139085 O        b'+1:lemma:fecl2'
-0.139085 O        b'+1:word:FeCl2'
-0.140420 Supp     b'postag:CD'
-0.141210 Supp     b'lemma:paraquat'
-0.141210 Supp     b'word:paraquat'
-0.141563 Gtype    b'-1:lemma:mg1655'
-0.141563 Gtype    b'-1:word:MG1655'
-0.145537 Vess     b'+1:ner:_'
-0.146136 O        b'+1:lemma:\xc2\xb0c'
-0.146136 O        b'+1:word:\xc2\xb0C'
-0.146192 Anti     b'postag:NNP'
-0.147122 Agit     b'isUpper'
-0.150772 pH       b'symb'
-0.152615 Vess     b'-2:ner:_'
-0.152855 O        b'postag:NN'
-0.155184 O        b'word:ChIP-exo'
-0.155876 O        b'+1:lemma:.'
-0.155876 O        b'+1:postag:.'
-0.155876 O        b'+1:word:.'
-0.156545 Supp     b'+1:lemma:-rrb-'
-0.156545 Supp     b'+1:word:-RRB-'
-0.156711 O        b'lemma:dissolve'
-0.156711 O        b'word:dissolved'
-0.156980 Gtype    b'-1:lemma:,'
-0.156980 Gtype    b'-1:postag:,'
-0.156980 Gtype    b'-1:word:,'
-0.158720 O        b'lemma:mg/ml'
-0.158720 O        b'-1:lemma:150'
-0.158720 O        b'word:mg/mL'
-0.158720 O        b'-1:word:150'
-0.159645 O        b'lemma:fructose'
-0.159645 O        b'word:fructose'
-0.159959 O        b'lemma:od600'
-0.159959 O        b'word:OD600'
-0.159975 O        b'+1:word:Anaerobic'
-0.160327 O        b'lemma:o2'
-0.160327 O        b'word:O2'
-0.161575 Gtype    b'+1:postag:-LRB-'
-0.163762 O        b'lemma:minimal'
-0.163762 O        b'word:minimal'
-0.165876 O        b'lemma:min'
-0.165876 O        b'word:min'
-0.169143 O        b'+1:lemma:be'
-0.169751 O        b'word:LB'
-0.169826 Substrain b'hLower'
-0.177393 O        b'-1:postag:CD'
-0.178279 Supp     b'lemma:and'
-0.178279 Supp     b'word:and'
-0.180025 Gtype    b'isLower'
-0.183231 O        b'+1:lemma:sample'
-0.183235 Anti     b'postag:CD'
-0.185797 O        b'word:hours'
-0.188627 O        b'+1:lemma:-rrb-'
-0.188627 O        b'+1:word:-RRB-'
-0.189970 Supp     b'-1:postag:VBG'
-0.190331 Supp     b'+1:postag:-RRB-'
-0.190641 O        b'+1:word:was'
-0.194202 Gversion b'hLower'
-0.195038 Phase    b'-1:lemma:at'
-0.195901 Supp     b'-1:lemma:Fe'
-0.195901 Supp     b'-1:word:Fe'
-0.196056 O        b'+1:word:for'
-0.196546 Gtype    b'postag:NNP'
-0.197339 O        b'-1:lemma:~'
-0.197339 O        b'-1:word:~'
-0.204054 O        b'-1:lemma:delta'
-0.204054 O        b'-1:word:delta'
-0.204793 O        b'+1:postag:FW'
-0.205662 Technique b'+2:ner:_'
-0.206522 O        b'lemma:rna'
-0.206522 O        b'word:RNA'
-0.206865 O        b'-1:word:for'
-0.206922 Med      b'-1:postag:IN'
-0.208346 O        b'+1:postag:DT'
-0.214833 O        b'-1:lemma:1m'
-0.214833 O        b'-1:word:1M'
-0.215662 Gversion b'postag:CD'
-0.216128 O        b'+1:lemma:of'
-0.216128 O        b'+1:word:of'
-0.220947 O        b'-1:lemma:of'
-0.220947 O        b'-1:word:of'
-0.223733 O        b'lemma:co2'
-0.223733 O        b'word:CO2'
-0.225079 O        b'word:WT'
-0.225497 O        b'+1:lemma:min'
-0.225497 O        b'+1:word:min'
-0.227770 OD       b'hLower'
-0.229956 O        b'+1:lemma:-lrb-'
-0.229956 O        b'+1:word:-LRB-'
-0.230991 O        b'-1:lemma:ph'
-0.230991 O        b'-1:word:pH'
-0.232243 Supp     b'+1:postag::'
-0.234678 OD       b'hUpper'
-0.236236 Strain   b'+2:ner:_'
-0.241538 Supp     b'postag::'
-0.243133 O        b'-1:lemma:o2'
-0.243133 O        b'-1:word:O2'
-0.248759 O        b'lemma:dpd'
-0.248759 O        b'word:DPD'
-0.250375 Gtype    b'+1:lemma:-rrb-'
-0.250375 Gtype    b'+1:word:-RRB-'
-0.252397 O        b'+1:lemma:phase'
-0.252397 O        b'+1:word:phase'
-0.252843 O        b'+1:lemma:mm'
-0.252843 O        b'+1:word:mM'
-0.252843 O        b'+1:ner:KWSUPP'
-0.253893 Technique b'-2:ner:_'
-0.258420 Supp     b'postag:CC'
-0.266028 Air      b'+1:lemma:culture'
-0.267250 O        b'+1:lemma:1m'
-0.267250 O        b'+1:word:1M'
-0.270606 O        b'+2:ner:TF'
-0.274035 Supp     b'-1:postag:VBN'
-0.274938 O        b'+1:lemma:genome'
-0.274938 O        b'+1:word:genome'
-0.278114 O        b'-1:lemma:n2'
-0.278114 O        b'-1:word:N2'
-0.281656 Air      b'-1:lemma:grow'
-0.285032 O        b'-1:lemma:37'
-0.285032 O        b'-1:word:37'
-0.288437 O        b'+1:lemma:until'
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