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

best params:{'c1': 0.23724446580655864, 'c2': 0.00765495768357585}
best CV score:0.8530997523170145
model size: 0.08M

Flat F1: 0.8145012586423507
             precision    recall  f1-score   support

         OD      1.000     1.000     1.000        21
         pH      1.000     1.000     1.000        10
  Technique      1.000     1.000     1.000        33
        Med      1.000     0.821     0.902        56
       Temp      1.000     0.800     0.889        15
       Vess      0.000     0.000     0.000         0
       Agit      0.000     0.000     0.000         7
      Phase      1.000     0.762     0.865        21
        Air      0.897     0.398     0.551        88
       Anti      0.929     1.000     0.963        13
     Strain      0.000     0.000     0.000         0
      Gtype      0.968     0.782     0.865        78
  Substrain      0.000     0.000     0.000         0
       Supp      0.864     0.838     0.851       136
   Gversion      1.000     0.500     0.667         6

avg / total      0.922     0.752     0.815       484


Top likely transitions:
Temp   -> Temp    6.728625
OD     -> OD      5.795467
Med    -> Med     5.380260
Anti   -> Anti    5.353202
Phase  -> Phase   4.913678
Supp   -> Supp    4.738591
Gversion -> Gversion 4.693714
Air    -> Air     4.399915
Gtype  -> Gtype   4.068167
pH     -> pH      3.878942
Technique -> Technique 3.809308
O      -> O       2.966317
Agit   -> Agit    2.014948
Substrain -> Gtype   1.351780
Technique -> Air     1.126979
Air    -> O       0.754250
O      -> Technique 0.438124
Temp   -> O       0.133770
Gtype  -> Supp    0.113969
O      -> Strain  0.087851
Supp   -> O       0.087274
O      -> Supp    0.053960
O      -> Gtype   0.033795
O      -> Phase   0.014290
O      -> Med     -0.000092
Supp   -> Med     -0.000559
Phase  -> OD      -0.001383
Gtype  -> Technique -0.020196
Phase  -> O       -0.041039
Anti   -> Gtype   -0.103106
Technique -> O       -0.114782
OD     -> O       -0.234336
OD     -> Air     -0.361724
O      -> OD      -0.379451
Technique -> pH      -0.844840
Substrain -> O       -1.003014
O      -> Air     -1.482470
Gtype  -> O       -1.607768
Med    -> Supp    -1.827367


Top unlikely transitions:
Temp   -> Temp    6.728625
OD     -> OD      5.795467
Med    -> Med     5.380260
Anti   -> Anti    5.353202
Phase  -> Phase   4.913678
Supp   -> Supp    4.738591
Gversion -> Gversion 4.693714
Air    -> Air     4.399915
Gtype  -> Gtype   4.068167
pH     -> pH      3.878942
Technique -> Technique 3.809308
O      -> O       2.966317
Agit   -> Agit    2.014948
Substrain -> Gtype   1.351780
Technique -> Air     1.126979
Air    -> O       0.754250
O      -> Technique 0.438124
Temp   -> O       0.133770
Gtype  -> Supp    0.113969
O      -> Strain  0.087851
Supp   -> O       0.087274
O      -> Supp    0.053960
O      -> Gtype   0.033795
O      -> Phase   0.014290
O      -> Med     -0.000092
Supp   -> Med     -0.000559
Phase  -> OD      -0.001383
Gtype  -> Technique -0.020196
Phase  -> O       -0.041039
Anti   -> Gtype   -0.103106
Technique -> O       -0.114782
OD     -> O       -0.234336
OD     -> Air     -0.361724
O      -> OD      -0.379451
Technique -> pH      -0.844840
Substrain -> O       -1.003014
O      -> Air     -1.482470
Gtype  -> O       -1.607768
Med    -> Supp    -1.827367


Top positive:
7.178287 Gtype    b'lemma:type'
6.404998 Anti     b'-2:lemma:antibody'
6.397698 O        b'lemma:1'
6.339842 O        b'lemma:_'
5.989932 O        b'-2:lemma:_'
5.941370 O        b'lemma:2'
5.916327 Air      b'lemma:anaerobic'
5.571221 Gtype    b'lemma:wt'
5.302808 O        b'lemma:3'
5.292070 Gtype    b'hGreek'
5.234023 Phase    b'lemma:mid-log'
5.232973 Supp     b'lemma:no3'
5.010009 O        b'lemma:-'
4.984155 Air      b'-1:lemma:ChIP-Seq'
4.982983 Technique b'lemma:chipseq'
4.852852 Gtype    b'+1:lemma:type'
4.652536 Phase    b'-2:lemma:phase'
4.544310 Med      b'lemma:MOPS'
4.311827 Air      b'lemma:aerobic'
4.255761 Supp     b'lemma:pq'
4.193148 O        b'lemma:b'
3.952356 Supp     b'-2:lemma:shake'
3.911790 O        b'lemma:with'
3.904169 Supp     b'lemma:Iron'
3.904169 Supp     b'-2:lemma:Anaerobic'
3.887434 Substrain b'-2:lemma:substr'
3.847811 Gtype    b'-2:lemma:genotype/variation'
3.765810 O        b'+2:lemma:\xc2\xb0c'
3.757347 Gtype    b'lemma:dfnr'
3.722204 Supp     b'lemma:2h'
3.722204 Supp     b'-1:lemma:additional'
3.687557 Supp     b'lemma:Adenine'
3.613466 O        b'lemma:a'
3.603126 O        b'-1:postag:NNS'
3.534695 Med      b'lemma:LB'
3.515786 Gtype    b'-1:ner:GEN'
3.503627 O        b'postag:VBG'
3.492909 Supp     b'lemma:nh4cl'
3.442817 Supp     b'lemma:iptg'
3.440810 Air      b'-1:lemma:-'
3.351016 O        b'lemma:.'
3.351016 O        b'postag:.'
3.300966 Gversion b'lemma:chip-seq'
3.281006 Substrain b'lemma:mg1655'
3.251053 Supp     b'lemma:nacl'
3.247079 O        b'postag::'
3.246696 Air      b'lemma:aerobically'
3.196899 O        b'lemma:rpob'
3.166965 Strain   b'lemma:k-12'
3.147423 Supp     b'+1:lemma:\xc2\xb5m'
3.140574 Air      b'postag:RB'
3.008307 Supp     b'-1:ner:SUPP'
2.995627 O        b'-1:lemma:lb'
2.982809 Gtype    b'-2:lemma:genotype'
2.979636 O        b'+1:lemma:wt'
2.949780 Gtype    b'lemma:pk4854'
2.916277 pH       b'lemma:ph5'
2.916277 pH       b'+1:lemma:.5'
2.915036 O        b'-1:lemma:tag'
2.895560 O        b'-2:lemma:ChIP-Seq'
2.888085 Supp     b'+2:lemma:rifampicin'
2.884398 Med      b'lemma:media'
2.875312 O        b'lemma:\xcf\x8332'
2.846079 Temp     b'+1:lemma:\xc2\xb0c'
2.843083 O        b'postag:IN'
2.782135 Med      b'lemma:lb'
2.764130 Temp     b'-1:lemma:sample'
2.744150 Technique b'+2:lemma:ph5'
2.737022 Air      b'-2:lemma:IP'
2.724487 O        b'lemma:rep2'
2.724487 O        b'lemma:rep1'
2.717176 Gtype    b'lemma:\xe2\x88\x86'
2.715777 O        b'lemma:Cra'
2.629322 Med      b'lemma:m63'
2.624086 Supp     b'+2:lemma:iptg'
2.589119 Med      b'+2:lemma:b2'
2.523774 Supp     b'-2:lemma:media'
2.517301 Substrain b'+1:lemma:phtpg'
2.508910 O        b'lemma:genotype/variation'
2.495832 Gtype    b'-2:lemma:affyexp'
2.427888 Technique b'lemma:ChIP-exo'
2.420246 O        b'lemma::'
2.415375 O        b'+1:lemma:coli'
2.411091 Gtype    b'-1:lemma:\xe2\x88\x86'
2.410682 Supp     b'-1:lemma:+'
2.379083 Technique b'hUpper'
2.349071 Temp     b'lemma:\xc2\xb0c'
2.344335 O        b'-2:lemma:flagtag'
2.338027 Air      b'-1:lemma:co2'
2.337485 Supp     b'-1:lemma:Cra'
2.336501 Air      b'lemma:anaeroibc'
2.314859 Supp     b'+1:lemma:1'
2.274986 O        b'lemma:culture'
2.266099 Supp     b'+1:lemma:2'
2.258789 Temp     b'lemma:37'
2.240798 Supp     b'-1:lemma:with'
2.222082 O        b'-1:lemma:type'
2.182232 Med      b'lemma:minimal'
2.180225 O        b'+1:postag:RB'
2.164342 Supp     b'lemma:Leu'
2.164342 Supp     b'-2:lemma:Lrp'
2.157371 Technique b'-1:lemma:_'
2.154163 O        b'-1:lemma:0.3'
2.147788 Gtype    b'-1:lemma:nsrr'
2.147788 Gtype    b'+1:lemma:flagtag'
2.139435 pH       b'+1:postag:CD'
2.127143 Supp     b'+2:lemma:feso4'
2.118828 Anti     b'+1:lemma:antibody'
2.113182 O        b'-1:lemma:glucose'
2.089432 Agit     b'lemma:rpm'
2.087570 Supp     b'lemma:acetate'
2.083599 Temp     b'lemma:43'
2.069178 Agit     b'-1:lemma:250'
2.057135 Phase    b'-2:lemma:until'
1.992647 Supp     b'lemma:arginine'
1.969059 O        b'lemma:harbor'
1.965795 O        b'-1:lemma:anaerobic'
1.932873 O        b'-2:lemma:myc'
1.914780 Med      b'+2:postag:CC'
1.911832 O        b'lemma:chip'
1.907315 OD       b'lemma:od600'
1.895522 Vess     b'lemma:flask'
1.895522 Vess     b'-1:lemma:warm'
1.895522 Vess     b'-2:lemma:pre'
1.895522 Vess     b'+2:lemma:43'
1.874367 O        b'+1:lemma:0.2'
1.850911 O        b'-2:lemma:overnight'
1.842417 O        b'+2:lemma:crp'
1.831002 Air      b'postag:JJ'
1.825690 O        b'lemma:ompr'
1.822051 Gtype    b'+1:postag::'
1.787796 Gtype    b'-1:lemma:rpob'
1.760298 O        b'lemma:for'
1.753657 Anti     b'+2:lemma:antibody'
1.752729 OD       b'lemma:od450'
1.741166 O        b'postag:CC'
1.740020 Supp     b'-2:lemma:argr'
1.739139 Med      b'-1:lemma:minimal'
1.734812 Med      b'+1:lemma:g/l'
1.734685 O        b'-1:lemma:\xc2\xb0c'
1.728549 Temp     b'-1:lemma:43'
1.726752 Med      b'lemma:medium'
1.720448 O        b'+1:lemma:od600'
1.711211 Temp     b'-1:lemma:37'
1.684289 O        b'+1:lemma:fnr-8myc'
1.678280 Med      b'+2:lemma:b1'
1.674697 Phase    b'postag:NN'
1.667773 Gversion b'lemma:u00096'
1.667773 Gversion b'+1:lemma:.2'
1.651198 Technique b'lemma:rnaseq'
1.648120 O        b'+1:lemma:pq'
1.645149 Gversion b'lemma:.2'
1.645149 Gversion b'-1:lemma:u00096'
1.639167 O        b'postag:VBN'
1.637631 O        b'lemma:CEL'
1.633325 O        b'-1:lemma:wt'
1.625775 Gtype    b'-1:lemma:ptac'
1.615405 Supp     b'-2:lemma:20'
1.612454 Gtype    b'-1:postag:VBG'
1.597998 O        b'+1:lemma:\xe2\x88\x86'
1.595226 O        b'-1:lemma:nitrate'
1.584008 O        b'-2:lemma:='
1.570488 Med      b'+1:lemma:0.4'
1.561917 O        b'lemma:-lrb-'
1.543987 Strain   b'+1:lemma:substr'
1.543987 Strain   b'-2:lemma:str'
1.539131 Gversion b'lemma:asm584v2'
1.521338 O        b'lemma:ml'
1.519448 Technique b'-2:lemma:wt'
1.506520 Anti     b'-2:lemma:polymerase'
1.494210 Gversion b'lemma:000913'
1.494210 Gversion b'-2:lemma:nc'
1.481164 O        b'-1:lemma:min'
1.474450 O        b'lemma:at'
1.464759 pH       b'lemma:5.5'
1.464225 Med      b'+1:lemma:2.0'
1.458366 OD       b'lemma:0.3'
1.450200 Supp     b'lemma:fructose'
1.444161 Technique b'-2:postag:NNP'
1.438616 Med      b'+2:lemma:+'
1.423732 Gversion b'-2:lemma:build'
1.417846 O        b'-2:lemma:medium'
1.417522 Supp     b'-2:lemma:agent'
1.412564 Temp     b'-1:lemma:\xcf\x8332'
1.412492 Gtype    b'postag:JJ'
1.410133 Supp     b'-2:lemma:for'
1.406868 O        b'-1:lemma:ChIP-exo'
1.406858 Gtype    b'lemma:\xce\xb4fur'
1.406746 Gtype    b'lemma:arca8myc'
1.406746 Gtype    b'-2:lemma:chip-arca'
1.406366 Gtype    b'hUpper'
1.403911 Supp     b'-1:postag:CD'
1.400250 O        b'-1:lemma:mg1655'
1.398624 O        b'-2:ner:MED'
1.395957 Med      b'+1:lemma:minimal'
1.389576 Gtype    b'+1:lemma:_'
1.388317 Supp     b'lemma:glucose'
1.353659 Gtype    b'lemma:deltaseqa'
1.353659 Gtype    b'-1:lemma:old'
1.353659 Gtype    b'-2:lemma:seqa'
1.349982 Gversion b'lemma:nc'
1.349982 Gversion b'+2:lemma:000913'
1.336975 O        b'-1:lemma:l1'
1.327674 Technique b'hLower'
1.327502 O        b'postag:-RRB-'
1.323256 O        b'symb'
1.317126 O        b'-2:lemma:fructose'
1.311254 Supp     b'-1:lemma:_'
1.309199 Air      b'-2:lemma:fnr'
1.285636 O        b'-1:lemma:-80'
1.274013 Supp     b'+2:lemma:add'
1.259354 O        b'postag:-LRB-'
1.250513 pH       b'+1:lemma:5.5'
1.248197 Supp     b'-2:lemma:supplement'
1.245216 OD       b'+1:lemma:of'
1.241284 O        b'+1:lemma:mid-log'
1.225035 O        b'lemma:purr'
1.223387 OD       b'-1:postag:IN'
1.220592 Supp     b'-2:lemma:pahse'
1.214962 Gtype    b'+1:lemma:the'
1.212599 Med      b'+1:lemma:-lrb-'
1.211173 Gtype    b'+2:lemma:glucose'
1.200357 Phase    b'-1:lemma:mid-log'
1.199217 O        b'+1:lemma:acetate'
1.195421 Substrain b'lemma:mg1655star'
1.184098 Med      b'+1:postag:-LRB-'
1.182109 Gtype    b'+2:lemma::'
1.182065 O        b'+1:postag:NNP'
1.180901 O        b'+1:lemma:250'
1.177888 Technique b'-1:lemma:input'
1.176371 OD       b'+2:lemma:0.3'
1.165554 Med      b'-2:postag:JJ'
1.157431 Air      b'+2:postag:CD'
1.153589 O        b'postag:VBD'
1.153420 O        b'lemma:argr'
1.152629 O        b'lemma:chip-arca'
1.152629 O        b'+2:lemma:arca8myc'
1.151137 Technique b'-1:lemma:chip-exo'
1.145589 O        b'lemma:chip-fnr'
1.145589 O        b'+2:lemma:fnr8myc'
1.135100 O        b'-2:lemma:~'
1.135080 Gtype    b'-1:lemma:vector'
1.132231 OD       b'lemma:of'
1.125312 Supp     b'-2:lemma:induce'
1.122214 Substrain b'-1:lemma:.'
1.122214 Substrain b'-1:postag:.'
1.120873 Agit     b'+1:lemma:rpm'
1.120560 Med      b'+1:lemma:+'
1.106926 Gtype    b'lemma:wild-type'
1.106210 Med      b'-1:lemma:ml'
1.106078 Agit     b'lemma:250'
1.104735 O        b'lemma:-rrb-'
1.104198 Temp     b'-2:lemma:\xcf\x8332'
1.097865 Supp     b'lemma:Fe'
1.096678 O        b'-1:lemma:nacl'
1.095678 Air      b'-2:lemma:cm20'
1.088705 Supp     b'+1:lemma:Deficient'
1.087514 O        b'-1:lemma:pq'
1.086317 Gversion b'-2:lemma:genome'
1.078000 O        b'-1:lemma:genotype/variation'
1.074602 Supp     b'-1:lemma:sodium'
1.074602 Supp     b'+2:lemma:1/100'
1.065943 Gtype    b'lemma:nsrr'
1.065943 Gtype    b'+2:lemma:flagtag'
1.065096 Supp     b'lemma:glutamine'
1.065096 Supp     b'-1:lemma:2g/l'
1.062624 Med      b'-2:lemma:minimal'
1.058469 pH       b'lemma:ph'
1.045288 O        b'lemma:input'
1.045288 O        b'+1:lemma:chip-seq'
1.042180 Supp     b'+2:lemma:A'
1.024859 Gtype    b'-1:lemma:_'
1.022299 Air      b'-2:lemma:%'
1.012830 O        b'lemma:soxr'
1.012830 O        b'lemma:soxs'
1.011966 Supp     b'-2:lemma:10'
1.009724 Gversion b'-2:postag:VB'
1.002142 Supp     b'-1:lemma:ompr'
0.988887 Vess     b'+1:lemma:at'
0.987620 Substrain b'+2:lemma::'
0.984797 Gtype    b'+1:lemma::'
0.981814 Technique b'lemma:rna-seq'
0.981127 Supp     b'lemma:rifampicin'
0.979963 Temp     b'-2:lemma:keep'
0.973161 O        b'+1:lemma::'
0.967629 Supp     b'-2:postag:VBG'
0.964962 O        b'lemma:,'
0.964962 O        b'postag:,'
0.963685 Med      b'+1:lemma:medium'
0.954752 Technique b'-1:lemma:IP'
0.951888 Air      b'+1:lemma:%'
0.951029 Air      b'+2:lemma:%'
0.944153 Gtype    b'+1:lemma:with'
0.940552 Supp     b'+1:lemma:_'
0.939019 Technique b'lemma:ChIP-Seq'
0.929566 Air      b'-1:lemma:%'
0.929315 Agit     b'-2:lemma:aerobically'
0.928036 Gtype    b'+2:postag::'
0.927135 OD       b'-2:lemma:od450'
0.924822 Air      b'lemma:%'
0.913444 Gtype    b'-2:postag:JJ'
0.913086 pH       b'-1:lemma:ph'
0.912684 Supp     b'-1:lemma:vol'
0.912684 Supp     b'-2:lemma:1/100'
0.912684 Supp     b'+2:lemma:1m'
0.910605 O        b'+2:postag:JJ'
0.910314 Gtype    b'hLower'
0.905789 O        b'lemma:~'
0.904945 Agit     b'+2:lemma:at'
0.904076 Technique b'-2:lemma:Fur'
0.902596 Med      b'+2:lemma:with'
0.900366 Supp     b'lemma:dpd'
0.897999 Gversion b'-1:lemma:nc'
0.897999 Gversion b'+1:lemma:000913'
0.897934 Med      b'lemma:2'
0.895023 Supp     b'+2:lemma:be'
0.892487 O        b'lemma:gadx'
0.884366 Technique b'-1:lemma:rna-seq'
0.884088 Supp     b'postag:NNP'
0.876661 O        b'-2:lemma:min'
0.871888 Gtype    b'-2:lemma:dna'
0.867961 Technique b'+1:lemma:chip-exo'
0.867304 O        b'-1:lemma:into'
0.863188 Air      b'-1:lemma:phase'
0.862471 O        b'lemma:trpr'
0.862298 Air      b'-2:lemma:0.3'
0.860761 Supp     b'+2:lemma:-lrb-'
0.858318 Supp     b'+1:lemma:1m'
0.858318 Supp     b'-2:lemma:vol'
0.857236 Supp     b'-1:lemma:1m'
0.857236 Supp     b'+2:lemma:7.6'
0.855511 O        b'lemma:A'
0.853714 Agit     b'-2:postag:RB'
0.852806 O        b'+1:postag:VBN'
0.840221 Air      b'-2:postag:CD'
0.836530 Supp     b'+1:lemma:hour'
0.831288 O        b'+1:ner:MED'
0.830137 Supp     b'lemma:20'
0.829222 Gtype    b'lemma:fnr8myc'
0.829222 Gtype    b'-2:lemma:chip-fnr'
0.827266 O        b'-2:lemma:37'
0.824852 Substrain b'+2:postag::'
0.823945 Phase    b'-1:lemma::'
0.821753 Gtype    b'lemma:the'
0.819864 Med      b'-1:lemma:glucose'
0.817326 O        b'+2:lemma:fructose'
0.815047 Gversion b'postag:NN'
0.813335 Air      b'-2:lemma:mid-log'
0.809184 O        b'-2:ner:_'
0.805806 Vess     b'-1:postag:VBN'
0.803102 O        b'lemma:growth'
0.796537 Med      b'-2:lemma:fresh'
0.791723 Technique b'+2:lemma:-rrb-'
0.791288 O        b'+1:lemma:ph5'
0.791288 O        b'+2:lemma:.5'
0.790188 O        b'-1:lemma:aerobic'
0.786563 O        b'lemma:additional'
0.786563 O        b'+1:lemma:2h'
0.786312 O        b'-2:postag:FW'
0.781153 Gtype    b'-1:lemma:wild'
0.773044 Gtype    b'-2:lemma:delta'
0.767844 Gtype    b'-2:ner:_'
0.766307 Phase    b'+1:lemma:phase'
0.760775 O        b'-1:lemma:dpd'
0.757808 Technique b'+1:lemma:rna-seq'
0.751781 O        b'+2:lemma:_'
0.748871 Supp     b'lemma:0.2'
0.747026 O        b'+1:lemma:rifampicin'
0.746555 Med      b'-1:lemma:fresh'
0.744867 Strain   b'-2:lemma:strain'
0.741655 O        b'-2:lemma:od600'
0.738559 Med      b'+1:postag:CD'
0.737309 pH       b'lemma:.5'
0.737309 pH       b'-1:lemma:ph5'
0.735344 Temp     b'+2:postag:DT'
0.733069 Supp     b'+2:postag:-LRB-'
0.732894 Anti     b'hGreek'
0.732059 OD       b'+1:postag:IN'
0.730036 Phase    b'lemma:phase'
0.724916 Phase    b'+2:lemma:o.d.'
0.721577 Supp     b'-2:lemma:trpr'
0.720930 O        b'+1:lemma:20'
0.718982 O        b'+1:ner:SUPP'
0.714143 Air      b'-1:postag:CD'
0.712823 O        b'hLower'
0.705308 Supp     b'-1:postag:IN'
0.702608 Med      b'postag:NNP'
0.701732 O        b'lemma:0.4'
0.697905 O        b'+1:lemma:k-12'
0.696237 Supp     b'symb'
0.696207 O        b'+1:postag::'
0.694889 O        b'+2:lemma:aerobically'
0.691444 O        b'-2:lemma:be'
0.691307 pH       b'-2:lemma:at'
0.688213 Supp     b'-1:lemma:final'
0.687774 Temp     b'-2:lemma:see'
0.683972 Supp     b'-1:lemma:0.2'
0.682716 O        b'+1:lemma:and'
0.678213 Strain   b'-1:lemma:.'
0.678213 Strain   b'-1:postag:.'
0.676935 OD       b'+2:postag:CD'
0.675127 OD       b'postag:IN'
0.672770 Gtype    b'+2:ner:SUPP'
0.672769 O        b'+1:postag:VBZ'
0.670859 O        b'-2:lemma:anaerobic'
0.669652 Strain   b'+2:lemma:.'
0.669652 Strain   b'+2:postag:.'
0.668505 O        b'+2:lemma:wt'
0.668368 Temp     b'lemma:sample'
0.667253 Air      b'+1:lemma:until'
0.662176 Technique b'-2:lemma:dpd'
0.659624 Technique b'lemma:chip-seq'
0.657946 pH       b'-1:postag:NN'
0.653983 Gtype    b'-2:postag:NN'
0.653929 O        b'-1:lemma:antibody'
0.653512 Gtype    b'lemma:flagtag'
0.653512 Gtype    b'-2:lemma:nsrr'
0.649248 O        b'-1:ner:_'
0.648249 Supp     b'-1:lemma:mm'
0.645068 O        b'lemma:affyexp'
0.643188 O        b'lemma:-80'
0.643188 O        b'-2:lemma:freeze'
0.641830 Supp     b'+1:lemma:mm'
0.641830 Supp     b'+1:ner:KWSUPP'
0.641039 O        b'+2:ner:_'
0.629144 Air      b'lemma:Anaerobic'
0.625086 Gtype    b'-1:postag:VBP'
0.624830 Supp     b'-1:lemma:,'
0.624830 Supp     b'-1:postag:,'
0.619146 Air      b'+2:lemma:mid-log'
0.609124 Phase    b'lemma:pahse'
0.607630 pH       b'-1:lemma:at'
0.605160 Technique b'+2:postag:-RRB-'
0.604916 Gtype    b'+1:ner:GEN'
0.602549 Phase    b'-1:postag::'
0.597960 Med      b'-2:ner:_'
0.596020 Vess     b'-2:postag:JJ'
0.592960 Gtype    b'lemma:vector'
0.591905 Med      b'+2:lemma:then'
0.589749 Supp     b'postag:NN'
0.585166 O        b'-2:lemma:twice'
0.584665 Supp     b'-1:postag:SYM'
0.579625 Med      b'-1:lemma:in'
0.578893 OD       b'+2:lemma:~'
0.577984 Gtype    b'-2:postag:NNS'
0.576808 O        b'-2:lemma:250'
0.573553 Supp     b'+2:lemma:ph'
0.572545 Anti     b'+2:postag:NNP'
0.569701 Technique b'lemma:chip-exo'
0.569392 O        b'+2:postag:VBD'
0.568878 Gtype    b'-2:lemma:the'
0.567443 Gversion b'+2:lemma:genome'
0.565917 Supp     b'-1:lemma:\xc2\xb5m'
0.563802 Supp     b'lemma:of'
0.563074 Agit     b'+2:postag:-RRB-'
0.561821 Agit     b'+2:lemma:-rrb-'
0.560066 Temp     b'-2:postag:VB'
0.558020 Gtype    b'+1:lemma:control'
0.557930 Supp     b'+2:postag:VBD'
0.556811 OD       b'+2:lemma:culture'
0.555446 Agit     b'-1:postag:-LRB-'
0.553638 Anti     b'-2:ner:_'
0.551226 Air      b'-2:ner:_'
0.551007 Agit     b'-1:lemma:-lrb-'
0.550736 Supp     b'+1:lemma:be'
0.549777 Supp     b'-1:lemma:without'
0.549589 OD       b'+1:ner:_'
0.549416 pH       b'+1:lemma:.'
0.549416 pH       b'+1:postag:.'
0.548836 Gtype    b'-1:lemma:from'
0.545037 Agit     b'+1:lemma:-rrb-'
0.542197 Supp     b'+2:postag:IN'
0.540468 Med      b'+1:lemma:supplement'
0.539808 O        b'+2:lemma:of'
0.533151 Temp     b'+1:postag:CC'
0.529984 O        b'lemma:genotype'
0.528697 Supp     b'+1:postag:VBD'
0.526187 Agit     b'-2:postag:-LRB-'
0.523697 Supp     b'-2:postag:CD'
0.523546 Gversion b'+1:postag:CD'
0.522000 Anti     b'hLower'
0.521975 Gtype    b'+2:postag:NN'
0.520811 Supp     b'-1:lemma:potassium'
0.520811 Supp     b'-2:lemma:mmol'
0.519628 O        b'-1:lemma:4'
0.518519 OD       b'-1:lemma:of'
0.517908 pH       b'-2:lemma:glucose'
0.515925 Agit     b'+1:postag:-RRB-'
0.514372 Supp     b'lemma:cm20'
0.514372 Supp     b'-1:lemma:\xc2\xb5l'
0.507754 Anti     b'-1:lemma::'
0.507687 Agit     b'-2:lemma:-lrb-'
0.507392 O        b'-1:lemma:medium'
0.504600 Supp     b'lemma:7.6'
0.504600 Supp     b'+1:lemma:;'
0.499335 Med      b'-1:postag:JJ'
0.495360 O        b'postag:NNS'
0.493365 Air      b'-1:postag::'
0.491300 Strain   b'-2:postag:NN'
0.491233 pH       b'+2:lemma:.'


Top negative:
0.044624 O        b'+1:lemma:minute'
0.043542 Technique b'-1:postag:NN'
0.042770 Gtype    b'+1:lemma:ph5'
0.042770 Gtype    b'+2:lemma:.5'
0.040930 Gtype    b'postag:-RRB-'
0.040647 Supp     b'-2:lemma:iptg'
0.038250 O        b'+1:lemma:to'
0.038250 O        b'+1:postag:TO'
0.037280 Air      b'symb'
0.035870 O        b'+2:lemma:for'
0.034996 Supp     b'+2:lemma:for'
0.033150 Med      b'-2:postag:NN'
0.032073 Gtype    b'+1:postag:CD'
0.031635 O        b'-1:lemma:phase'
0.030416 Temp     b'-2:lemma:flask'
0.030402 Air      b'postag:CD'
0.030072 Temp     b'+2:postag:CC'
0.028121 Air      b'+1:postag:CD'
0.027793 Air      b'+2:ner:_'
0.026917 O        b'-1:lemma:grow'
0.023195 O        b'postag:NNP'
0.020411 O        b'-2:lemma:at'
0.020155 O        b'-2:lemma:no3'
0.020001 Temp     b'+1:lemma:short'
0.019218 Air      b'+1:postag:NN'
0.019162 O        b'-1:lemma:for'
0.018173 Air      b'-2:lemma:and'
0.015606 O        b'+2:lemma:to'
0.015606 O        b'+2:postag:TO'
0.015468 Supp     b'-1:lemma:.'
0.015468 Supp     b'-1:postag:.'
0.014778 O        b'+1:lemma:7.6'
0.014778 O        b'-2:lemma:1m'
0.014778 O        b'+2:lemma:;'
0.013913 O        b'-2:lemma:n2'
0.013345 Temp     b'+2:lemma:the'
0.009661 O        b'lemma:\xc2\xb0c'
0.009541 O        b'+2:lemma:-lrb-'
0.009408 O        b'+1:lemma:dfnr'
0.009291 O        b'-1:lemma:at'
0.009280 O        b'+2:lemma:a'
0.009196 Gtype    b'lemma:crp'
0.008947 O        b'-2:lemma:strain'
0.008587 O        b'-1:lemma:anti-rpos'
0.008587 O        b'+1:lemma:neoclone'
0.008288 Gtype    b'-2:lemma:small'
0.007971 Temp     b'-1:postag:NN'
0.007110 O        b'+1:lemma:tritonx-100'
0.006692 Technique b'-1:lemma:1'
0.006375 Med      b'+2:lemma:-rrb-'
0.006167 Gtype    b'-1:postag:IN'
0.005921 Gversion b'+2:ner:_'
0.005789 O        b'hUpper'
0.005705 O        b'-1:lemma:n2'
0.005565 Air      b'+1:lemma:at'
0.005340 O        b'-2:lemma:;'
0.004804 O        b'-1:lemma:fructose'
0.004748 Supp     b'-1:lemma:20'
0.004578 O        b'lemma:5'
0.004520 O        b'lemma:2.0'
0.004501 OD       b'lemma:0.4'
0.004441 O        b'+2:lemma:wash'
0.004400 Supp     b'lemma:ph'
0.004367 Supp     b'+1:postag:JJ'
0.004251 Supp     b'-2:lemma:of'
0.003775 Med      b'+2:lemma:without'
0.003116 O        b'-2:lemma:culture'
0.003075 O        b'-2:lemma:\xe2\x88\x86'
0.002974 O        b'+2:ner:GEN'
0.002902 O        b'+1:lemma:-'
0.002720 O        b'-1:lemma:2.5'
0.002379 Supp     b'-2:lemma:rpob'
0.002316 OD       b'+2:lemma:0.4'
0.002307 O        b'+1:lemma:genbank'
0.002120 O        b'-1:lemma:5'
0.002067 O        b'-1:lemma:Iron'
0.001736 Temp     b'lemma:-rrb-'
0.001699 Supp     b'-1:postag:JJ'
0.001679 O        b'+1:lemma:culture'
0.001532 Temp     b'postag:-RRB-'
0.001226 Gtype    b'+2:lemma:fnr'
0.000842 Anti     b'-2:postag::'
0.000824 O        b'lemma:10'
0.000743 O        b'-2:lemma:.2'
0.000731 Gtype    b'+1:postag:NN'
0.000726 O        b'lemma:genbank'
0.000661 O        b'-2:lemma:sample'
0.000449 O        b'-2:lemma:2.5'
0.000439 O        b'+1:lemma:final'
0.000401 Med      b'+2:postag:-RRB-'
0.000341 O        b'+1:lemma:be'
0.000264 O        b'+1:lemma:ml'
0.000224 Gversion b'+2:postag:NN'
0.000149 O        b'+1:lemma:anerobically'
0.000149 O        b'-2:lemma:600nm'
0.000145 Supp     b'lemma:in'
0.000144 Gtype    b'+2:lemma:rep2'
0.000144 Gtype    b'+2:lemma:rep1'
0.000133 Supp     b'lemma:sodium'
0.000133 Supp     b'+1:lemma:phosphate'
0.000119 Anti     b'-2:lemma:rna'
0.000119 Anti     b'-1:lemma:polymerase'
0.000105 Gtype    b'+2:postag:VBN'
0.000076 O        b'-1:lemma:fnr'
0.000058 O        b'+1:lemma:read'
0.000041 Technique b'-1:postag:NNP'
0.000039 Gversion b'-1:ner:_'
0.000025 Supp     b'-1:lemma:iptg'
0.000025 Technique b'+1:lemma:Anaerobic'
0.000022 Supp     b'+1:lemma:300'
0.000021 Technique b'-2:ner:TF'
0.000014 Anti     b'+1:postag:IN'
0.000012 Supp     b'+1:lemma:and'
0.000011 Temp     b'lemma:30'
0.000010 Substrain b'hUpper'
0.000009 Gtype    b'lemma:transcription'
0.000009 Gtype    b'+1:lemma:factor'
0.000009 Gtype    b'+2:lemma:Fur'
0.000008 O        b'+2:lemma:1'
0.000008 Gtype    b'+2:ner:TF'
0.000005 O        b'-2:postag:NNS'
0.000005 O        b'lemma:mm'
0.000005 O        b'-1:ner:KWSUPP'
0.000005 Supp     b'+1:postag:RB'
0.000005 O        b'lemma:Deficient'
0.000003 Air      b'-2:postag:NNP'
0.000003 O        b'lemma:glycine'
0.000002 Air      b'-1:lemma:o2'
0.000001 Supp     b'+1:postag:CC'
0.000001 Phase    b'+1:lemma:for'
0.000001 O        b'-1:lemma:0.4'
0.000001 O        b'+1:lemma:glycine'
0.000001 O        b'-2:lemma:Cold'
-0.000000 Gtype    b'lemma:-lrb-'
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0.000000 Gtype    b'-2:postag:VBG'
-0.000001 O        b'-1:lemma:o2'
-0.000002 O        b'+1:lemma:antibody'
-0.000006 Supp     b'postag:NNS'
-0.000008 Supp     b'-1:lemma:10'
-0.000010 Med      b'-2:lemma:m9'
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-0.000016 O        b'+2:lemma:methanol'
-0.000018 Supp     b'-2:postag:-LRB-'
-0.000025 O        b'lemma:pahse'
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-0.000048 O        b'lemma:methanol'
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-0.000117 O        b'lemma:m63'
-0.000119 Gtype    b'+1:lemma:-rrb-'
-0.000132 Supp     b'+2:lemma:glucose'
-0.000137 O        b'lemma:phosphate'
-0.000156 Supp     b'lemma:%'
-0.000197 Supp     b'-2:lemma:0.2'
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-0.000338 O        b'+2:lemma:1/100'
-0.000394 Supp     b'+1:postag:NNP'
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-0.001041 OD       b'-1:postag:NN'
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-0.001282 OD       b'lemma:2.0'
-0.001382 Supp     b'lemma:,'
-0.001382 Supp     b'postag:,'
-0.001513 O        b'-1:lemma:,'
-0.001513 O        b'-1:postag:,'
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-0.002873 O        b'-2:lemma:nh4cl'
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-0.008066 Supp     b'postag:CD'
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-0.022751 Gtype    b'-1:lemma:,'
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