report_Run5_v11.txt
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********** TRAINING AND TESTING REPORT **********
Training file: training-data-set-70.txt
best params:{'c1': 0.14521637026904505, 'c2': 0.02160263268998293}
best CV score:0.8705560896194018
model size: 0.08M
Flat F1: 0.7637642434421422
precision recall f1-score support
OD 1.000 0.818 0.900 22
pH 1.000 1.000 1.000 8
Technique 0.952 0.870 0.909 23
Med 1.000 0.925 0.961 53
Temp 0.923 0.828 0.873 29
Vess 1.000 1.000 1.000 1
Agit 0.000 0.000 0.000 0
Phase 0.875 0.933 0.903 15
Air 0.545 0.348 0.425 69
Anti 1.000 1.000 1.000 11
Strain 0.000 0.000 0.000 1
Gtype 0.857 0.847 0.852 85
Substrain 0.000 0.000 0.000 0
Supp 0.609 0.791 0.688 134
Gversion 0.000 0.000 0.000 0
avg / total 0.774 0.769 0.764 451
Top likely transitions:
Temp -> Temp 5.770024
Agit -> Agit 5.591940
Med -> Med 5.238745
OD -> OD 5.208128
Supp -> Supp 5.009566
Anti -> Anti 4.435661
Phase -> Phase 4.266553
Air -> Air 4.183832
Gversion -> Gversion 4.181832
Gtype -> Gtype 4.159817
O -> O 4.029919
Technique -> Technique 3.397241
pH -> pH 2.835139
Substrain -> Gtype 1.746378
Gtype -> Supp 1.354961
Air -> O 1.123193
O -> Technique 0.956245
O -> Supp 0.860304
Technique -> Air 0.720188
Gtype -> Air 0.705752
Supp -> O 0.675087
Med -> O 0.607714
O -> Gtype 0.602507
Temp -> O 0.586988
Gtype -> pH 0.132889
O -> Phase 0.103874
O -> Anti 0.059111
O -> Med 0.043976
O -> Temp 0.037475
Phase -> O 0.007325
OD -> O 0.001147
Temp -> Med -0.004820
O -> OD -0.007911
Air -> Agit -0.018394
Technique -> O -0.037749
Air -> Supp -0.052877
Supp -> Gtype -0.118891
Gtype -> Technique -0.146943
Air -> Gtype -0.162470
OD -> Air -0.407752
Supp -> Med -0.519051
Gtype -> Med -0.520149
Gtype -> O -0.569447
O -> Air -0.679735
Phase -> OD -0.846881
Substrain -> O -1.190575
Technique -> Gtype -1.334054
Med -> Supp -1.751616
Top unlikely transitions:
Temp -> Temp 5.770024
Agit -> Agit 5.591940
Med -> Med 5.238745
OD -> OD 5.208128
Supp -> Supp 5.009566
Anti -> Anti 4.435661
Phase -> Phase 4.266553
Air -> Air 4.183832
Gversion -> Gversion 4.181832
Gtype -> Gtype 4.159817
O -> O 4.029919
Technique -> Technique 3.397241
pH -> pH 2.835139
Substrain -> Gtype 1.746378
Gtype -> Supp 1.354961
Air -> O 1.123193
O -> Technique 0.956245
O -> Supp 0.860304
Technique -> Air 0.720188
Gtype -> Air 0.705752
Supp -> O 0.675087
Med -> O 0.607714
O -> Gtype 0.602507
Temp -> O 0.586988
Gtype -> pH 0.132889
O -> Phase 0.103874
O -> Anti 0.059111
O -> Med 0.043976
O -> Temp 0.037475
Phase -> O 0.007325
OD -> O 0.001147
Temp -> Med -0.004820
O -> OD -0.007911
Air -> Agit -0.018394
Technique -> O -0.037749
Air -> Supp -0.052877
Supp -> Gtype -0.118891
Gtype -> Technique -0.146943
Air -> Gtype -0.162470
OD -> Air -0.407752
Supp -> Med -0.519051
Gtype -> Med -0.520149
Gtype -> O -0.569447
O -> Air -0.679735
Phase -> OD -0.846881
Substrain -> O -1.190575
Technique -> Gtype -1.334054
Med -> Supp -1.751616
Top positive:
6.295982 O b'lemma:2'
6.088107 O b'lemma:1'
5.499374 Phase b'lemma:mid-log'
5.468207 Anti b'-2:lemma:antibody'
5.389740 O b'-2:lemma:_'
5.310900 O b'lemma:_'
5.124562 Air b'lemma:anaerobic'
5.038711 Gtype b'lemma:wt'
4.975908 Supp b'lemma:pq'
4.858798 O b'lemma:3'
4.706721 Technique b'lemma:chipseq'
4.694852 Air b'lemma:Aerobic'
4.682998 Gtype b'lemma:type'
4.617298 O b'postag:IN'
4.544190 O b'-2:lemma:flagtag'
4.540916 Technique b'lemma:ChIP-exo'
4.378201 Gtype b'lemma:\xce\xb4cra'
4.141678 Air b'lemma:aerobic'
4.102798 Gtype b'lemma:\xe2\x88\x86'
4.083658 Gtype b'+1:lemma:type'
4.039276 Med b'lemma:MOPS'
3.938693 Technique b'lemma:rna-seq'
3.794686 O b'lemma:rpob'
3.792227 O b'-1:lemma:ChIP-exo'
3.784855 O b'lemma:-'
3.774100 O b'lemma:b'
3.764975 Supp b'lemma:acetate'
3.691796 Gtype b'-2:lemma:genotype/variation'
3.672526 Supp b'lemma:Iron'
3.672526 Supp b'-2:lemma:Anaerobic'
3.617838 Technique b'lemma:chip-seq'
3.604759 Supp b'lemma:no3'
3.568114 Supp b'lemma:nacl'
3.558608 Phase b'-2:lemma:phase'
3.526017 O b'lemma:.'
3.526017 O b'postag:.'
3.449878 Gtype b'-1:lemma:\xe2\x88\x86'
3.446438 Supp b'lemma:glucose'
3.403359 Med b'lemma:lb'
3.365642 Gtype b'lemma:wild-type'
3.350130 Air b'postag:RB'
3.342253 O b'+2:lemma:\xc2\xb0c'
3.335770 Supp b'lemma:nh4cl'
3.326472 O b'lemma:Cra'
3.318880 Gtype b'lemma:\xce\xb4fur'
3.295001 O b'postag:CC'
3.262632 O b'postag:VBN'
3.206029 O b'lemma:a'
3.195357 Gtype b'-2:lemma:genotype'
3.193335 Technique b'+2:lemma:ph5'
3.187683 O b'postag::'
3.127353 Gtype b'lemma:flag-tag'
3.127353 Gtype b'-1:lemma:c-terminal'
3.121057 Supp b'lemma:nitrate'
3.112065 Gtype b'lemma:\xce\xb4soxr'
3.087827 Substrain b'lemma:mg1655'
3.047270 Supp b'+2:lemma:iptg'
3.025373 Supp b'-1:lemma:Cra'
2.966835 Air b'-1:lemma:ChIP-Seq'
2.963423 Supp b'-1:lemma:with'
2.920292 Gtype b'lemma:dfnr'
2.878192 O b'lemma:with'
2.811966 O b'+1:lemma:arca-8myc'
2.806521 O b'-2:lemma:medium'
2.792197 Gtype b'-2:lemma:affyexp'
2.777524 Gversion b'lemma:chip-seq'
2.764298 Technique b'lemma:rnaseq'
2.751592 O b'-1:lemma:tag'
2.744091 Air b'-2:lemma:IP'
2.741300 Supp b'+1:lemma:1'
2.735516 O b'lemma:CEL'
2.729762 O b'lemma:rep2'
2.702452 Med b'lemma:m63'
2.699796 O b'lemma:harbor'
2.669950 Supp b'lemma:arginine'
2.661545 O b'-1:lemma:0.3'
2.602799 Gtype b'+1:lemma:with'
2.599935 O b'-1:lemma:\xc2\xb0c'
2.587031 Technique b'lemma:ChIP-Seq'
2.568848 Gtype b'-2:lemma:delta'
2.543114 Gtype b'lemma:nsrr'
2.539452 Substrain b'-2:lemma:substr'
2.534370 O b'postag:DT'
2.513411 Gtype b'lemma:pk4854'
2.512728 O b'lemma:chip'
2.505650 O b'+1:postag:RB'
2.493029 Temp b'-2:lemma:\xcf\x8332'
2.454541 Anti b'+1:lemma:antibody'
2.447213 Anti b'+2:lemma:antibody'
2.436325 Gtype b'-1:lemma:rpob'
2.430821 pH b'lemma:ph5'
2.430821 pH b'+1:lemma:.5'
2.411045 O b'postag:VBG'
2.347885 Supp b'-2:lemma:media'
2.345716 pH b'+1:postag:CD'
2.342949 Technique b'-2:lemma:Fur'
2.340323 O b'-1:lemma:glucose'
2.326562 O b'-1:lemma:lb'
2.318033 Gtype b'+1:lemma:ph5'
2.318033 Gtype b'+2:lemma:.5'
2.312502 Temp b'lemma:43'
2.307908 Supp b'lemma:Leu'
2.307908 Supp b'-2:lemma:Lrp'
2.283291 O b'-1:lemma:media'
2.278223 Gtype b'lemma:\xce\xb4oxyr'
2.277778 Air b'-1:lemma:-'
2.269087 Substrain b'+1:lemma:phtpg'
2.262780 Supp b'-2:lemma:agent'
2.259842 Temp b'-1:lemma:43'
2.259677 O b'lemma:ompr'
2.241905 Supp b'lemma:Adenine'
2.238893 Gtype b'lemma:\xce\xb4ompr'
2.238698 Supp b'+1:lemma:\xc2\xb5m'
2.212658 Med b'+2:lemma:b2'
2.198189 O b'-2:lemma:myc'
2.163443 Phase b'lemma:exponential'
2.163443 Phase b'lemma:stationary'
2.159726 O b'+1:postag:NNP'
2.156490 Phase b'-1:lemma:mid-log'
2.151371 Gversion b'lemma:.2'
2.151371 Gversion b'-1:lemma:u00096'
2.140308 O b'-1:lemma:type'
2.138372 O b'lemma:ml'
2.128755 Med b'+2:postag:CC'
2.123732 Technique b'-1:lemma:chip-exo'
2.118518 Technique b'-1:lemma:IP'
2.117337 Strain b'+1:lemma:substr'
2.117337 Strain b'-2:lemma:str'
2.099392 Agit b'lemma:rpm'
2.096807 Supp b'+1:lemma:2'
2.096794 Strain b'lemma:k-12'
2.091407 O b'+2:lemma:cra'
2.063564 O b'lemma:\xcf\x8332'
2.050789 Supp b'lemma:rifampicin'
2.049024 Gversion b'lemma:nc'
2.033164 O b'+1:lemma:pq'
2.013358 Temp b'-1:lemma:\xcf\x8332'
1.966874 Temp b'+1:lemma:\xc2\xb0c'
1.966521 O b'-1:lemma:anaerobic'
1.957027 O b'lemma:culture'
1.952247 O b'-2:lemma:min'
1.929194 O b'+1:lemma:condition'
1.923035 Supp b'-1:postag:CC'
1.911344 Temp b'lemma:\xc2\xb0c'
1.902035 Gversion b'+2:lemma:000913'
1.892926 Technique b'-1:lemma:input'
1.877608 Supp b'lemma:fructose'
1.876135 O b'+1:lemma:250'
1.868225 O b'lemma:Custom'
1.867543 Air b'lemma:anaeroibc'
1.865515 O b'+2:postag:JJ'
1.861583 Supp b'-1:lemma:+'
1.856696 O b'lemma:s'
1.856578 Supp b'+1:lemma:_'
1.851722 Gversion b'lemma:u00096'
1.851722 Gversion b'+1:lemma:.2'
1.838273 Phase b'lemma:phase'
1.825249 Med b'lemma:broth'
1.825249 Med b'-1:lemma:L'
1.817848 O b'+1:lemma:coli'
1.805545 Med b'+1:lemma:0.4'
1.803317 O b'-1:lemma:into'
1.801603 Agit b'+1:lemma:rpm'
1.799565 Gtype b'-1:postag:VBG'
1.796090 Supp b'+2:lemma:rifampicin'
1.784603 O b'+1:lemma:chip-seq'
1.777806 Med b'lemma:media'
1.769076 O b'lemma:trpr'
1.768678 Gtype b'lemma:ptac'
1.760760 Gtype b'+1:lemma:flagtag'
1.757550 Gversion b'-2:lemma:nc'
1.745784 O b'lemma:soxs'
1.745784 O b'lemma:soxr'
1.739107 O b'-2:lemma:~'
1.736949 Med b'+2:lemma:b1'
1.736832 OD b'+1:lemma:of'
1.735882 O b'postag:NNS'
1.709175 O b'+2:lemma:70'
1.708616 O b'postag:VBD'
1.705680 O b'-1:lemma:aerobically'
1.700488 O b'lemma:argr'
1.696537 Temp b'-1:lemma:sample'
1.694740 O b'+1:lemma:acetate'
1.690209 O b'lemma:affyexp'
1.689269 Med b'lemma:minimal'
1.687607 Agit b'+2:lemma:at'
1.683096 O b'lemma:purr'
1.680453 Gversion b'-2:lemma:build'
1.674723 O b'+2:lemma:fructose'
1.673798 Vess b'lemma:flask'
1.673798 Vess b'-1:lemma:warm'
1.673798 Vess b'-2:lemma:pre'
1.673798 Vess b'+2:lemma:43'
1.671743 O b'-1:lemma:Aerobic'
1.670303 O b'+2:lemma:polyclonal'
1.644434 O b'+1:lemma:wt'
1.641217 Gtype b'+2:lemma:glucose'
1.620167 O b'lemma:genotype/variation'
1.613899 Air b'lemma:aerobically'
1.603327 Temp b'-1:lemma:37'
Top negative:
-0.098715 O b'-1:lemma:g/l'
-0.098977 O b'+2:lemma:0.2'
-0.099326 O b'lemma:m63'
-0.099882 O b'-1:lemma:rifampicin'
-0.106371 O b'-1:lemma:37'
-0.107922 Med b'-1:postag:CD'
-0.110064 O b'-2:lemma:-lrb-'
-0.117142 O b'+1:lemma:of'
-0.123918 Supp b'+2:lemma:.'
-0.123918 Supp b'+2:postag:.'
-0.131710 O b'+1:lemma:culture'
-0.132661 O b'+1:postag:-LRB-'
-0.136103 O b'+1:lemma:95'
-0.137008 Technique b'-1:postag::'
-0.138812 O b'-1:lemma:final'
-0.138847 O b'lemma:7.6'
-0.138847 O b'+1:lemma:;'
-0.139546 Supp b'+1:lemma:-rrb-'
-0.140317 Supp b'+2:lemma:dpd'
-0.142690 O b'postag:RB'
-0.143532 O b'lemma:;'
-0.143532 O b'-1:lemma:7.6'
-0.144217 O b'+2:lemma:reference'
-0.145656 Temp b'-2:postag:NN'
-0.146454 O b'lemma:anaerobic'
-0.147525 Air b'-1:postag:JJ'
-0.149095 O b'-1:lemma:0.2'
-0.151176 O b'-1:lemma:contain'
-0.151476 Air b'+2:postag:IN'
-0.152942 O b'+1:lemma:fecl2'
-0.154443 Med b'postag:CD'
-0.158960 Supp b'-1:lemma:-lrb-'
-0.169851 Med b'-1:postag:NN'
-0.176135 OD b'postag:NN'
-0.178701 Supp b'-1:postag:-LRB-'
-0.180805 O b'lemma:methanol'
-0.180805 O b'-2:lemma:dissolve'
-0.182601 Supp b'+2:lemma:glucose'
-0.185072 Supp b'postag:CC'
-0.189120 O b'+2:lemma:-rrb-'
-0.192885 O b'+1:lemma:dissolve'
-0.199989 O b'-1:lemma:1m'
-0.199989 O b'+2:lemma:7.6'
-0.201669 O b'-2:lemma:nh4cl'
-0.201904 O b'-2:lemma:the'
-0.202079 O b'-1:lemma:of'
-0.202589 Supp b'+1:lemma:acetate'
-0.204371 Supp b'+1:lemma:rifampicin'
-0.207950 Gtype b'-2:postag:CD'
-0.215109 O b'-1:lemma:iptg'
-0.217533 O b'lemma:nitrogen'
-0.221912 O b'lemma:37'
-0.229060 O b'-1:lemma:n2'
-0.236563 Air b'-2:postag:CC'
-0.241693 O b'-2:lemma:IP'
-0.248054 O b'-2:lemma:aerobically'
-0.248583 Med b'+1:postag:NN'
-0.249693 Phase b'+1:postag:NN'
-0.251280 O b'+2:lemma:tag'
-0.260336 O b'+1:lemma:10'
-0.266374 O b'-1:lemma:until'
-0.269589 O b'lemma:ph'
-0.275513 O b'-1:lemma:dfnr'
-0.277525 Supp b'+1:postag:VBN'
-0.277770 O b'-1:lemma:fresh'
-0.287656 O b'+2:lemma:250'
-0.295216 O b'lemma:nh4cl'
-0.296463 O b'-2:lemma:mm'
-0.296923 O b'lemma:\xe2\x88\x86'
-0.301390 O b'-1:postag:IN'
-0.303644 O b'+1:postag:IN'
-0.305259 O b'lemma:fecl2'
-0.310628 Gtype b'-1:postag:NN'
-0.311296 O b'lemma:k-12'
-0.316958 O b'+1:lemma:%'
-0.317571 O b'+2:lemma:.'
-0.317571 O b'+2:postag:.'
-0.317988 Phase b'-2:postag:NN'
-0.321822 O b'lemma:minimal'
-0.322289 O b'-1:lemma:minimal'
-0.322560 O b'-2:lemma:genome'
-0.332944 O b'-2:postag::'
-0.333295 O b'lemma:dissolve'
-0.333295 O b'+2:lemma:methanol'
-0.338620 O b'-2:lemma:anaerobically'
-0.345174 O b'-1:postag::'
-0.363808 Gtype b'-2:lemma:\xe2\x88\x86'
-0.382684 O b'-2:lemma:rpob'
-0.387944 Supp b'+1:postag:-RRB-'
-0.394192 O b'-2:lemma:fresh'
-0.395680 O b'+1:lemma:minimal'
-0.396198 O b'-2:lemma:phase'
-0.398092 O b'-2:lemma:dpd'
-0.402236 Supp b'+2:lemma:-rrb-'
-0.410787 O b'+1:lemma:1m'
-0.410787 O b'-2:lemma:vol'
-0.419351 O b'-1:lemma:cra'
-0.439916 Med b'+1:postag:IN'
-0.447763 Supp b'+2:postag:-RRB-'
-0.451257 O b'-2:lemma:until'
-0.454676 Supp b'-2:lemma:treat'
-0.461514 Supp b'+1:postag:NNS'
-0.473439 O b'+2:lemma:at'
-0.489525 Supp b'-2:postag:NNS'
-0.490480 O b'-2:lemma:a'
-0.491484 Supp b'+1:lemma:,'
-0.491484 Supp b'+1:postag:,'
-0.497187 O b'lemma:aerobically'
-0.503626 Supp b'-1:postag:NNP'
-0.509023 Supp b'lemma:10'
-0.516721 O b'+1:lemma:+'
-0.521588 O b'lemma:nitrate'
-0.522828 O b'-2:lemma::'
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-0.541770 O b'-1:lemma:ml'
-0.549347 O b'+1:lemma:mm'
-0.554922 O b'-1:lemma:rpob'
-0.555832 O b'-1:lemma:dissolve'
-0.555832 O b'+1:lemma:methanol'
-0.556682 O b'+1:postag:VBG'
-0.560238 O b'-1:lemma:co2'
-0.588187 O b'+2:lemma:a'
-0.589107 Anti b'+1:lemma:anti-fur'
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-0.594320 O b'-2:lemma:2'
-0.596090 O b'+2:lemma:add'
-0.599346 O b'-2:lemma:supplement'
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-0.605916 O b'lemma:mid-log'
-0.609002 O b'+2:lemma:10'
-0.610140 O b'-1:lemma:mm'
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-0.631151 O b'-1:lemma:vol'
-0.631151 O b'-2:lemma:1/100'
-0.631151 O b'+2:lemma:1m'
-0.635308 O b'-2:lemma:media'
-0.643298 Supp b'+1:postag:-LRB-'
-0.667302 O b'-1:lemma:grow'
-0.675604 O b'lemma:anaerobically'
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-0.831996 O b'+2:lemma:mid-log'
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-0.853094 O b'lemma:of'
-0.881861 O b'lemma:aerobic'
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-0.973697 O b'+2:postag:-RRB-'
-0.983024 Air b'+1:postag:JJ'
-1.013906 O b'+2:lemma:fnr'
-1.021974 O b'-2:postag:SYM'
-1.037571 O b'+2:lemma:then'
-1.048639 Med b'-2:lemma:grow'
-1.054249 O b'lemma:media'
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-1.088097 O b'-1:lemma:nsrr'
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-1.155260 O b'+2:lemma:b'
-1.165858 O b'-2:lemma:0.3'
-1.175657 O b'-1:lemma:ph'
-1.186408 O b'lemma:\xce\xb4fur'
-1.229030 O b'+1:lemma:in'
-1.249314 O b'+1:lemma:at'
-1.257039 O b'lemma:rifampicin'
-1.261781 Gtype b'+2:lemma:cra'
-1.267291 O b'+1:lemma:2.0'
-1.293131 O b'-2:lemma:rifampicin'
-1.297426 O b'-1:lemma:sample'
-1.317920 Phase b'postag:JJ'
-1.321832 O b'-1:lemma:1'
-1.346398 OD b'+2:lemma:aerobically'
-1.353123 Supp b'+2:lemma:2'
-1.353839 OD b'+1:postag:NN'
-1.379126 Anti b'+2:lemma:polyclonal'
-1.433804 O b'+2:lemma:rifampicin'
-1.437034 Supp b'+2:postag:CD'
-1.439161 Supp b'+2:lemma:1'
-1.489609 Supp b'+2:lemma:fructose'
-1.512780 O b'lemma:30'
-1.553364 Supp b'postag:JJ'
-1.601724 O b'-1:postag:VBG'
-1.789724 O b'-1:lemma:IP'
-1.863826 Gtype b'postag:VBG'
-2.000634 Anti b'postag:NNP'
-2.029905 O b'lemma:0.3'
-2.144948 O b'+1:lemma:1'
-2.735063 O b'+1:lemma:2'
-3.945319 O b'-1:lemma::'
-4.420879 O b'-1:lemma:_'