Commit 954f2c41 authored by Nuno Miguel Caetano Alves's avatar Nuno Miguel Caetano Alves
Browse files

ml_reports

parent 8832a401
Pipeline #856 passed with stage
in 37 minutes and 1 second
Classifier
SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
Cross Validation
Training Prediction
Confusion Matrix
[[1856 497]
[1113 616]]
Classification Report
precision recall f1-score support
no 0.63 0.79 0.70 2353
yes 0.55 0.36 0.43 1729
accuracy 0.61 4082
macro avg 0.59 0.57 0.57 4082
weighted avg 0.59 0.61 0.59 4082
Test Prediction
Features Used
361
['Title_Nmr_Tokens' 'Abstract_Nmr_Tokens' 'Total_Nmr_Tokens'
'Mean_sentence_size' 'Max_sentence_size' 'Nmr_Vowels'
'Title_sentence_Size' 'Nmr_Distinct_Stems' 'Nmr_Unusual_Words'
'Mutation_List' 'Mut_Int_Imp' 'Mut_Int_Imp_v2' 'MII_Sentences'
'MII_Sentences_v2' 'MII_Sent_Title' 'Nmr_Prot_Full_Name'
'Nmr_Prot_Tokens' 'MII_Summary' 'MII_Summary_v2' 'Strong_Weak_Summary'
'Nmr_Stopwords' 'Good_Indicators' 'Bad_Indicators' 'Indicators'
'FullText_Size' 'Mean_tokens_size' 'Max_tokens_size' 'Punctuation'
'Nmr_CapitalLetters' 'Nouns' 'Proper_nouns' 'Verbs' 'Adjectives'
'Adverbs' 'Personal_Pronouns' 'Mut_Prot_sent' 'Nmr_Prot_Tokens_lower'
'Nmr_Prot_Tokens_v2' b'111' b'117' b'129' b'14' b'152' b'200' b'40' b'47'
b'91' b'Ala' b'Alanine' b'Analysis' b'Arg' b'Autophagy' b'C' b'Calcium'
b'Canonical' b'Co' b'Cys' b'DNA' b'Deletion' b'Dimerization' b'HEK293'
b'Here' b'Identification' b'Lys' b'Mutagenesis' b'Mutation' b'Mutational'
b'Mutations' b'N' b'NTD' b'Our' b'PCNA' b'Phe' b'Point' b'Pull'
b'Pulldown' b'Rho' b'Site' b'Substitution' b'Thus' b'To' b'Tyr' b'WT'
b'a' b'ability' b'abolish' b'abolished' b'abolishes' b'accumulates'
b'accumulation' b'acid' b'acids' b'act' b'acting' b'activated'
b'activates' b'active' b'acts' b'affect' b'alanine' b'almost' b'altered'
b'altering' b'amino' b'analysis' b'annexin' b'antagonizes' b'assay'
b'assayed' b'assays' b'assemble' b'association' b'autoinflammatory'
b'autophagy' b'autosomal' b'balance' b'between' b'binding' b'breast'
b'but' b'by' b'cDNA' b'called' b'cancer' b'cancers' b'cascade' b'cause'
b'cell' b'coimmunoprecipitate' b'compared' b'completely' b'congenital'
b'conserved' b'control' b'controlled' b'controls' b'corresponding'
b'cycle' b'cysteine' b'cystic' b'damage' b'decrease' b'decreased'
b'defective' b'degradation' b'deletion' b'demonstrated' b'denaturation'
b'dependent' b'destruction' b'development' b'did' b'dimerization'
b'diminished' b'directed' b'disease' b'displayed' b'disrupt' b'disrupted'
b'distant' b'domain' b'domains' b'during' b'dysplasia' b'effector'
b'effectors' b'ensure' b'environment' b'epilepsy' b'expresses'
b'expressing' b'expression' b'failed' b'familial' b'first' b'four'
b'fourth' b'from' b'functional' b'further' b'genes' b'genome'
b'glutathione' b'heavy' b'herpes' b'homodimer' b'homodimerization'
b'homodimers' b'homozygous' b'how' b'hybrid' b'hydrophobic'
b'identification' b'identified' b'identify' b'immunoprecipitated'
b'immunoprecipitation' b'impair' b'impaired' b'indeed' b'independent'
b'indicated' b'induced' b'induces' b'induction' b'inhibit' b'inhibitors'
b'inhibits' b'intact' b'interact' b'interaction' b'interactions'
b'investigated' b'is' b'knockout' b'largely' b'leucine' b'levels'
b'library' b'limited' b'limits' b'lineage' b'links' b'lipase' b'lipid'
b'localizes' b'located' b'majority' b'malformations' b'manner' b'mapped'
b'mapping' b'mechanism' b'mechanisms' b'mediators' b'methylates' b'mice'
b'missense' b'modifications' b'molecule' b'monkey' b'monomeric' b'motif'
b'mutagenesis' b'mutant' b'mutants' b'mutated' b'mutation' b'mutational'
b'mutations' b'necessary' b'network' b'no' b'not' b'nucleus' b'occurring'
b'oligomerization' b'oncogenic' b'onto' b'organelles' b'pathway'
b'pathways' b'phase' b'phosphorylates' b'pivotal' b'plasmon' b'point'
b'polymorphism' b'polyprotein' b'pool' b'precipitation' b'process'
b'processes' b'progression' b'promotes' b'propose' b'protein' b'pull'
b'pulldown' b'random' b'recombinant' b'recruited' b'recruitment'
b'reduced' b'region' b'regions' b'regulate' b'regulated' b'regulates'
b'regulating' b'regulation' b'regulator' b'remains' b'report' b'requires'
b'residue' b'residues' b'response' b'resulted' b'retaining' b'reveal'
b'revealed' b'scanning' b'show' b'showed' b'signaling' b'signalling'
b'signals' b'significantly' b'simplex' b'single' b'site' b'slightly'
b'small' b'smooth' b'sorting' b'substitution' b'substitutions'
b'substrate' b'substrates' b'such' b'suggested' b'suppresses' b'survival'
b'target' b'targeting' b'terminal' b'terminus' b'the' b'thereby' b'these'
b'three' b'through' b'tissue' b'tract' b'transfected' b'transferase'
b'triggers' b'truncated' b'truncation' b'tubulin' b'tumor'
b'tumorigenesis' b'tumors' b'two' b'type' b'unable' b'unclear' b'unknown'
b'until' b'variant' b'vectors' b'viral' b'virus' b'was' b'we' b'were'
b'wild' b'with' b'within' b'zipper']
Classifier
SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
____________________________________________________________________________________________________
Cross Validation
{'fit_time': array([13.73258734, 14.08798695, 14.73712754, 14.39323092, 14.62818718,
14.42020631, 14.94304347, 14.66018605, 14.50073218, 14.46025586]), 'score_time': array([1.54164696, 1.49241877, 1.24279475, 1.44906425, 1.31583142,
1.45000887, 1.07977629, 1.28682637, 1.34853935, 1.34010744]), 'test_score': array([0.61613692, 0.69193154, 0.78431373, 0.75980392, 0.83333333,
0.80392157, 0.81862745, 0.76470588, 0.7254902 , 0.68137255])}
____________________________________________________________________________________________________
Training Prediction
Confusion Matrix
TN FP
[[2207 146]
[ 263 1466]]
FN TP
Classification Report
precision recall f1-score support
no 0.89 0.94 0.92 2353
yes 0.91 0.85 0.88 1729
accuracy 0.90 4082
macro avg 0.90 0.89 0.90 4082
weighted avg 0.90 0.90 0.90 4082
____________________________________________________________________________________________________
Test Prediction
Confusion Matrix
TN FP
[[465 258]
[258 446]]
FN TP
Classification Report
precision recall f1-score support
no 0.64 0.64 0.64 723
yes 0.63 0.63 0.63 704
accuracy 0.64 1427
macro avg 0.64 0.64 0.64 1427
weighted avg 0.64 0.64 0.64 1427
____________________________________________________________________________________________________
Features Used
Selector Params:{'percentile': 0.8, 'score_func': <function f_classif at 0x0000029C1AFECAF8>}
289
['Title_Nmr_Tokens' 'Abstract_Nmr_Tokens' 'Total_Nmr_Tokens'
'Mean_sentence_size' 'Max_sentence_size' 'Nmr_Vowels'
'Title_sentence_Size' 'Nmr_Distinct_Stems' 'Nmr_Unusual_Words'
'Mutation_List' 'Mut_Int_Imp' 'Mut_Int_Imp_v2' 'MII_Sentences'
'MII_Sentences_v2' 'MII_Sent_Title' 'Nmr_Prot_Full_Name'
'Nmr_Prot_Tokens' 'MII_Summary' 'MII_Summary_v2' 'Strong_Weak_Summary'
'Nmr_Stopwords' 'Good_Indicators' 'Bad_Indicators' 'Indicators'
'FullText_Size' 'Mean_tokens_size' 'Max_tokens_size' 'Punctuation'
'Nmr_CapitalLetters' 'Nouns' 'Proper_nouns' 'Verbs' 'Adjectives'
'Adverbs' 'Personal_Pronouns' 'Mut_Prot_sent' 'Nmr_Prot_Tokens_lower'
'Nmr_Prot_Tokens_v2' b'14' b'152' b'200' b'40' b'91' b'Ala' b'Alanine'
b'Analysis' b'Arg' b'Autophagy' b'C' b'Calcium' b'Co' b'Cys' b'DNA'
b'Deletion' b'Dimerization' b'HEK293' b'Here' b'Identification' b'Lys'
b'Mutagenesis' b'Mutation' b'Mutational' b'Mutations' b'N' b'NTD' b'Phe'
b'Point' b'Substitution' b'Thus' b'To' b'Tyr' b'WT' b'a' b'ability'
b'abolish' b'abolished' b'abolishes' b'accumulation' b'acid' b'acids'
b'act' b'acting' b'activated' b'activates' b'active' b'acts' b'affect'
b'alanine' b'altered' b'altering' b'amino' b'analysis' b'assay' b'assays'
b'assemble' b'association' b'autophagy' b'autosomal' b'between'
b'binding' b'breast' b'by' b'called' b'cancer' b'cancers' b'cause'
b'cell' b'compared' b'completely' b'conserved' b'control' b'controlled'
b'controls' b'cycle' b'decreased' b'defective' b'degradation' b'deletion'
b'demonstrated' b'dependent' b'destruction' b'did' b'dimerization'
b'diminished' b'directed' b'displayed' b'disrupt' b'disrupted' b'distant'
b'domain' b'during' b'dysplasia' b'effector' b'effectors' b'ensure'
b'environment' b'expresses' b'expressing' b'expression' b'failed'
b'familial' b'first' b'four' b'fourth' b'from' b'functional' b'genome'
b'homodimer' b'homodimerization' b'homodimers' b'homozygous' b'how'
b'hybrid' b'hydrophobic' b'identified' b'identify' b'immunoprecipitated'
b'immunoprecipitation' b'impair' b'impaired' b'indeed' b'independent'
b'indicated' b'induced' b'induces' b'inhibit' b'inhibitors' b'intact'
b'interact' b'interaction' b'interactions' b'is' b'knockout' b'largely'
b'leucine' b'levels' b'library' b'limited' b'limits' b'lineage' b'links'
b'lipid' b'localizes' b'located' b'majority' b'malformations' b'manner'
b'mapped' b'mechanism' b'mechanisms' b'mediators' b'mice' b'missense'
b'modifications' b'motif' b'mutagenesis' b'mutant' b'mutants' b'mutated'
b'mutation' b'mutational' b'mutations' b'necessary' b'network' b'no'
b'not' b'nucleus' b'occurring' b'oligomerization' b'oncogenic' b'onto'
b'organelles' b'pathway' b'phosphorylates' b'pivotal' b'point'
b'polymorphism' b'process' b'processes' b'progression' b'promotes'
b'pull' b'pulldown' b'random' b'recombinant' b'recruitment' b'reduced'
b'region' b'regulate' b'regulated' b'regulates' b'regulating'
b'regulator' b'remains' b'requires' b'residue' b'residues' b'response'
b'resulted' b'reveal' b'revealed' b'scanning' b'show' b'showed'
b'signalling' b'significantly' b'single' b'site' b'slightly' b'small'
b'smooth' b'sorting' b'substitution' b'substitutions' b'substrates'
b'such' b'suggested' b'suppresses' b'target' b'terminal' b'terminus'
b'the' b'thereby' b'these' b'three' b'tissue' b'transfected'
b'transferase' b'triggers' b'truncation' b'tumor' b'tumorigenesis'
b'tumors' b'two' b'type' b'unable' b'unknown' b'until' b'variant'
b'vectors' b'viral' b'virus' b'was' b'we' b'were' b'wild' b'with'
b'within' b'zipper']
Classifier
SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=True, random_state=None, shrinking=True, tol=0.001,
verbose=False)
____________________________________________________________________________________________________
Cross Validation
Training Prediction
Confusion Matrix
TN FP
[[2207 146]
[ 263 1466]]
FN TP
Classification Report
precision recall f1-score support
no 0.89 0.94 0.92 2353
yes 0.91 0.85 0.88 1729
accuracy 0.90 4082
macro avg 0.90 0.89 0.90 4082
weighted avg 0.90 0.90 0.90 4082
____________________________________________________________________________________________________
Test Prediction
Features Used
Selector Params:{'percentile': 0.8, 'score_func': <function f_classif at 0x0000021CE555DC18>}
289
['Title_Nmr_Tokens' 'Abstract_Nmr_Tokens' 'Total_Nmr_Tokens'
'Mean_sentence_size' 'Max_sentence_size' 'Nmr_Vowels'
'Title_sentence_Size' 'Nmr_Distinct_Stems' 'Nmr_Unusual_Words'
'Mutation_List' 'Mut_Int_Imp' 'Mut_Int_Imp_v2' 'MII_Sentences'
'MII_Sentences_v2' 'MII_Sent_Title' 'Nmr_Prot_Full_Name'
'Nmr_Prot_Tokens' 'MII_Summary' 'MII_Summary_v2' 'Strong_Weak_Summary'
'Nmr_Stopwords' 'Good_Indicators' 'Bad_Indicators' 'Indicators'
'FullText_Size' 'Mean_tokens_size' 'Max_tokens_size' 'Punctuation'
'Nmr_CapitalLetters' 'Nouns' 'Proper_nouns' 'Verbs' 'Adjectives'
'Adverbs' 'Personal_Pronouns' 'Mut_Prot_sent' 'Nmr_Prot_Tokens_lower'
'Nmr_Prot_Tokens_v2' b'14' b'152' b'200' b'40' b'91' b'Ala' b'Alanine'
b'Analysis' b'Arg' b'Autophagy' b'C' b'Calcium' b'Co' b'Cys' b'DNA'
b'Deletion' b'Dimerization' b'HEK293' b'Here' b'Identification' b'Lys'
b'Mutagenesis' b'Mutation' b'Mutational' b'Mutations' b'N' b'NTD' b'Phe'
b'Point' b'Substitution' b'Thus' b'To' b'Tyr' b'WT' b'a' b'ability'
b'abolish' b'abolished' b'abolishes' b'accumulation' b'acid' b'acids'
b'act' b'acting' b'activated' b'activates' b'active' b'acts' b'affect'
b'alanine' b'altered' b'altering' b'amino' b'analysis' b'assay' b'assays'
b'assemble' b'association' b'autophagy' b'autosomal' b'between'
b'binding' b'breast' b'by' b'called' b'cancer' b'cancers' b'cause'
b'cell' b'compared' b'completely' b'conserved' b'control' b'controlled'
b'controls' b'cycle' b'decreased' b'defective' b'degradation' b'deletion'
b'demonstrated' b'dependent' b'destruction' b'did' b'dimerization'
b'diminished' b'directed' b'displayed' b'disrupt' b'disrupted' b'distant'
b'domain' b'during' b'dysplasia' b'effector' b'effectors' b'ensure'
b'environment' b'expresses' b'expressing' b'expression' b'failed'
b'familial' b'first' b'four' b'fourth' b'from' b'functional' b'genome'
b'homodimer' b'homodimerization' b'homodimers' b'homozygous' b'how'
b'hybrid' b'hydrophobic' b'identified' b'identify' b'immunoprecipitated'
b'immunoprecipitation' b'impair' b'impaired' b'indeed' b'independent'
b'indicated' b'induced' b'induces' b'inhibit' b'inhibitors' b'intact'
b'interact' b'interaction' b'interactions' b'is' b'knockout' b'largely'
b'leucine' b'levels' b'library' b'limited' b'limits' b'lineage' b'links'
b'lipid' b'localizes' b'located' b'majority' b'malformations' b'manner'
b'mapped' b'mechanism' b'mechanisms' b'mediators' b'mice' b'missense'
b'modifications' b'motif' b'mutagenesis' b'mutant' b'mutants' b'mutated'
b'mutation' b'mutational' b'mutations' b'necessary' b'network' b'no'
b'not' b'nucleus' b'occurring' b'oligomerization' b'oncogenic' b'onto'
b'organelles' b'pathway' b'phosphorylates' b'pivotal' b'point'
b'polymorphism' b'process' b'processes' b'progression' b'promotes'
b'pull' b'pulldown' b'random' b'recombinant' b'recruitment' b'reduced'
b'region' b'regulate' b'regulated' b'regulates' b'regulating'
b'regulator' b'remains' b'requires' b'residue' b'residues' b'response'
b'resulted' b'reveal' b'revealed' b'scanning' b'show' b'showed'
b'signalling' b'significantly' b'single' b'site' b'slightly' b'small'
b'smooth' b'sorting' b'substitution' b'substitutions' b'substrates'
b'such' b'suggested' b'suppresses' b'target' b'terminal' b'terminus'
b'the' b'thereby' b'these' b'three' b'tissue' b'transfected'
b'transferase' b'triggers' b'truncation' b'tumor' b'tumorigenesis'
b'tumors' b'two' b'type' b'unable' b'unknown' b'until' b'variant'
b'vectors' b'viral' b'virus' b'was' b'we' b'were' b'wild' b'with'
b'within' b'zipper']
Classifier
SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,
decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False)
____________________________________________________________________________________________________
Cross Validation
{'fit_time': array([14.51392984, 14.92391419, 15.39448786, 15.20588088, 15.41044068,
15.33187652, 15.65848637, 15.42241287, 15.16903114, 15.44135809]), 'score_time': array([1.48045611, 1.47349501, 1.40729237, 1.47970223, 1.41428399,
1.45094943, 1.2576797 , 1.37936735, 1.46278763, 1.35942197]), 'test_score': array([0.61613692, 0.69193154, 0.78431373, 0.75980392, 0.83333333,
0.80392157, 0.81862745, 0.76470588, 0.7254902 , 0.68137255])}
____________________________________________________________________________________________________
Training Prediction
Confusion Matrix
TN FP
[[2207 146]
[ 263 1466]]
FN TP
Classification Report
precision recall f1-score support
no 0.89 0.94 0.92 2353
yes 0.91 0.85 0.88 1729
accuracy 0.90 4082
macro avg 0.90 0.89 0.90 4082
weighted avg 0.90 0.90 0.90 4082
____________________________________________________________________________________________________
Test Prediction
Confusion Matrix
TN FP
[[465 258]
[258 446]]
FN TP
Classification Report
precision recall f1-score support
no 0.64 0.64 0.64 723
yes 0.63 0.63 0.63 704
accuracy 0.64 1427
macro avg 0.64 0.64 0.64 1427
weighted avg 0.64 0.64 0.64 1427
____________________________________________________________________________________________________
Features Used
Selector Params:{'percentile': 0.8, 'score_func': <function f_classif at 0x00000217BA1EDB88>}
289
['Title_Nmr_Tokens' 'Abstract_Nmr_Tokens' 'Total_Nmr_Tokens'
'Mean_sentence_size' 'Max_sentence_size' 'Nmr_Vowels'
'Title_sentence_Size' 'Nmr_Distinct_Stems' 'Nmr_Unusual_Words'
'Mutation_List' 'Mut_Int_Imp' 'Mut_Int_Imp_v2' 'MII_Sentences'
'MII_Sentences_v2' 'MII_Sent_Title' 'Nmr_Prot_Full_Name'
'Nmr_Prot_Tokens' 'MII_Summary' 'MII_Summary_v2' 'Strong_Weak_Summary'
'Nmr_Stopwords' 'Good_Indicators' 'Bad_Indicators' 'Indicators'
'FullText_Size' 'Mean_tokens_size' 'Max_tokens_size' 'Punctuation'
'Nmr_CapitalLetters' 'Nouns' 'Proper_nouns' 'Verbs' 'Adjectives'
'Adverbs' 'Personal_Pronouns' 'Mut_Prot_sent' 'Nmr_Prot_Tokens_lower'
'Nmr_Prot_Tokens_v2' b'14' b'152' b'200' b'40' b'91' b'Ala' b'Alanine'
b'Analysis' b'Arg' b'Autophagy' b'C' b'Calcium' b'Co' b'Cys' b'DNA'
b'Deletion' b'Dimerization' b'HEK293' b'Here' b'Identification' b'Lys'
b'Mutagenesis' b'Mutation' b'Mutational' b'Mutations' b'N' b'NTD' b'Phe'
b'Point' b'Substitution' b'Thus' b'To' b'Tyr' b'WT' b'a' b'ability'
b'abolish' b'abolished' b'abolishes' b'accumulation' b'acid' b'acids'
b'act' b'acting' b'activated' b'activates' b'active' b'acts' b'affect'
b'alanine' b'altered' b'altering' b'amino' b'analysis' b'assay' b'assays'
b'assemble' b'association' b'autophagy' b'autosomal' b'between'
b'binding' b'breast' b'by' b'called' b'cancer' b'cancers' b'cause'
b'cell' b'compared' b'completely' b'conserved' b'control' b'controlled'
b'controls' b'cycle' b'decreased' b'defective' b'degradation' b'deletion'
b'demonstrated' b'dependent' b'destruction' b'did' b'dimerization'
b'diminished' b'directed' b'displayed' b'disrupt' b'disrupted' b'distant'
b'domain' b'during' b'dysplasia' b'effector' b'effectors' b'ensure'
b'environment' b'expresses' b'expressing' b'expression' b'failed'
b'familial' b'first' b'four' b'fourth' b'from' b'functional' b'genome'
b'homodimer' b'homodimerization' b'homodimers' b'homozygous' b'how'
b'hybrid' b'hydrophobic' b'identified' b'identify' b'immunoprecipitated'
b'immunoprecipitation' b'impair' b'impaired' b'indeed' b'independent'
b'indicated' b'induced' b'induces' b'inhibit' b'inhibitors' b'intact'
b'interact' b'interaction' b'interactions' b'is' b'knockout' b'largely'
b'leucine' b'levels' b'library' b'limited' b'limits' b'lineage' b'links'
b'lipid' b'localizes' b'located' b'majority' b'malformations' b'manner'
b'mapped' b'mechanism' b'mechanisms' b'mediators' b'mice' b'missense'
b'modifications' b'motif' b'mutagenesis' b'mutant' b'mutants' b'mutated'
b'mutation' b'mutational' b'mutations' b'necessary' b'network' b'no'
b'not' b'nucleus' b'occurring' b'oligomerization' b'oncogenic' b'onto'
b'organelles' b'pathway' b'phosphorylates' b'pivotal' b'point'
b'polymorphism' b'process' b'processes' b'progression' b'promotes'
b'pull' b'pulldown' b'random' b'recombinant' b'recruitment' b'reduced'
b'region' b'regulate' b'regulated' b'regulates' b'regulating'
b'regulator' b'remains' b'requires' b'residue' b'residues' b'response'
b'resulted' b'reveal' b'revealed' b'scanning' b'show' b'showed'
b'signalling' b'significantly' b'single' b'site' b'slightly' b'small'
b'smooth' b'sorting' b'substitution' b'substitutions' b'substrates'
b'such' b'suggested' b'suppresses' b'target' b'terminal' b'terminus'
b'the' b'thereby' b'these' b'three' b'tissue' b'transfected'
b'transferase' b'triggers' b'truncation' b'tumor' b'tumorigenesis'
b'tumors' b'two' b'type' b'unable' b'unknown' b'until' b'variant'
b'vectors' b'viral' b'virus' b'was' b'we' b'were' b'wild' b'with'
b'within' b'zipper']
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