Feature extraction and vectorizer three sentences

+oxyR repress agn43 transcription

+TF VBZ GENE NN

+NN VBZ NN NN

+OxyR represses agn43 transcription

+agn43 transcription be repress by oxyR

+GENE NN VBZ VBN IN TF

+NN NN VBZ VBN IN NN

+agn43 transcription is repressed by OxyR

+the repression of agn43 transcription by oxyR
+

+DT NN IN GENE NN IN TF
+

+DT NN IN NN NN IN NN
+

+the repression of agn43 transcription by OxyR
+

+Vectorizer: t
+['agn43', 'be', 'by', 'of', 'oxyr', 'repress', 'repression', 'the', 'transcription']
+[[0.32999531 0.55873062 0.42492904 0.         0.32999531 0.42492904
+  0.         0.         0.32999531]
+ [0.46333427 0.         0.         0.         0.46333427 0.59662724
+  0.         0.         0.46333427]
+ [0.27463443 0.         0.35364183 0.46499651 0.27463443 0.
+  0.46499651 0.46499651 0.27463443]]
+[[1.         0.71221865 0.4221569 ]
+ [0.71221865 1.         0.38174263]
+ [0.4221569  0.38174263 1.        ]]
\ No newline at end of file

+Vectorizer: t
+['dt', 'gene', 'in', 'nn', 'tf', 'vbn', 'vbz']
+[[0.         0.32999531 0.42492904 0.32999531 0.32999531 0.55873062
+  0.42492904]
+ [0.43007025 0.25400642 0.65415902 0.50801283 0.25400642 0.
+  0.        ]
+ [0.         0.46333427 0.         0.46333427 0.46333427 0.
+  0.59662724]]
+[[1.         0.61325487 0.71221865]
+ [0.61325487 1.         0.47075951]
+ [0.71221865 0.47075951 1.        ]]
\ No newline at end of file

+Vectorizer: t
+['dt', 'in', 'nn', 'vbn', 'vbz']
+[[0.         0.         0.91892665 0.         0.39442846]
+ [0.33529805 0.51000562 0.79212972 0.         0.        ]
+ [0.         0.33046836 0.76991449 0.43452618 0.33046836]]
+[[1.         0.72790911 0.83784107]
+ [0.72790911 1.         0.77841287]
+ [0.83784107 0.77841287 1.        ]]
\ No newline at end of file

+Vectorizer: b
+['agn43', 'by', 'is', 'of', 'oxyr', 'repressed', 'represses', 'repression', 'the', 'transcription']
+[[1. 0. 0. 0. 1. 0. 1. 0. 0. 1.]
+ [1. 1. 0. 1. 1. 0. 0. 1. 1. 1.]
+ [1. 1. 1. 0. 1. 1. 0. 0. 0. 1.]]
+[[1.         0.56694671 0.61237244]
+ [0.56694671 1.         0.6172134 ]
+ [0.61237244 0.6172134  1.        ]]
\ No newline at end of file

+Vectorizer: t
+['agn43', 'by', 'is', 'of', 'oxyr', 'repressed', 'represses', 'repression', 'the', 'transcription']
+[[0.41285857 0.         0.         0.         0.41285857 0.
+  0.69903033 0.         0.         0.41285857]
+ [0.27463443 0.35364183 0.         0.46499651 0.27463443 0.
+  0.         0.46499651 0.46499651 0.27463443]
+ [0.31021184 0.39945423 0.52523431 0.         0.31021184 0.52523431
+  0.         0.         0.         0.31021184]]
+[[1.         0.34015553 0.38422086]
+ [0.34015553 1.         0.39684828]
+ [0.38422086 0.39684828 1.        ]]
\ No newline at end of file