Update README.md

README.md

@@ -239,14 +239,14 @@ bases, derived from the base of goal 4, with the application of the methods show
 | xp7    | xp4 + Stemming + Stopwords Removal                                     |
 | xp8    | ap4 + Lemmatization + Stopwords Removal                                |
 
-First, the treatment of punctuation and  capitalization was evaluated. This phase  resulted in the construction and  
-evaluation  of the first four bases (xp1, xp2, xp3, xp4).
+First, the treatment of punctuation and  capitalization was evaluated. This phase  resulted in the construction and 
+evaluation of the first four bases (xp1, xp2, xp3, xp4).
 
 Then, the content simplification was evaluated, from the xp4 base, considering stemming (xp5),  stemming (xp6), 
 stemming + stopwords removal (xp7), and stemming + stopwords removal (xp8).
 
 All eight bases were evaluated to classify the  eligibility of the opportunity, through the  training of a shallow 
-neural network  (SNN – Shallow Neural Network).  The metrics for the eight bases were evaluated. The results are        
+neural network  (SNN – Shallow Neural Network).  The metrics for the eight bases were evaluated. The results are 
 shown in Table 5.
 
 #### Table 5: Results obtained in Preprocessing