Having neutral comments and simply replaying the facts cannot be classified as a neutral tweet. One important factor that can be considered in this analysis is the notion of polarity. Polarity is considered to be the semantic orientation (Liu, 2012). Contextual polarity is dependent on how they are perceived by the people. It can have different impacts on the members in the society. Under this notions, conventional positive words are not positive, but rather they are opposite in meaning. Similarly, negative words are allusions for something positive. In this scenario, it can be understood that the context and the perception of the society plays an important role in deciphering the meaning in societies.
The purpose of this analysis is to understand about the context and the actual words. The mediation between these two words needs to be analyzed. A number of different algorithms have been developed for this purpose. The binary classification and the rhetorical meaning of the tweets have been considered in this sentimental analysis (Liu, 2012).
In the case of Malcolm Turnbull, it has been found that the tweets are generally positive. The neutral tweets are used to express the positive factors of the government. There is a generally positive vibration that is maintained in the tweets. There are also signs of humor or rather attempt of human made by Turnbull to understand about a situation. The case of Turnbull explaining the foliage colors to the budget is an example of how these individuals choose to express themselves in the public. There is a general affirmation and personal barding of the successful endeavors of the government. There are many tweets about the personal achievement of Turnbull. This act is to explain to the voters in a periodical manner about the ways in which the government is meeting targets. There are an overall positive sentiments and a competitiveness that is echoed in the tweets. There is also a general retaliation against the opposition member that can be hidden in the Tweets. Polarity is that the tweets are generally trending in the positive direction.
Polarity of the tweets in the case of Bill Shorten is the opposite. There is heavy criticism of the government and a negative sentiment that is echoed by these individuals. There is personal branding and general overture of how he would be more capable with power. There are high levels of negativity according to the polarity indices. It has been found that Shorten has used this media to explain about how he would perform better when given power. There is a general branding of the existing government and the disdain of the opposition leader.