<table><tr><th>From:</th><th>Zubair Khan &lt;</th></tr><tr><td>Sent:</td><td>Thursday, October 13, 2016 1:39 PM</td></tr><tr><td>To:</td><td>Jeffrey E.</td></tr><tr><td>Subject:</td><td>US Election Update</td></tr></table>

Hi Jeffrey,

Since the start of 2nd US Presidential Election debate till =ow, we have processed 3.1 million tweets.

Here is the performance of =andidates:

1. =onald Trump 11.80% (Positive), 15.66% (Neutral), 72.54% =Negative) 2. Hillary Clinton 40.70% (Positive), =9.09% (Neutral), 40.21% (Negative)

Winning =hances:

1. Clinton 72%
2. Trump 28%

Winning chances in US States:

1. Clinton: New York (84%), California =75%), North Carolina (64%), Florida (75%), Washington (52%), Ohio =96%), New Jersey (70%) 2. Trump: Texas =66%)

Regards,
Zubair Khan