About This Project
The objective of this project is to compare two different data sets from Twitter. I chose two different competing fitness watch brands, Fitbit and Garmin Fitness. The following three questions address three different areas of Tweets: popular sources, popular hashtags, and popular day of the week.
Note that data sets were pulled from twitter on Tuesday, September 29th and timestamps are not accurate
Question 1
Which sources of tweets are used the most by users?”
This question addresses sources of tweets in which users use the most. These sources imply the popular device/source of tweet in order to better market users for each brand.
Tweets Sources of Fitbit
Below are a table and a bar chart showing the top 5 sources used by Fitbit users.
| Source | Total |
|---|---|
| Twitter for iPhone | 219 |
| Twitter Web App | 164 |
| Twitter for Android | 153 |
| Lithium Tech. | 71 |
| IFTTT | 67 |
From the result, iPhone is the most popular source of tweets. This also implies that most Fitbit users use iPhone to pair with their Fitbit watches.
Tweets Sources of Garmin
Below are a table and a bar chart showing the top 5 sources of tweets used by Garmin Fitness users.
| Source | Total |
|---|---|
| Twitter for iPhone | 98 |
| Twitter for Android | 64 |
| Twitter Web App | 51 |
| Hootsuite Inc. | 23 |
| IFTTT | 15 |
Like Fitbit, the most popular source of tweets used by Garmin Fitness users is iPhone. This also implies that most Garmin users also use iPhone to pair with their Garmin Fitness watches. From the above comparison between sources used by Fitbit and Garmin users, we can say that both brands can plan to market their products/services through iPhone users more than any other sources.
Question 2
What hashtag is most frequently used by users?
This question intends to look at the most popular hashtags used by users of each brand.
Question 3
What is the most poplar hour of the day in which users tweet the most about Fitbit/Garmin?
This question addresses the popular hour(s) of the day by users of each brand.
Popular Hour of Tweet by Fitbit Users
Below is a bar chart showing popular hour of tweets by Fitbit users. As shown below, popular hours of tweets are between 2PM - 6PM (or 14:00 - 18:00 military time).
Popular Hour of Tweet by Garmin Fitness Users
Unlike Fitbit, Garmin Fitness users seem to be more active earlier in the day. As shown on the graph below, popular hours tweeted by Garmin Fitness users are between 10AM and 1PM.
Note that presented data may not be accurate due to limited data provided by free Twitter API