FIT3152: Data analytics Analyse Activity and Language on Forum Over Time - IT Assignment Help

Assignment Task:

Task:

Activity, language use and social interactions in an on-line community. Analyse the metadata and linguistic summary from a real on-line forum and submit a report of your findings. Do the following:

a. Analyse activity and language on the forum over time. Some starting points:
• Describe your data: How active are participants, and are there periods where this increases or decreases? Is there a trend over time?
• Looking at the linguistic variables, do these change over time? Is there a relationship between variables?

b. Analyse the language used by groups. Some starting points:
• Threads indicate groups of participants communicating on the same topic. Describe the threads present in your data.
• By analysing the linguistic variables for all or some of the threads, is it possible to see a difference in the language used by different groups?
• Does the language used within threads (or between threads) change over time? How consistent or variable is the language used within threads?
c. Challenge: Social networks online. We can think of participants posting to the same thread at similar times (for example during the same month) as forming a social network. When these participants also post to other threads over the same period, their social network extends.
• Can you define, graph and describe the social network that exists at a particular point in time, for example over one month? How does this change in the following months?
• Note: you only need to analyse a small portion of the social network over a short time period. We will cover social network analysis in Lecture 5.
d. Reflection on your investigation. What did you first investigate? How did you then modify your research based on the results of your first investigation?
• Using one of the data science methodologies in Lecture 4, illustrate your research process.

Data

The data is contained in the file webforum.csv and consists of the metadata and linguistic analysis of posts over the years 2002 to 2011. You will each work with 20,000 posts, randomly selected from the original file. The linguistic analysis was conducted using Linguistic Inquiry and Word Count (LIWC), which assesses the prevalence of certain thoughts, feelings and motivations by calculating the proportion of key words used in communication. See http://liwc.wpengine.com/ for more information, including the language manual http://liwc.wpengine.com/wp- content/uploads/2015/11/LIWC2015_LanguageManual.pdf

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