Question
Assignment 2 - Sentiment Analysis Topic Sentiment analysis is contextual examination of words, and words within sentences across all social media platforms and web sites,
Assignment 2 - Sentiment Analysis
Topic
Sentiment analysis is contextual examination of words, and words within sentences across all
social media platforms and web sites, in order to reveal the sentiment of the writer.
All texts (unstructured texts) are mined to gain insight into various subjects of interests with
regard to the degree of positivity/negativity revealed in the text. In this manner, unstructured
texts are transformed into a quantitative scale and the results can be presented in charts and
tables so that important information can be revealed and easily digested.
The purpose of this assignment is to give you an experience of how sentiment analysis works at a
rudimentary level. In reality, the analysis is done by software applications that examine each
word within the context of the sentence, along with other metrics on the frequency/count metrics,
sources, demographics, key words, etc. The analysis is then connected to data visualization
tools to create dashboards with charts and alerts that are updated as new messages are posted.
In this assignment, learn from the example of a sentiment analysis done manually in word and
excel. Using this example, perform sentiment analysis on different product, based on reviews on
a beauty product (moisturizer) known for its natural ingredients and affordability and the
endorsement of Jessica Alba.
You are provided with a sample set of 40 product reviews on this moisturizer.
Using this data
set for your assignment,
1. create a lexicon to score each product review,
2. capture key words,
3. calculate the NPS,
4. present the results using a variety charts.
You can (and should) go further than the
example provided.
5. Finally, drawing from the results of the analysis, form conclusion and recommendations
that will help enhance customer perceptions, and thereby, customer acquisitions.
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