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designer bags cyber monday was founded with the intention of helping people worldwide discover their unique heritage NLP: A Complete Sentiment Classification on Amazon Reviews
Sentiment Analysis, also known as Opinion Mining, is one of the common research areas which performs Natural Language Processing (NLP) tasks for the purpose to extract subjective information by analyzing text data written by users. In the case of sentiment analysis of review data, the main goal is to identify the user's subjectivity and classify the statements into different groups of sentiments.
In this article, we aim to perform a sentiment analysis of product reviews written by online users from Amazon. The textual review data comes with numerical rating data, ranging from 1 to 5 (1: negative, 5: positive). This numerical indicator will be used as labels that represent the sentiment of the review text. Thus, this problem will be viewed as a multi-classification process and we seek to predict the sentiment scale of the user reviews based on machine learning classifiers and deep learning algorithms.
Discussion
We now have the review data in DataFrame format as shown below. Let's don't think too much about other features. For this post, we will be only focusing on 'reviewText' and 'overall' columns, so let's only keep these columns. 'reviewText' contains the raw text of the reviews of a product and the 'overall' column is in numerical values ranging from 1 to 5. Here, these values can be seen as sentiment labels: value 1 for 'Very Negative', 2 for 'Somewhat Negative', 3 for 'Neutral', 4 for 'Somewhat Negative', and 5 for 'Very Positive'.
Now, we have a total of 250,000 rows which contains equal counts for each class. Time to move on to the next step.
What's Next? Text preprocessing!
Lemmatization is the process of grouping inflected words into a root word. For instance, the word 'ran' is lemmatized into 'run', 'crying' into 'cry', and 'better' into 'good'. Although processing time could take a while, lemmatizing is critical for reducing the number of unique words and also, reduce any noise (=unwanted words). Additional function (morphological analysis) is added on top of the lemmatizing function, to first identify and cut down the inflectional forms into a common base word.
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But that's about to change – big time.
Talk about the ultimate fan engagement tool.
So it makes perfect business sense to place sports books in those venues where your target audience is located.
C.
We could easily see a similar dynamic playing out in other states with a vibrant professional sports environment coupled with the lack of a strong casino presence.
(The original sponsor of the Illinois bill pointed to Tennessee's approval of the official data mandate as precedent for Illinois adopting a similar measure).
Could in-stadium sports betting be the next legislative trend to emerge in this area? I believe so.
C.
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