DetailsDataThe data you will be working with are contained in two files Fake.csv and True.csv. You can download them from...

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Details
Data
The data you will be working with are contained in two files Fake.csv and True.csv. You can download them from here:
https://www.kaggle.com/datasets/clmentbisaillon/fake-and-real-news-dataset
Tasks
In this lab you will get aquainted with using Spacy to uncover meaningful insights from the two text corpora contained in True.csv and Fake.csv. In a single notebook titled lab3.ipynb, perform the following analyses on both the True.csv data and the Fake.csv data.

Please complete all 7 tasks!

1. Using news article titles, provide a list of all the countries that are mentioned in the month of March 2017. Briefly comment on your findings.

2. Using the news article titles, calculate the top five people mentioned on election day November 8th, 2016? Briefly comment on your findings.
3. Create histograms of real and fake article sentiment mentioning the top person (from the previous analysis). Briefly comment on your findings.
4. Plot histograms for real and fake news article sentiment (by title) for a 2 month period of your choosing. Briefly comment on your findings.
5. Perform 1 additional analysis of your choosing on some date range/date of your choosing. Justify your analysis choice, and comment on your findings.

6. Time running a Spacy language model on 5 full text news articles. Use back of the napkin math to calculate how long it would take to run the language model on the full text of one week of articles. Briefly comment on your findings.

7. Perform analyses 2-5 on the full text of a single week’s real and fake news articles. Are there any differences between the two corpora discernable from these analyses? Discuss any limitations of these analyses to uncover differences between the two corpora. Suggest
additional analyses that might uncover meaningful differences, between the two corpora and salient qualities of each corpora.

Grading
Analyses will be graded on the following:
•50% of total grade will be on analyses 1-6.
•50% of total grade will be on analysis 7.
For individual analyses:
•80% based on the quality of the analyses, including both correctness of and readability of the code to conduct the analyses.
•20% based on the clarity and completeness of presentation of findings from the analyses.

Answered 1 days After Oct 18, 2022

Solution

Rabi Ranjan answered on Oct 20 2022

62 Votes

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DetailsDataThe data you will be working with are contained in two files Fake.csv and True.csv. You can download them from...

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