https://github.com/easonlai/facebook_post_scraping_and_text_analytics

This is demo repo to demostrate how to scrape post data from Facebook by Python with library facebook_scraper. And then use Azure Text Analytics to perform sentiment analysis for post text content.
https://github.com/easonlai/facebook_post_scraping_and_text_analytics

azure azure-text-analysis azure-text-analytics data-scraping facebook facebook-post facebook-scraper facebook-scraping key-phrase-extraction microsoft-azure microsoft-cognitive-services pandas python python3 scraping-python seaborn text-analytics wordcloud

Last synced: 2 months ago
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This is demo repo to demostrate how to scrape post data from Facebook by Python with library facebook_scraper. And then use Azure Text Analytics to perform sentiment analysis for post text content.

• Host: GitHub
• URL: https://github.com/easonlai/facebook_post_scraping_and_text_analytics
• Owner: easonlai
• Created: 2021-10-09T16:59:07.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2021-11-12T15:50:39.000Z (about 3 years ago)
• Last Synced: 2024-04-28T05:09:40.017Z (9 months ago)
• Topics: azure, azure-text-analysis, azure-text-analytics, data-scraping, facebook, facebook-post, facebook-scraper, facebook-scraping, key-phrase-extraction, microsoft-azure, microsoft-cognitive-services, pandas, python, python3, scraping-python, seaborn, text-analytics, wordcloud
• Language: Jupyter Notebook
• Homepage:
• Size: 1.98 MB
• Stars: 14
• Watchers: 1
• Forks: 13
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

        
# Facebook post scraping and Text Analytics (Sentiment Analysis)

This is demo repo to demostrate how to scrape post data from Facebook by Python with library [facebook_scraper](https://pypi.org/project/facebook-scraper/). And then use [Azure Text Analytics](https://docs.microsoft.com/en-us/azure/cognitive-services/text-analytics/overview) to perform [sentiment analysis](https://docs.microsoft.com/en-us/azure/cognitive-services/text-analytics/overview#sentiment-analysis) for post text content.

Line Chart to visualize post datetime vs Like, Love, Ha Ha, Wow, Sad, Angry, Care, Shares and Comments.

![alt text](https://github.com/easonlai/facebook_post_scraping_and_text_analytics/blob/main/git-images/git-image-1.png)

Plotting sentiment & Like columns relationship by Seaborn

![alt text](https://github.com/easonlai/facebook_post_scraping_and_text_analytics/blob/main/git-images/git-image-2.png)

Plotting WordCloud from extracted key phrase

![alt text](https://github.com/easonlai/facebook_post_scraping_and_text_analytics/blob/main/git-images/git-image-3.png)