Spam ∅

A Spam Detector Extension
What is Spam ∅?
Spam ∅ is a Chrome extension developed by students of Bicol University. It uses a machine learning model, trained with a Naive Bayes Classifier Algorithm, to detect spam comments on YouTube. The extension collects comments from YouTube using the YouTube Data API and classifies them as spam or ham based on predefined criteria. The model was evaluated using various metrics to ensure accuracy.

Extension stats

Users: 52 ▲ 8
Rating: 5.00 (2)
Version: 1.1 (Last updated: 2023-05-13)
Creation date: 2023-04-26
Risk impact: Moderate risk impact
Risk likelihood: Very low risk likelihood
Manifest version: 3
Permissions:
  • activeTab
  • tabs
Size: 5.19M

Other platforms

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Not available on Edge
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Extension summary

A Spam Detection Tool for YouTube using Naive Bayes Classifier and Youtube data API.

To summarize, the developers developed a machine learning model using a Naive Bayes Classifier Algorithm to detect spam. This model was integrated into a browser extension that allows the user to collect comments from the YouTube Platform. This browser extension uses the YouTube Data API to collect or scrape comments from the website which will then be fed to the Naive Bayes algorithm for classification. The Naive Bayes Algorithm developed was given training data that was also scraped from the website using the YouTube Data API and was taken from the videos of Popular channels such as Linus Tech Tips and PewDiePie. All these were collected, cleaned, and manually labeled as spam or ham following a set of criteria that determines what makes a spam comment. This dataset was then evaluated using Evaluation Metrics such as Accuracy, Recall, Precision, and F1 Score. The dataset was made to gain a satisfying score from these metrics to get an accurate model.

Developed by Students of Bicol University

User reviews

amazing tool. i hope more sites will be available
by zed santos, 2023-05-11

Works very well on youtube, wish it works on other platforms too.
by Adzu Adzu, 2023-04-30
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Extension safety

Risk impact

Spam ∅ requires a few sensitive permissions. Exercise caution before installing.

Risk likelihood

Spam ∅ has earned a good reputation and can be trusted.

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