Crawler job that scrapes comments from social media posts and saves them in a S3 bucket.

Related tags

Web Crawling python crawler perspective-api toxicity
Overview

Toxicity comments crawler

Quality Gate Status

Crawler job that scrapes comments from social media posts and saves them in a S3 bucket.

Twitter

Tweets and replies are scraped from Twitter API for a given list of users.

Twitch

Coming soon.

YouTube

Coming soon.

Facebook

Coming soon.

Instagram

Coming soon.

The toxic level of a given comment is calculated using the Perspective API.

Architecture

Usage

To run the crawler, you need to provide the following environment variables:

Variable Description Default Required
AWS_ROLE_ARN AWS Role ARN None Optional
AWS_WEB_IDENTITY_TOKEN_FILE AWS Web Identity Token File None Optional
AWS_ACCESS_KEY_ID AWS Access Key ID None Optional
AWS_SECRET_ACCESS_KEY AWS Secret Access Key None Optional
AWS_S3_BUCKET AWS S3 Bucket None Required
AWS_S3_BUCKET_PREFIX AWS S3 Bucket Prefix None Required
LOG_LEVEL Log level INFO Optional
PERSPECTIVE_API_KEY Perspective API Key None Required
PERSPECTIVE_THRESHOLD Perspective Threshold 0.5 Required
FILTER_TOXIC_COMMENTS Filter Toxic Comments True Required
TWITTER_CONSUMER_KEY Twitter Consumer Key None Required
TWITTER_CONSUMER_SECRET Twitter Consumer Secret None Required
TWITTER_ACCESS_TOKEN Twitter Access Token None Required
TWITTER_ACCESS_TOKEN_SECRET Twitter Access Token Secret None Required
TWITTER_MAX_TWEETS Twitter Max Tweets or replies None Required

If AWS_ROLE_ARN and AWS_WEB_IDENTITY_TOKEN_FILE are provided, the crawler will use them to assume a role, and will not use AWS_ACCESS_KEY_ID, and AWS_SECRET_ACCESS_KEY.

Running

Prerequisites

Then, you can run the crawler with the following command:

docker run --env-file .env -d dougtrajano/toxicity-crawler:latest

License

The project is licensed under the Apache 2.0 License.

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Releases(0.2.1)

  • 0.2.1(Dec 27, 2021)

    What's Changed

    • Add wait_on_rate_limit in TwitterAPI by @DougTrajano in https://github.com/DougTrajano/toxicity-crawler/pull/29

    Full Changelog: https://github.com/DougTrajano/toxicity-crawler/compare/0.2.0...0.2.1

    Source code(tar.gz)
    Source code(zip)

  • 0.2.0(Dec 25, 2021)

    What's Changed

    • Fixed an issue with tweet content in TwitterAPI by @DougTrajano
    • Added an exploratory notebook to test TwitterAPI by @DougTrajano
    • Bump pyyaml from 5.4.1 to 6.0 by @dependabot in https://github.com/DougTrajano/toxicity-crawler/pull/12
    • Bump google-api-python-client from 2.22.0 to 2.33.0 by @dependabot in https://github.com/DougTrajano/toxicity-crawler/pull/26
    • Bump metaflow from 2.3.6 to 2.4.7 by @dependabot in https://github.com/DougTrajano/toxicity-crawler/pull/28

    Full Changelog: https://github.com/DougTrajano/toxicity-crawler/compare/0.1.4...0.2.0

    Source code(tar.gz)
    Source code(zip)

  • 0.1.4(Sep 26, 2021)

  • 0.1.3(Sep 24, 2021)

  • 0.1.2(Sep 24, 2021)

  • 0.1.1(Sep 24, 2021)

  • 0.1.0(Sep 24, 2021)

Owner
Douglas Trajano
Data Scientist
Douglas Trajano
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