mongorefine
tweets-docker-pipeline
Our great sponsors
mongorefine | tweets-docker-pipeline | |
---|---|---|
1 | 2 | |
2 | 2 | |
- | - | |
10.0 | 0.0 | |
over 1 year ago | about 2 years ago | |
Python | Python | |
MIT License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
mongorefine
tweets-docker-pipeline
-
Building a dockerized ETL pipeline for streaming positive tweets
First, I created an app on Twitter and got my credentials (API key and Access Token). Then, I wrote the Python code for streaming live tweets, using tweepy with my Twitter credentials. I chose to stream the hashtag #OnThisDay (thought it would be interesting to get a daily notification of what happened years ago) and collected the tweet text and user handle.
-
Automate your data processing pipeline in 9 steps ⚙️
I was really excited, though also a bit overwhelmed by all the things I had to set up for this project. In total, I spent five days learning the tools, debugging, and building this pipeline with Python (including libraries like Tweepy, TextBlob, VADER, and SQLAlchemy), Postgres, MongoDB, Docker, and Airflow (most frustrating part...). If you're interested to see how I did this, you can check out the project on GitHub and read this blog post.
What are some alternatives?
DataEngineeringProject - Example end to end data engineering project.
twurl - OAuth-enabled curl for the Twitter API
bytewax - Python Stream Processing
vaderSentiment - VADER Sentiment Analysis. VADER (Valence Aware Dictionary and sEntiment Reasoner) is a lexicon and rule-based sentiment analysis tool that is specifically attuned to sentiments expressed in social media, and works well on texts from other domains.
redditcoins-backend - Pull reddit data from APIs and store it in local db
Airflow - Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
Docker Compose - Define and run multi-container applications with Docker
PostgreSQL - Mirror of the official PostgreSQL GIT repository. Note that this is just a *mirror* - we don't work with pull requests on github. To contribute, please see https://wiki.postgresql.org/wiki/Submitting_a_Patch
cryptostore - A scalable storage service for cryptocurrency data
stocksight - Stock market analyzer and predictor using Elasticsearch, Twitter, News headlines and Python natural language processing and sentiment analysis
MongoDB - The MongoDB Database
SQLAlchemy - The Database Toolkit for Python