liar_dataset
awesome-public-datasets
| liar_dataset | awesome-public-datasets | |
|---|---|---|
| 1 | 79 | |
| 28 | 58,562 | |
| - | 0.9% | |
| 10.0 | 5.1 | |
| about 5 years ago | 27 days ago | |
| Jupyter Notebook | ||
| - | 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.
liar_dataset
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On Data Quality
For our capstone project at Flatiron school we had to not only pitch the project we wanted to do, but also find a dataset that would allow us to accomplish that project. I chose to make a Fake News Classifier, and pitched a dataset I found on Kaggle for it. My instructor was quick in turning it down. It had no information on how that data was acquired, how it was labelled, and I had no means of verifying it. With some more research done I found the Liar dataset, which contained thousands of data points, humanly labelled by editors from politifact.com using a truthiness scale and which contained extensive metadata on each instance, making it verifiable. Once I settled on my final model, I decided to train a version of it on the rejected dataset, just for curiosity. The Accuracy it provided for the test data from that dataset was way higher than the one trained in the Liar dataset. Why was that? The model wasn't actually making correct predictions, it was just better at identifying the labels (which were not verified) from the dataset.
awesome-public-datasets
- Awesome Public Datasets
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How to practice data analytics skills
Merry Christmas buddy.
You'll find a ton of public datasets on GitHub [1].
Maven Analytics offers a monthly data analytics challenge [2] that you can enter for free. See their past competitions for some interesting datasets.
As I'm based in Ireland I'll also recommend the Irish Data Portal [3].
[1] https://github.com/awesomedata/awesome-public-datasets
- Are there people out there who still like Sam atlman - AI IS AT DANGER
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The Data Engineering Docker-Compose Starter Kit
The “data.csv” file contains historical weather data from Tel Aviv, sourced from another article I wrote. If you wish, you can swap it with a public dataset, for example, from here.
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suggestions for personal GitHub projects in economics/econometrics
If you want something personal and fun, you will need lots of different data. As such, you can take a look at these publicly available datasets. Maybe you can find out some interesting relationships.
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Where do you get your data when you have an obscure idea for a dashboard?
Some others I use: https://data.world/search This github project with links: https://github.com/awesomedata/awesome-public-datasets Data.fivethirtyeight.com r/datasets and similar subreddits can also be of help.
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Full Stack Data Science Project Ideas
There's a lot in here; it's a good start.
- Where to find big datasets?
- How do you keep track of useful datasets?
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Complete: D214 - MSDA Capstone
Github: Awesome Public Datasets I didn't find much of use here for me, as much of this was either very specialized or very large datasets. But maybe you'll find something of use, here.
What are some alternatives?
Fake-News-Classification - Exploration of Natural Language Processing techniques to create a prediction model using the LIAR dataset.
labelImg - LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.
tidytuesday - Official repo for the #tidytuesday project
reddit-top-2.5-million - This is a dataset of the all-time top 1,000 posts, from the top 2,500 subreddits by subscribers, pulled from reddit between August 15–20, 2013.
tensorboard - TensorFlow's Visualization Toolkit
data - Data and code behind the articles and graphics at FiveThirtyEight
zsv - zsv+lib: tabular data swiss-army knife CLI + world's fastest (simd) CSV parser
quickdraw-dataset - Documentation on how to access and use the Quick, Draw! Dataset.
links-detector - 📖 👆🏻 Links Detector makes printed links clickable via your smartphone camera. No need to type a link in, just scan and click on it.
awesome-teachable-machine - Useful resources for creating projects with Teachable Machine models + curated list of already built Awesome Apps!
game-datasets - :video_game: A curated list of awesome game datasets, and tools to artificial intelligence in games
cheatsheets - Posit Cheat Sheets - Can also be found at https://posit.co/resources/cheatsheets/.