DataProfiler
elementary
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DataProfiler | elementary | |
---|---|---|
61 | 30 | |
1,362 | 1,736 | |
2.1% | 3.1% | |
6.3 | 9.8 | |
about 11 hours ago | 9 days ago | |
Python | HTML | |
Apache License 2.0 | Apache License 2.0 |
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.
DataProfiler
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LongRoPE: Extending LLM Context Window Beyond 2M Tokens
It's been possible to skip tokenization for a long time, my team and I did it here - https://github.com/capitalone/DataProfiler
For what it's worth, we actually were working with LSTMs with nearly a billion params back in 2016-2017 area. Transformers made it far more effective to train and execute, but ultimately LSTMs are able to achieve similar results, though slow & require more training data.
- Data Profiler – What's in your data?
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Data Profiler 0.9.0 -- offering a massive improvement to memory usage during profiling of large datasets
Great call out -- would you be willing to write up an issue for that on the repo? Thank you! https://github.com/capitalone/DataProfiler/issues/new/choose
- FLiPN-FLaNK Stack Weekly for 20 March 2023
- Release 0.8.3 · capitalone/DataProfiler
elementary
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Open source data observability tools with UI?
Check out https://github.com/elementary-data/elementary
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Data Validation tools
In this case, do https://github.com/elementary-data/elementary or https://greatexpectations.io help?
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SQL “Visualization” Website/Resource?
That makes explain little easier to read. No graph though. Also https://github.com/elementary-data/elementary should know howto draw pretty graphs for data lineage ( ie. what columns comes where and is used how)
- Open source dbt tests monitoring
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Suggestions for open source anomaly-detection, linting and metadata solutions?
there is elementary lineage / elementary-data which seems to be good try to solve those problem, i havent tested it well https://github.com/elementary-data/elementary
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Snowflake SQL AST parser?
Some things you might be interested in are re_data and Elementary Data.
- Launch HN: Elementary (YC W22) – Open-source data observability
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Data lineage info to a table in the DWH
Hi all, As part of building Elementary (open source data reliability), we implemented support of a new Snowflake feature (write operations in the access_history view). The change they made is most useful for understanding data lineage, which we solve (among other use cases :)).
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Launch HN: Metaplane (YC W20) – Datadog for Data
I recently stumbled on an open-source tool with a similar premise: https://github.com/elementary-data/elementary-lineage
you can check it out
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Lightweight data profiling tools / relationship discovery
Hi! we are working on an open source data lineage solution that might be helpful for your use case to learn the relationship between tables, we don't support column level just yet but we are working on it. Please let me know if we can help somehow and feel free to check it out here - https://github.com/elementary-data/elementary-lineage
What are some alternatives?
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
re_data - re_data - fix data issues before your users & CEO would discover them 😊
pyWhat - 🐸 Identify anything. pyWhat easily lets you identify emails, IP addresses, and more. Feed it a .pcap file or some text and it'll tell you what it is! 🧙♀️
sqllineage - SQL Lineage Analysis Tool powered by Python
usaddress - :us: a python library for parsing unstructured United States address strings into address components
dbt-data-reliability - dbt package that is part of Elementary, the dbt-native data observability solution for data & analytics engineers. Monitor your data pipelines in minutes. Available as self-hosted or cloud service with premium features.
XlsxWriter - A Python module for creating Excel XLSX files.
tiddlywiki-docker - Tools for running TiddlyWiki via a Docker container
superset - Apache Superset is a Data Visualization and Data Exploration Platform
lightdash - Self-serve BI to 10x your data team ⚡️
vtuber-livechat-dataset - 📊 VTuber 1B: Billion-scale Live Chat and Moderation Event Dataset
dbt-core - dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.