deequ
Tabby
deequ | Tabby | |
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17 | 91 | |
3,126 | 55,227 | |
0.6% | - | |
7.4 | 9.3 | |
14 days ago | 12 days ago | |
Scala | TypeScript | |
Apache License 2.0 | MIT License |
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deequ
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[Data Quality] Deequ Feedback request
There's no straightforward way to drop and rerun a metric collection. For example, say you detect a problem in your data. You fix it, rerun the pipeline, and replace the bad data with the good. You'd want your metrics history to reflect the true state of your data. But the "bad run" cannot be dropped. Issue
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Thoughts on a business rules engine
I had similar requirements for QA reporting on large and diverse data sets. I implemented data check pipelines, with rules in AWS Deequ (https://github.com/awslabs/deequ) running on an Apache Spark cluster. The Deequ worked well for me, but there were a few cases where I opted to write the rule checks in the data store to improve throughput (i.e. SQL checks on critical data elements on the database).
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Building a data quality solution for devs and business people
Hey all! At the companies where I've worked as a developer, I've found that business stakeholders typically want a concrete way to check and assure the quality of data that pipelines are producing, before other downstream systems and users get impacted. I've tested solutions like Deequ, but I found that it made building compliance and data rules a bit more complicated and put a greater emphasis on developers to get the rules right that business was expecting. I also experienced issues with running checks in parallel and getting row level details about the failures.
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deequ VS cuallee - a user suggested alternative
2 projects | 30 Nov 2022
- November 15-19, 2022 FLiP Stack Weekly
- What are your favourite GitHub repos that shows how data engineering should be done?
- Well designed scala/spark project
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Soda Core (OSS) is now GA! So, why should you add checks to your data pipelines?
GE is arguably the most well known OSS alternative to Soda Core. The third option is deequ, originally developed and released in OSS by AWS. Our community has told us that Soda Core is different because itβs easy to get going and embed into data pipelines. And it also allows some of the check authoring work to be moved to other members of the data team. I'm sure there are also scenarios where Soda Core is not the best option. For example, when you only use Pandas dataframes or develop in Scala.
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Congrats on hitting the v1 milestone, whylabs! You're r/MLOps OSS tool of the month!
I wonder how this compares with tools like DeeQu (https://github.com/awslabs/python-deequ - requires Spark) or Pandas Profiling? One plus side I can see is that it doesn't require Apache Spark to run profiling (though a quick look at the code indicates that they are working on Spark support) and can work with real time systems.
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What companies/startups are using Scala (open source projects on github)?
There are so many of them in big data, e.g. Kafka, Spark, Flink, Delta, Snowplow, Finagle, Deequ, CMAK, OpenWhisk, Snowflake, TheHive, TVM-VTA, etc.
Tabby
- Ask HN: Alternative to Putty for Multiple Sites?
- Just How Much Faster Are the Gnome 46 Terminals?
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π Unleashing the Power of Cloud Magic: Transforming a Lone AWS EC2 Instance into a K8s Powerhouse! ππ₯
I would be using Tabby Terminal.
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what terminal emulator do you use and why?
tabby.sh - design, features
- FLaNK Stack Weekly for 24 July 2023
- FLaNK Stack Weekly for 10 July 2023
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Tabby: A terminal for a more modern age
iTerm2 is a great terminal for macOS. I use it extensively every day. Despite that, I would gladly try out other terminals because it's fun and because I'm always open to finding something superior to even the great tools I use.
That said, there is exactly 1 feature that seems to only exist in iTerm2, and until another terminal emulator appears that has it, I'm staying put: tmux control mode.
https://github.com/Eugeny/tabby/issues/2715
- Windows admins - What SSH client do you prefer?
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What kind of applications are missing from the Linux ecosystem?
I've found Tabby does a good job and is Cross-Platform to you can use on Windows too. It can run any installed shell, serial connections and ssh. You can create profiles. It needs some work to be fully functional in Wayland i.e. Autohide feature doesn't work. But that's a graphical issue. Though, if you're just after creating and organising SSH profiles not terminal emulation, Remmina already has you covered. SSH, RDP and VNC.
What are some alternatives?
soda-sql - Data profiling, testing, and monitoring for SQL accessible data.
Windows Terminal - The new Windows Terminal and the original Windows console host, all in the same place!
azure-kusto-spark - Apache Spark Connector for Azure Kusto
hyperterm - A terminal built on web technologies
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.
oh-my-posh - The most customisable and low-latency cross platform/shell prompt renderer
Quill - Compile-time Language Integrated Queries for Scala
cmder - Lovely console emulator package for Windows
BigDL - Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Baichuan, Mixtral, Gemma, etc.) on Intel CPU and GPU (e.g., local PC with iGPU, discrete GPU such as Arc, Flex and Max). A PyTorch LLM library that seamlessly integrates with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, DeepSpeed, vLLM, FastChat, etc.
Visual Studio Code - Visual Studio Code
re_data - re_data - fix data issues before your users & CEO would discover them π
terminator - multiple GNOME terminals in one window