frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Show HN: Buckaroo – Data table UI for Notebooks

https://github.com/paddymul/buckaroo
105•paddy_m•11mo ago
Buckaroo is my open source project. It is a dataframe viewer that has the basic features we expect in a modern table - scroll, search, sort. In addition there are summary stats, and histograms available. Buckaroo support Pandas and Polars dataframes and works on Jupter, Marimo, VSCode and Google Colab notebooks. All of this is extensible. I think of Buckaroo as a framework for building table UIs, and an initial data exploration app built on top of that framework. AG-Grid is used for the core table display and it has been customized with a declarative layer so you don't have to pass JS functions around for customizations. On the python side there is a framework for adding summary stats (with a small DAG for dependencies). There is also an entire Low Code UI for point and click selection of common commands (drop column). The lowcode UI also generates a python function that accomplishes the same tasks. This is built on top of JLisp - a small lisp interpreter that reads JSON flavored lisp.

Auto Cleaning looks at columns and heuristically suggests common cleaning operations. The operations are added to the lowcode UI where they can be edited. Multiple cleaning strategies can be applied and the best fit retained. Autocleaning without a UI and multiple strategies is very opaque. Since this runs heuristically (not with an LLM), it’s fast and data stays local.

I'm eager to hear feedback from data scientists and other users of dataframes/notebooks.

Comments

ZeroCool2u•11mo ago
This looks really cool. I will say my default solution for this, and the default across my org, is Data Wrangler in VS Code[1]. My only wish list item is if the low code solution wrote polars instead of pandas. Any thoughts on how hard that might be to accomplish?

1: https://marketplace.visualstudio.com/items?itemName=ms-tools...

paddy_m•11mo ago
Thank you.

The Buckaroo lowcode UI is capable of working with Polars, but I don't currently have any commands plumbed in. I will work on that.

I'm aware of Data Wrangler and they did nice work, but it's closed source and from what I can tell non-extensible. What features do you like in Data Wrangler, what do you wish it did differently?

paddy_m•11mo ago
I made a Marimo WASM example that you can play with in your browser [1]

I need to make some updates to the polars functionality, I just completed some extensive refactorings of the Lowcode UI focussed on pandas, time to clean that up for polars too.

Also the python codegen for polars is non-idiomatic with multiple re-assignments to a dataframe, vs one big select block. I have some ideas for how to fix that, but they'll take time.

https://marimo.io/p/@paddy-mullen/notebook-sctuj8

RyanHamilton•11mo ago
Congratulations on launching. Buckaroo looks great.
franky47•11mo ago
But does it work across data tables with 8 dimensions?
trsohmers•11mo ago
Only with the oscillation overthruster flag enabled.
hodder•11mo ago
Looks cool to me. I often just end out exporting and opening in excel to do this
epistasis•11mo ago
This is really great, I'm looking forward to playing with it.

Currently I use a mix of quak (preferred) and itable (if starting fom a colab notebook). It will be interesting to compare for my use cases, which most consist of checking for the distribution of data in a new file, or verifying that a transform I did resulted in the right sort of stuff.

mathisd•11mo ago
How does it compare to Data Wrangler ? I like Data Wrangler because it let us open up in a separate VS Code window.

If AI existed in 2011 would we still have the modern web

https://webmatrices.com/post/if-ai-existed-in-2011-would-we-still-have-the-modern-web
1•bishwasbh•35s ago•0 comments

Is possible a language easy as py, fast as C, more secure than Rust?

1•jerryzhang66•1m ago•0 comments

Harnesses Explained: The Inner and Outer Workings of the Coding Agent Harness

https://codagent.beehiiv.com/p/harnesses-explained
2•paulcaplan•3m ago•0 comments

Turn messy chats into structured TODOs and notes automatically

https://noteithub.com
1•pardisapporify•7m ago•0 comments

DeepSeek V4 Flash

https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash
2•S0y•8m ago•0 comments

DeepSeek 4 Launched

https://deepseek4.hk/
3•mariopt•11m ago•3 comments

In Defense of Blub Studies

https://www.benkuhn.net/blub/
2•jonnonz•12m ago•0 comments

Need Help Please

1•activist_mel•14m ago•0 comments

A quick look at Mythos run on Firefox: too much hype?

https://xark.es/b/mythos-firefox-150
2•leonidasv•16m ago•0 comments

Hello from Berkeley

https://fluoverse.com
2•Panos_moschos•18m ago•1 comments

Anthropic Engineering Postmortem: Claude's 60-Minute Memory Bug

https://www.aiuniverse.news/claudes-memory-lapse-a-bug-erased-its-reasoning-after-an-hour/
1•aiuniversenews•20m ago•0 comments

DeepSeek-V4

https://huggingface.co/collections/deepseek-ai/deepseek-v4
3•meetpateltech•21m ago•0 comments

DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence

https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro
23•cmrdporcupine•21m ago•2 comments

Dear friend, you have built a Kubernetes (2024)

https://www.macchaffee.com/blog/2024/you-have-built-a-kubernetes/
2•Wingy•21m ago•0 comments

The Centrality Fallacy and ACM

https://cacm.acm.org/opinion/the-centrality-fallacy-and-acm/
2•pykq•23m ago•0 comments

DeepSeek-V4 Preview Version is launched

2•lanbin•23m ago•0 comments

OpenInterpretability

https://openinterp.org/
2•caiovicentino•26m ago•0 comments

DeepSeek v4

https://api-docs.deepseek.com/
7•impact_sy•28m ago•0 comments

2026 Ruby on Rails Community Survey

https://railsdeveloper.com/survey/
7•mooreds•28m ago•0 comments

MemCoT: Test-Time Scaling Through Memory-Driven Chain-of-Thought

https://arxiv.org/abs/2604.08216
2•MemTensor•28m ago•1 comments

Claude Opus 4.6 was nerfed prior to release of Opus 4.7

https://twitter.com/levelsio/status/2047387029915271445
1•nomilk•28m ago•0 comments

AI Kills HTML?

https://twitter.com/zan2434/status/2046982383430496444
2•cuttothechase•28m ago•1 comments

What is on my phone in 2026

https://joshblais.com/blog/what-is-on-my-phone-in-2026/
1•colinprince•29m ago•0 comments

I gave an AI persistent memory, self-learning, and earned autonomy

https://github.com/WingedGuardian/GENesis-AGI
1•genesiscogai•30m ago•1 comments

DeepSeek-V4 Technical Report [pdf]

https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro/blob/main/DeepSeek_V4.pdf
9•tianyicui•33m ago•0 comments

Medical Student Created Top Influencer 'Emily Hart' Using AI, Making $ Thousands

https://www.ibtimes.co.uk/ai-generated-influencer-emily-hart-maga-1793120
1•Baljhin•38m ago•4 comments

The System of Context for Production AI

https://www.mezmo.com/aura
1•pranay01•40m ago•0 comments

Nev – keyboard focused GUI and terminal text editor

https://github.com/Nimaoth/Nev
1•archargelod•44m ago•0 comments

I used to generically engineer plants to increase yield,now I sell garlic online

https://Demeterfamilyfarm.com
1•Hilliard_Ohiooo•45m ago•0 comments

XOXO Festival Archive

https://xoxofest.com/
2•surprisetalk•48m ago•0 comments