Li

Lightweight Data Quality checks with Hamilton & Pandera

Hacker News

Lightweight Data Quality checks with Hamilton & Pandera

Who needs Deequ or Great Expectations? A lightweight and straightforward way to add data quality to Pandas - use Pandera + Hamilton.

Share card

Actual performance

1points
Did not reach leaderboard

Launch Intel predictions

Analyze your own launch →
Product HuntOn track for Day 1 leaderboard · Missing: mac, agents, macos
58%58% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
best fitHighest predicted score across all platforms for this description.
TrustMRRLess likely to generate early MRR · Strong signals: way · Missing: mobile apps, ios, personal
39%39% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
AppSumoMay struggle as an AppSumo deal · Missing: plus, platform, intuitive
38%38% predicted probability of success on AppSumo, based on ML models trained on real launch data.
Hacker NewsMay not resonate with HN audience · Strong signals: io · Missing: https docs, excited, just released
36%36% predicted probability of success on Hacker News, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
Indie HackersIH features products with proven revenue · Missing: supports, reddit linkedin, podcasting
27%27% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.
BetaListMay not resonate with beta-testers · Missing: web3, chat, crypto
23%23% predicted probability of success on BetaList, based on ML models trained on real launch data.
Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue
14%14% predicted probability of success on Acquire.com, based on ML models trained on real launch data.

Correct prediction on native model

Similar products

Sn
Snowflake Data Quality Checks in Python39%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Snowflake Data Quality Checks in Python

Hacker News1
HeyVini
HeyVini43%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Someone always checks in

Indie Hackers1ai
Py
Pyspark and Snowpark and Pandas data quality45%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Pyspark and Snowpark and Pandas data quality

Hacker News2
El
Eliza DQ – Data Quality lib that outperforms Soda and Pandera32%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Eliza DQ – Data Quality lib that outperforms Soda and Pandera

Hacker News1
Sa
Sauna – Lightweight daemon that runs and reports health checks41%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Sauna – Lightweight daemon that runs and reports health checks

Hacker News2
Pr
Provero – Data quality checks in YAML, compiled to single SQL queries49%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Provero – Data quality checks in YAML, compiled to single SQL queries

Hacker News4
Li
Lightweight vacuum packed foam camping matress46%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Lightweight vacuum packed foam camping matress

Hacker News3
Li
Lightweight AngularJS Entity System48%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Lightweight AngularJS Entity System

Hacker News1
Lo
Lolight – Lightweight Syntax Highlighter49%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Lolight – Lightweight Syntax Highlighter

Hacker News11
Ca
Carotte is a very lightweight Celery on zmq46%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Carotte is a very lightweight Celery on zmq

Hacker News1