# Klyra: Find the groups that were always there

> Lloyd's algorithm with k-means++ seeding, inertia, and best-of-N restarts, animated to convergence. 13 tests anchored on the monotonic-inertia guarantee and >95% recovery of well-separated blobs.

Klyra is an animated k-means clustering tool that discovers natural groupings in a set of points and runs the algorithm to convergence before your eyes. The signature technique is Lloyd's algorithm with k-means++ seeding, inertia tracking, and best-of-N restarts, anchored by tests on the monotonic-inertia guarantee and reliable recovery of well-separated blobs. It is a from-scratch, dependency-light build you can download and run locally.

## About the app

Unsupervised ML

## What to take away

- Lloyd's algorithm with k-means++ seeding, inertia, and best-of-N restarts, animated to convergence. 13 tests anchored on the monotonic-inertia guarantee and >95% recovery of well-separated blobs.
- Download: Klyra (ZIP)

## Tags

Free software, Klyra

## Read the full write-up

/downloads/klyra.zip

## We build this for clients

https://dfieldsolutions.com/en/services/full-stack

## More from the lab

- https://dfieldsolutions.com/en/lab/sylex.md — Sylex: Make sense of the slashes
- https://dfieldsolutions.com/en/lab/kindra.md — Kindra: Miss a beat, not the rhythm
- https://dfieldsolutions.com/en/lab/voxara.md — Voxara: Argue better. Lose gracefully
- https://dfieldsolutions.com/en/lab/wraithward.md — Wraithward: Spot the bait before you bite

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Source: https://dfieldsolutions.com/en/lab/klyra
DField Solutions — Torony köz 5-1.a, 2120 Dunakeszi, Hungary — +36 20 722 0002 — dezso@dfieldsolutions.com
Booking: see https://dfieldsolutions.com/en/contact