Re1nhard-1/deconv-preflight

Science & researchPython

4.3 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of September 22, 2026, 18:43 UTC.

Open on Seismograph Open on GitHub

About the project

A Python CLI that validates bulk expression tables and single-cell reference metadata before deconvolution, catching missing or duplicate IDs, cell mismatches, and zero-only samples.

Useful for

Validate bulk tables and reference metadata before running deconvolution
Detect duplicate or missing gene_id and cell_id in exported data
Generate a JSON report of gene overlap and warnings for a pipeline

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

41 stars so far today, about 53 expected by the end of the day.
The spike has held for 2 days in a row — not a one-off blip.
The repository is 1 day old and already has 103 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #200.

Stars per day

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars: 103
Today: 41 · ≈ 53 by evening
Forks: 4
Issues and pull requests: 0
Watchers: 3
Language: Python
License: MIT
Latest release: v0.1.0a2 · September 21, 2026
Created: September 21, 2026
Last push: September 21, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in

September 22, 2026Top new repositories this week: #199

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

[![Seismograph](https://gitnova.dev/badge/Re1nhard-1/deconv-preflight.svg?lang=en)](https://gitnova.dev/en/r/Re1nhard-1/deconv-preflight)

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