No‑Code Data Exploration

Find hidden patterns in your data — no coding required

Connect your spreadsheet to discover groups, visualize high‑dimensional data in 2D, and see which features explain differences. Online, fast, and researcher‑friendly.

Demo preview — Load → Explore → Compare → Explain
Try a Demo Dataset →
Powered by PCA · UMAP · t‑SNE · K‑Means · GMM · HDBSCAN · SHAP

What you can do in minutes

Common questions researchers ask — answered without writing code.

🔎

Find groups and patterns

Uncover hidden clusters and similarities in your dataset automatically.

🗺️

Visualize high‑dimensional data

Get interactive 2D/3D projections you can explore and share.

🧠

Explain what separates groups

See which features make clusters different, ranked by contribution.

One workspace for data, runs, and comparisons

Keep datasets, analyses, and comparisons organized. Come back anytime — your work stays.

📁

Projects & datasets

Separate projects for each dataset. See everything at a glance.

🌿

Run lineage

Every run tracked end‑to‑end so you always know how results were produced.

🔁

Fresh data, one click

Re‑run analyses when Sheets update and keep results in sync.

🗺️

Projections

  • Interactive 2D & 3D plots
  • Side‑by‑side comparisons
  • Drag‑and‑drop panels
🧭

Clustering & compare

  • K‑Means, HDBSCAN, GMM, and more
  • Cluster comparison & filtering
  • Metrics at a glance
📊

Explanations (SHAP)

  • Feature contributions ranked
  • Prune to essentials
  • Explain model behavior

How it works

1️⃣

Upload or connect

Drag‑and‑drop a CSV/XLSX or connect Google Sheets. Categorical data supported.

2️⃣

Explore quickly

Project to 2D/3D and try multiple clustering methods in seconds.

3️⃣

Compare & explain

See differences between groups and which features drive them with SHAP.

4️⃣

Share & export

Export figures, tables, or share runs with full context.

Fits your workflow

Keep using the tools you know — we connect the dots.

🧩

Connect & update

Live Google Sheets links so results stay in sync with your data.

📤

Export anywhere

One-click export to Drive, and soon, to R, notebooks, and SPSS.

Trust & privacy

🔒

Minimal permissions

Just enough permissions for Sheets/Drive. Your raw data isn’t shared.

💾

Your work persists

Datasets, runs, and comparisons saved in your workspace so you can pick up later.

🧰

Transparent methods

Every figure lists the algorithm and parameters used — no black boxes.

Plans

Choose what fits. Upgrade anytime.

Free

Ad‑supported. Essential features.

  • Projects & datasets
  • Interactive projections
  • Core clustering options

Pro

Full feature set for power users.

  • All projections & clustering
  • SHAP & pruning tools
  • Bootstrap stability & compare

One‑Time Battery

Local compute, pay once.

  • Offline‑friendly workflow
  • 2 years of updates
  • Share via exported runs

FAQ

Is it free?

Yes — the free version is ad‑supported. Pro adds advanced methods, explanations, and comparison tools.

Can I use this with clinical or sensitive data?

Yes. We request minimal permissions and do not share your raw data. You control what’s imported and exported.

Do I need to know clustering or SHAP?

No. The app is phrased around outcomes (“find groups”, “explain differences”). Method names are shown for transparency.

Can I export results?

Yes. You can export figures and tables to Drive, and we’re adding exports for R, notebooks, and SPSS.