# GeostatsGuy/DataScienceInteractivePython

Python interactive dashboards for learning data science

Repository: https://github.com/GeostatsGuy/DataScienceInteractivePython
Canonical: https://ross.abutalabs.com/products/datascienceinteractivepython
Language: Jupyter Notebook
License: CC-BY-SA-4.0
License Family: other
Last push: 2026-05-15T19:57:25+00:00

## Health v2 (maintenance only)
Score: 52/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 82, release rhythm 8, longevity 63
- inputs: {"age_days": 890, "days_push": 110, "days_rel": 513, "gap_med": null, "n_releases_24m": 1}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2589, forks 466 (observed 2026-08-28T04:07:02.837763+00:00)

## What it is
A collection of interactive Python dashboards (Jupyter notebooks with ipywidgets) for learning data science, geostatistics, and machine learning concepts. Created by Professor Michael Pyrcz to help students learn by manipulating statistics, models, and theoretical concepts in real time.

## Use cases
- learn machine learning concepts interactively
- visualize statistics and probability distributions
- explore geostatistics and spatial data analytics
- teach data analytics courses with interactive demos
- run educational notebooks in the browser with Binder
- build intuition for data science models by tweaking parameters

## When to choose
- you are a student or instructor learning/teaching data science fundamentals
- you want hands-on interactive visualizations instead of static lectures
- you need browser-based notebooks without local setup via Binder
- you are studying geostatistics or spatial data analytics

## When to avoid
- you need production data science tooling or libraries
- you want a maintained software package with an API rather than educational notebooks
- you need non-educational, enterprise-grade workflows

## Facets
- artifact type: learning-resource
- maturity: active
- function: data-visualization, machine-learning, nlp
- domain: data-science, education, tutorials, machine-learning
- platform: python
- tags: interactive-dashboards, jupyter-notebooks, geostatistics, ipywidgets, binder, experiential-learning, jupyter, web

## Member repositories
- GeostatsGuy/DataScienceInteractivePython (main) score 52

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:07:02.837763+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:22:21.369327+00:00, confidence not recorded.
  - readme: https://github.com/GeostatsGuy/DataScienceInteractivePython (fetched 2026-08-28T04:07:02.837763+00:00, sha 5378ac62ca81)
- Data as of 2026-08-30T08:39:29.467469+00:00.