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Practical statistics, Python, R verification, and proof-first research resources from NEKpress.

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Applied Statistics with Python and R — Book 1 companion

The current Book 1 route uses Companion v0.2.1 with PyStatsV1 0.25.2.

Canonical launcher command:

python -m pip install "pystatsv1[book1]==0.25.2"

APA Article Lab Reader Starter

The APA Article Lab uses synthetic teaching data only.

PyStatsV1 resources

Historical reader files

These files remain available for readers following earlier material. They are

not interchangeable with Companion v0.2.1 or the current Book 1 commands.

Platform support

Ubuntu native and Windows 11 with WSL2 + Ubuntu are verified reader routes.

macOS remains an untested power-user adaptation route. Docker, Dev Containers,

VS Code, and cloud accounts are not required.

Verify a download

The download manifest lists public files and their

SHA-256 checksums. A ZIP-specific sidecar verifies the corresponding archive.

From the directory containing a ZIP and its sidecar, run the matching command,

for example:

sha256sum -c psych-stats-with-python-companion-v0.2.1.zip.sha256
sha256sum -c apa_article_lab_public_reader_release_v0.10.2.zip.sha256

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