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Followers
420
Account age
3 yrs
💰 Suggested sponsorship rate
$40 – $65 / sponsored post
Estimated from audience size & typical reach — every deal is negotiable and held in SocialDB escrow.
🎁 Free analysisfor Python for Data Science
📊 Post engagement
6
Avg engagement / post
1.4%
Engagement vs followers
Jun 2023
On Mastodon since
🔥 Top post: Attacks on the software supply chain are increasing rapidly. We · 19 likes + reposts
📊 Activity & format
Posting cadence
0.81 / week
A lower-frequency account — each post lands with more weight.
Content mix
Mostly text
Recent: 11 text · 1 image · 0 video.
Follower / following
53×
Follows 8 back. A strong ratio — an audience that follows them, not a follow-for-follow network.
Recent posts
View on Mastodon ↗
We have expanded the section on mocks for testing and added spies: https://python-basics-tutorial.readthedocs.io/en/latest/test/mock/index.html
#Python #Testing
Did you know that with shot-scraper video you can explain your user interface using a storyboard: https://python-basics-tutorial.readthedocs.io/en/latest/document/shot-scraper.html
#Python #Docs #Video
Software Bill of Materials (SBOMs) are commonly used to check software and its dependencies for vulnerabilities using CVE and OSV. We have described how to create these for Python packages here: https://python4data.science/en/latest/produc…
Specification-Driven Development (SDD) was developed to improve the predictability and maintainability of agentic software development. We have written down our experiences with it and, in particular, are continuing to give OpenSpec a chan…
We are switching from pre-commit to prek. Whilst prek is also faster, the decisive factors were the security-related features: pinned SHA revisions and cooldown: https://www.python4data.science/en/latest/productive/git/advanced/hooks/prek.…
We have added the `errors` argument to the instructions for reading and writing files, so that files with encoding issues can be read more effectively. And, fortunately, UTF-8 becomes the default in Python 3.15: https://python-basics-tutor…
We have released a new version for the first time in a long while. As well as the usual software updates, it includes our experience with agent-based code generation and securing the software supply chain: https://www.python4data.science/e…
We have expanded our tutorials to include answers to the question of how coding agents can assist data scientists with programming:
• https://python-basics-tutorial.readthedocs.io/en/latest/libs/install.html#uv
• https://github.com/veit/py…
With uv≥0.11.19, you can check dependencies in your project for known vulnerabilities:
• https://python-basics-tutorial.readthedocs.io/en/latest/libs/install.html#uv-audit
• https://www.python4data.science/en/latest/productive/security.htm…
Thanks to Ruff, our Python4DataScience tutorial is now much more consistent: https://www.python4data.science/en/latest/
#Python
We have integrated two features from Git 2.54:
• Git history: https://www.python4data.science/en/latest/productive/git/workflows/clean-history.html#git-history
• Configuration-based Git hooks: https://www.python4data.science/en/latest/prod…
We have expanded our tutorials to include answers to the question of how coding agents can assist data scientists with programming:
• https://python-basics-tutorial.readthedocs.io/en/latest/libs/install.html#uv
• https://github.com/veit/py…
With uv≥0.11.19, you can check dependencies in your project for known vulnerabilities:
• https://python-basics-tutorial.readthedocs.io/en/latest/libs/install.html#uv-audit
• https://www.python4data.science/en/latest/productive/security.htm…
Thanks to Ruff, our Python4DataScience tutorial is now much more consistent: https://www.python4data.science/en/latest/
#Python
We have integrated two features from Git 2.54:
• Git history: https://www.python4data.science/en/latest/productive/git/workflows/clean-history.html#git-history
• Configuration-based Git hooks: https://www.python4data.science/en/latest/prod…
🐘 Community & instance
Home server
mastodon.social
A large general-interest Mastodon server. On the fediverse the server a creator picks hints at their community — this one spans all topics.
On Mastodon since
Jun 2023
An established account with real history on the platform.
💡 Facts
🗓️Joined Mastodon in 2023 — 3 years ago.
👁️Averages 6 views per post.
📤Posts about 0.8× per week.
🕵️ Fake follower check
Estimated80/100
Excellent
Credibility score
97%
Real
Real audience
Low
Fake-follower risk
High
Data confidence
- Est. 97% real, active audience · Low fake-follower risk.
- Strong engagement (~1.4% of followers engage each post) — an active, real audience.
- Established account (3+ years old).
Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.
About
Teaching materials for the cusy training courses on a Python-based data science workflow: https://cusy.io/seminars
🔀 Audience overlap
EstimatedEstimated shared audience with similar creators — useful for avoiding overlap (or doubling down) when planning a campaign.
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