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tools.md
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# Tools
* **DevOps**
* Do [CodeReviews](https://softwareengineering.stackexchange.com/questions/141005/how-would-you-know-if-youve-written-readable-and-easily-maintainable-code/141010#141010)
* Use [scrum methodology](https://www.scruminc.com/scrum-glossary/)
* Test and Production environments must be the same and very well defined: FreeBSD image or Ubunut Docker container
* Virtualize Everything! [Awesome-Compose](https://github.com/docker/awesome-compose).
* **Logs**:
* Application logs `docker-compose logs`
* Linux-based OS logs: `/var/log/messages`
* ssh logs `/var/log/audit/audit.log`
* **UX/UI**
* [Understand, Ideate and Test, Implement](https://uxtools.co/challenges/) UX.
* Avoid [dark patterns](https://darkpatterns.org/types-of-dark-pattern.html)
## DevOps
* Do [CodeReviews](https://softwareengineering.stackexchange.com/questions/141005/how-would-you-know-if-youve-written-readable-and-easily-maintainable-code/141010#141010)
* Use [scrum methodology](https://www.scruminc.com/scrum-glossary/)
* Test and Production environments must be the same and very well defined: FreeBSD image or Ubunut Docker container
* Virtualize Everything! [Awesome-Compose](https://github.com/docker/awesome-compose).
## Logs
* Application logs `docker-compose logs`
* Linux-based OS logs: `/var/log/messages`
* ssh logs `/var/log/audit/audit.log`
## UX/UI
* [Understand, Ideate and Test, Implement](https://uxtools.co/challenges/) UX.
* Avoid [dark patterns](https://darkpatterns.org/types-of-dark-pattern.html)
* :eyes: **Visualization**
* problem: it's difficult to include visualization in this workflow but essential to fast prototyping.
* Perhaps [text-to-diagram](https://xosh.org/text-to-diagram/)
* [AsciiFlow](https://asciiflow.com/#/)
* *Spectral*, a [diverging colormap from matplotlib](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html#diverging).
* [Tikz Editor](https://tikzcd.yichuanshen.de)
* [Example: Tikz for Cryptographers](https://www.iacr.org/authors/tikz/)
* Matplotlib
* [book of examples](https://raw.githubusercontent.com/rougier/scientific-visualization-book/master/pdf/book.pdf)
* [cheatsheets](https://matplotlib.org/cheatsheets/)
* [d3.js example](http://www.r2d3.us/visual-intro-to-machine-learning-part-2/)
* Types of diagram:
* [Sequence Diagram](https://en.wikipedia.org/wiki/Sequence_diagram) w([Example:http](https://www.eventhelix.com/networking/http_sequence_diagram.pdf))
* **API**
* JSON API is the easiet API - [follow the rules](https://jsonapi.org/format/#)
* Requesting - use Python-[requests](https://docs.python-requests.org/en/latest/)
* **Database / DataWarehouse**
* problem: it's difficult to include visualization in this workflow but essential to fast prototyping.
* Perhaps [text-to-diagram](https://xosh.org/text-to-diagram/)
* [AsciiFlow](https://asciiflow.com/#/)
* *Spectral*, a [diverging colormap from matplotlib](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html#diverging).
* [Tikz Editor](https://tikzcd.yichuanshen.de)
* [Example: Tikz for Cryptographers](https://www.iacr.org/authors/tikz/)
* Matplotlib
* [book of examples](https://raw.githubusercontent.com/rougier/scientific-visualization-book/master/pdf/book.pdf)
* [cheatsheets](https://matplotlib.org/cheatsheets/)
* [d3.js example](http://www.r2d3.us/visual-intro-to-machine-learning-part-2/)
* Types of diagram:
* [Sequence Diagram](https://en.wikipedia.org/wiki/Sequence_diagram) w([Example:http](https://www.eventhelix.com/networking/http_sequence_diagram.pdf))
## API
* JSON API is the easiet API - [follow the rules](https://jsonapi.org/format/#)
* Requesting - use Python-[requests](https://docs.python-requests.org/en/latest/)
## Database / DataWarehouse
* [Pandas CheatSheet](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)
* [sqlAlchemy usage](https://www.pythonsheets.com/notes/python-sqlalchemy.html)
* [Pandas cheatsheet](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)
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* Be aware of [feature casualties of large databases](https://web.dev/streams/)
* [Data Science - Hierarchy of Needs](https://hackernoon.com/the-ai-hierarchy-of-needs-18f111fcc007)
* [Metabase](https://www.metabase.com/)
* **Security**
# Security
* Standards
* [nist]()
*
* Audit [security](https://hangar.tech/posts/our-dsq/)
* Understand [SSH tunnels](https://robotmoon.com/ssh-tunnels/)
* [Anticipatory Failure Determination](https://historyofyesterday.com/suppose-i-wanted-to-kill-a-lot-of-pilots-f126bbc756fa)