Statistics as Language of Thought in Softanza

[Mansour Ayouni]

Hello,

The stzDataSet class reimagines statistics not as formulas to memorize, but as a language of thought embedded in Ring code.

Distilling over 20 years of data analytics experience, I designed the STATS module in Softanza (including stzDataSet, stzDataWrangler, and several stzPlot classes) to help Ring developers embed expert-level outcomes inside their applications and solutions.

Follow a data analyst’s journey through this systematic, easy-to-follow methodology as he statistically and programmatically explores datasets in the article below:

https://github.com/mayouni/stzlib/blob/main/libraries/stzlib/base/doc/narrations/stzdatasetdoc.md

Happy reading!

Best, Mansour.

[Mahmoud Fayed]

Hello Mansour

Thank you very much for sharing :D

Suggestions:

(1) Providing examples with Tables of Data (Not just 1D array) 

(2) Providing examples about different types of correlations like Pearson Correlation & Spearman Correlation

If you want, you could check the PWCT2 paper: PWCT2: A Self-Hosting Visual Programming Language Based on Ring with Interactive Textual-to-Visual Code Conversion

It contains some data about PWCT1 and PWCT2 where we used statistical analysis to compare between the two versions of the software (Performance improvements, Storage requirements, etc.) - We need statistics because what we have is (different visual programming languages, different components, different samples) - But we discovered significant correlation between the Number of Steps in the visual source file and the Performance/Storage requirements.

If such data, could be analysed using StzLib it will be a very nice example (at least for me)

So, I hope you could check this in the future as a practical example from a research project.

Keep up the GREAT WORK :D

Greetings,

Mahmoud 

[Mansour Ayouni]

Hello Mahmoud,

I will recheck this nice research and recompile its analytics in stzlib!

stzDataSet focus is 1D data sets but we have stzTable, stzPivoTable and stzPlot for making most of the 2D analysis required by the research...

All the best,

Mansour

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[Mahmoud Fayed]

Hello Mansour

>> "stzDataSet focus is 1D data sets but we have stzTable, stzPivoTable and stzPlot for making most of the 2D analysis required by the research."

This is very nice :D

Greetings,

Mahmoud