visionarylab · June 6, 2025 03:24 · visionarylab · May 16, 2025 · visionarylab · May 16, 2025
diff --git a/diff b/diff
 https://community.fabric.microsoft.com/t5/Desktop/Comparing-snapshots-of-same-range-of-data/m-p/332743



 https://community.pigment.com/reporting-data-visualization-83/compare-to-snapshots-296
 https://docs.skyvia.com/backup/working-with-backed-up-data/comparing-snapshots-and-viewing-data-differences.html

 https://estuary.dev/blog/estuary-flow-schema-evolution/
 https://docs.airbyte.com/platform/using-airbyte/core-concepts/sync-modes/incremental-append
 https://www.phdata.io/blog/how-to-slowly-change-dimensions-with-snapshots-in-dbt/

 https://community.fabric.microsoft.com/t5/Desktop/Comparing-snapshots-of-same-range-of-data/m-p/332743
 https://www.scootersoftware.com/v4help/viewdata.html
 spreadsheet compare as standalone exe tools in office
diff --git a/pandas b/pandas
 https://python.plainenglish.io/flattening-multiindex-columns-and-rows-in-pandas-2f4c507e2be3
 https://blog.enterprisedna.co/multiindex-in-pandas-for-multi-level-or-hierarchical-data/
 https://blog.ouseful.info/2021/07/13/exploring-the-hierarchical-structure-of-dataframes-and-csv-data/
 https://www.geeksforgeeks.org/how-to-use-hierarchical-indexes-with-pandas/
 https://freedium.cfd/https://python.plainenglish.io/flattening-multiindex-columns-and-rows-in-pandas-2f4c507e2be3
 https://www.datacamp.com/tutorial/jinja2-custom-export-templates-jupyter

 https://stackoverflow.com/questions/46205399/how-to-generate-n-level-hierarchical-json-from-pandas-dataframe
diff --git a/webcontainersio b/webcontainersio
 #WebContainers.io/WASI/native python support
 - node.js, observablehq, runkit, jsnotebook, notebookjs, jbook, codingnotebook.dev
 - data-forge notebook
 - jupyter notebook: ijavascript
 - quarto python
 https://deepnote.com/docs/sql-cells
 - glitch
 https://quarto.org/docs/computations/ojs.html
 https://lite.xlwings.org/compatibility 4 digit,(Xlwings report - template based reporting is pro only - non commercial),
 and pro only got source code


 knime + jupyter
 dataiku + jupyter?
 tableau
 enso.org/.com + pure python
 weka
 - 

 https://containers.dev/features
 hyperlight vm AND visual studio code


 https://www.syncfusion.com/blogs/post/export-data-to-a-predefined-excel-template-in-c

 ##Container
 In this article, we will compare three popular container signing solutions: Sigstore Cosign, Notary v2, and Docker Content Trust (DCT), (aka Notary v1).

 ##Ubuntu pro free for persomal use
 https://tetrate.io/products/tetrate-istio-subscription



 Chainguard OS offers a secure, minimal container image foundation. Alternatives focus on similar areas like vulnerability scanning and hardening, but may vary in features and pricing. Some options include Buildpacks, Clair, Twistlock, Ubuntu Chiseled, and Platform1's Iron Bank images. 
 Elaboration:
 Buildpacks:
 Buildpacks are a popular open-source alternative, especially for teams looking to streamline workflows and enhance container security. They automate tasks like dependency management, non-root execution, and security updates, offering a community-driven solution without the complexity of Dockerfiles. 
 Clair:
 Clair is an open-source vulnerability scanner specifically designed for container images, offering a focused approach to security. 
 Twistlock:
 Twistlock is a comprehensive container security solution that provides automatic and continuous vulnerability scanning, offering broader security capabilities. 
 Ubuntu Chiseled:
 Ubuntu Chiseled is a stripped-down, hardened version of Ubuntu, providing a base image with a smaller attack surface. 
 Platform1's Iron Bank images:
 These are pre-built, secure container images designed for specific workloads and environments, offering a ready-to-use solution. 
 RapidFort:
 RapidFort provides free community-hardened images and zero-CVE images, offering a cost-effective option for security-conscious teams. 
 Linuxserver.io:
 Linuxserver.io offers base images that are automatically patched for CVEs, providing ongoing security update
	https://community.fabric.microsoft.com/t5/Desktop/Comparing-snapshots-of-same-range-of-data/m-p/332743



	https://community.pigment.com/reporting-data-visualization-83/compare-to-snapshots-296
	https://docs.skyvia.com/backup/working-with-backed-up-data/comparing-snapshots-and-viewing-data-differences.html

	https://estuary.dev/blog/estuary-flow-schema-evolution/
	https://docs.airbyte.com/platform/using-airbyte/core-concepts/sync-modes/incremental-append
	https://www.phdata.io/blog/how-to-slowly-change-dimensions-with-snapshots-in-dbt/

	https://community.fabric.microsoft.com/t5/Desktop/Comparing-snapshots-of-same-range-of-data/m-p/332743
	https://www.scootersoftware.com/v4help/viewdata.html
	spreadsheet compare as standalone exe tools in office
	https://python.plainenglish.io/flattening-multiindex-columns-and-rows-in-pandas-2f4c507e2be3
	https://blog.enterprisedna.co/multiindex-in-pandas-for-multi-level-or-hierarchical-data/
	https://blog.ouseful.info/2021/07/13/exploring-the-hierarchical-structure-of-dataframes-and-csv-data/
	https://www.geeksforgeeks.org/how-to-use-hierarchical-indexes-with-pandas/
	https://freedium.cfd/https://python.plainenglish.io/flattening-multiindex-columns-and-rows-in-pandas-2f4c507e2be3
	https://www.datacamp.com/tutorial/jinja2-custom-export-templates-jupyter

	https://stackoverflow.com/questions/46205399/how-to-generate-n-level-hierarchical-json-from-pandas-dataframe
	#WebContainers.io/WASI/native python support
	- node.js, observablehq, runkit, jsnotebook, notebookjs, jbook, codingnotebook.dev
	- data-forge notebook
	- jupyter notebook: ijavascript
	- quarto python
	https://deepnote.com/docs/sql-cells
	- glitch
	https://quarto.org/docs/computations/ojs.html
	https://lite.xlwings.org/compatibility 4 digit,(Xlwings report - template based reporting is pro only - non commercial),
	and pro only got source code


	knime + jupyter
	dataiku + jupyter?
	tableau
	enso.org/.com + pure python
	weka
	-

	https://containers.dev/features
	hyperlight vm AND visual studio code


	https://www.syncfusion.com/blogs/post/export-data-to-a-predefined-excel-template-in-c

	##Container
	In this article, we will compare three popular container signing solutions: Sigstore Cosign, Notary v2, and Docker Content Trust (DCT), (aka Notary v1).

	##Ubuntu pro free for persomal use
	https://tetrate.io/products/tetrate-istio-subscription



	Chainguard OS offers a secure, minimal container image foundation. Alternatives focus on similar areas like vulnerability scanning and hardening, but may vary in features and pricing. Some options include Buildpacks, Clair, Twistlock, Ubuntu Chiseled, and Platform1's Iron Bank images.
	Elaboration:
	Buildpacks:
	Buildpacks are a popular open-source alternative, especially for teams looking to streamline workflows and enhance container security. They automate tasks like dependency management, non-root execution, and security updates, offering a community-driven solution without the complexity of Dockerfiles.
	Clair:
	Clair is an open-source vulnerability scanner specifically designed for container images, offering a focused approach to security.
	Twistlock:
	Twistlock is a comprehensive container security solution that provides automatic and continuous vulnerability scanning, offering broader security capabilities.
	Ubuntu Chiseled:
	Ubuntu Chiseled is a stripped-down, hardened version of Ubuntu, providing a base image with a smaller attack surface.
	Platform1's Iron Bank images:
	These are pre-built, secure container images designed for specific workloads and environments, offering a ready-to-use solution.
	RapidFort:
	RapidFort provides free community-hardened images and zero-CVE images, offering a cost-effective option for security-conscious teams.
	Linuxserver.io:
	Linuxserver.io offers base images that are automatically patched for CVEs, providing ongoing security update