Austin based Enthought offers their flagship scientific Python distribution, Canopy. The Canopy Geoscience (or Canopy Geo) variant of the product is a data analysis, exploration and visualization package optimized for geologists & geophysicists, and researchers in petroleum science.
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PhpStorm
Score 9.0 out of 10
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JetBrains supports PhpStorm, an integrated development environment (IDE).
Canopy is perfect for data analysis in general. If you are a programmer for general purpose commercial application perhaps Canopy is not the best choice. But if you are just beginning programming or making simulation with python I recommend using Canopy and its training platform, they have excellent teachers with impressive curriculum
PhpStorm is well suited for any PHP development. It integrates well with Symfony, Laravel, CodeIgniter, Cake & Twig. I have used it very successfully in the past and despite not being my go-to editor, I will still use it when working on PHP heavy frameworks.
Providing scientific libraries, both open source and Enthought's own libraries which are excellent.
Training. They provide several courses in python for general use and for data analysis.
Debugging tools. Several IDEs provides tools for debugging, but I think they are insufficient or too general. Canopy has a special debugging tool, specially design for python.
PhpStorm is very easy to use, once you get the hang of it. It can take a while to get the hang of it because there's so many options, some of which are buried in the imposing settings panel. It could use some help with multi-cursor, especially multi-file editing but that's a minor gripe.
The JetBrains community is all about helping others succeed, even in the most obscure setups. I have never had a question go unanswered, or I have never been able to come up with empty results in searching for the answer. My questions or concerns are typically address from other users in the community, so timing is pretty quick for a response
I was using Sublime Text Editor initially to edit and write most of my Python scripts, but a colleague recommended Enthought Canopy and I have been using it ever since then, because of its integrated packages for data analysis, its easier to execute and write relevant scripts in one space. It definitely makes work life easier and effective.
Each one of the products I've listed are great in their own right, but non of them provide as complete a solution as PhpStorm in my opinion. Very few products offer all of the features that PhpStorm does and those that do don't have the greatest performance in my experience. Some have a great text editor but lack other critical features while others have a bounty of features, but the text editor is garbage. Before I tried PhpStorm, I stuck to using simple text editors because the features the IDEs offered didn't outweigh performance hit of running such a large, slow program. PhpStorm isn't lightweight by any means but I haven't noticed any of the common performance issues that I experienced with other IDEs.
Recent AI advancements have saved us time to build by integrating it direct with the IDE allowing build to deployment to happen at a more rapid pace than previously possible
Integrated AI commit message generation saves time and effort from team members shorting time writing documentation allowing more time spent in development
Integrated git development causes less friction across team with version control and merge conflict resolution shortening development work flows
