NetBeans is a free and open source platform and integrated development environment (IDE).
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Spyder
Score 8.2 out of 10
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Spyder is a free and open source scientific environment for Python. It combines advanced editing, analysis, debugging, and profiling, with data exploration, interactive execution, deep inspection, and visualization capabilities. Spyder is sponsored by open source supporters QuanSight, and NumFOCUS, as well as individual donors.
If your organization works with developing or supporting Java applications and is focused on running efficiently with a lean budget, NetBeans would be a good choice to consider.
If your development staff uses other languages, or prefers a high level of available professional IDE support, it may be better to consider a paid option if your budget allows.
Spyder is well suited if you're limited on hardware. You have to work with single code file. You need to quickly write some code and test it. Apart from this if you want to have a look at your variables then you can make use of Spyder. If you're working with Anaconda navigator then this can be the best to start with as it can be installed with single click there.
Netbeans enhances my coding work, shows me where I have errors and helps find variable instances. I would be lost without find/replace in projects functionality as I use projects as templates for new projects. Occasionally the code hints aggravate me, but I understand that it is actually making me a better coder, working to get the 'green light' of a clean file with no errors or clumsy code.
It is fairly straightforward to use. Pretty much good to go as soon as you install it. The IDE itself is very user friendly, and it is only limited by whatever limitations Python has as a language. Great for those who want to run their scripts quickly or do some Python programming without fussing.
NetBeans has a very strong user community. We can find solutions here for almost all the problems we face. In addition, we can forward NetBeans Support teams the problems we cannot solve. We can get quick feedback from the support teams, but I generally try to solve my problems by following the forums.
Most of data scientists or data engineers are either using ec2 on the cloud or Atom or PyCharm locally. It is a bit hard to find people who are still using Spyder and have the sight of the IDE and can help you to answer your question.
IBM Rational Application Developer and IntelliJ IDEA are great with hell lot of features packed into the product and are subscription based. However, most of the features they were providing were moot from my organization's business perspective and the cost was expensive. Eclipse is an opensource product with great features, but is difficult to configure and use as compared to NetBeans. One of the frustrating issues we faced with Eclipse was its slowness while saving a file. http://https//stackoverflow.com/questions/40166270/eclipse-neon-pathetically-slow
I have chosen Spyder because it's free and open-source that comes with properly documented comments in the code. I have been using Spyder for more than 2 years and it always feels good to work with Spyder every time start my work. In Spyder, we have three windows one for man code window, idle window, and the other is for running your code and analyze. So to test a particular code I use the idle window to see what is going to be the result when I use this set of codes. That the main reason, I use Spyder.