Scientists, data analysts, and engineers are used to experimenting. IPython was created by scientists with experimentation in mind. The interactive environment that IPython provides is viewed by many as a direct answer to MATLAB, Mathematica, and Maple.
The following is a list of features of the IPython shell:
Tab completion, which helps you find a command
History mechanism
Inline editing
Ability to call external Python scripts with %run
Access to system commands
The pylab switch
Access to the Python debugger and profiler
The following list describes how to use the IPython shell:
The pylab switch: The pylab switch automatically imports all the Scipy, NumPy, and matplotlib packages. Without this switch, we would have to import these packages ourselves.
All we need to do is enter the following instruction on the command line:
$ ipython -pylabType "copyright", "credits" or "license" for more information.IPython 2.0.0-dev -- An enhanced Interactive Python.? -> Introduction and overview of IPython's features.%quickref -> Quick reference.help -> Python's own help system.object? -> Details about 'object', use 'object??' for extra details.Welcome to pylab, a matplotlib-based Python environment [backend: MacOSX].For more information, type 'help(pylab)'.In [1]: quit()
Tip
The quit() function or Ctrl + D quits the IPython shell.
Saving a session: We might want to be able to go back to our experiments. In IPython, it is easy to save a session for later use, with the following command:
In [1]: %logstartActivating auto-logging. Current session state plus future input saved.Filename : ipython_log.pyMode : rotateOutput logging : FalseRaw input log : FalseTimestamping : FalseState : active
Logging can be switched off as follows:
In [9]: %logoffSwitching logging OFF
Executing system shell command: Execute a system shell command in the default IPython profile by prefixing the command with the ! symbol. For instance, the following input will get the current date:
In [1]: !date
In fact, any line prefixed with ! is sent to the system shell. Also, we can store the command output as shown here:
In [2]: thedate = !dateIn [3]: thedate
Displaying history: We can show the history of commands with the %hist command, for example:
In [1]: a = 2 + 2In [2]: aOut[2]: 4In [3]: %hista = 2 + 2a%hist
This is a common feature in Command Line Interface (CLI) environments. We can also search through the history with the -g switch as follows:
In [5]: %hist -g a = 2 1: a = 2 + 2
Tip
Downloading the example code
You can download the example code files for all the Packt books you have purchased from your account at http://www.packtpub.com. If you purchased this book elsewhere, you can visit http://www.packtpub.com/support and register to have the files e-mailed directly to you.
We saw a number of so-called magic functions in action. These functions start with the % character. If the magic function is used on a line by itself, the % prefix is optional.