#10 simple Python tips to speed up your data analysis

Magic commands are of two kinds: line magics, which are prefixed by a single % character and operate on a single line of input, and cell magics, which are associated with the double %% prefix and operate on multiple lines of input. Magic functions are callable without having to type the initial % if set to 1.

Let’s look at some of them that might be useful in common data analysis tasks:

%pastebin uploads code to Pastebin and returns the URL. Pastebin is an online content hosting service where we can store plain text like source code snippets and then the URL can be shared with others. In fact, Github gist is also akin to pastebin albeit with version control.

Consider a python script file.py with the following content:

Using %pastebin in Jupyter Notebook generates a pastebin url.

The %matplotlib inline function is used to render the static matplotlib plots within the Jupyter notebook. Try replacing the inline part with notebook to get zoom-able & resize-able plots, easily. Make sure the function is called before importing the matplotlib library.

The %run function runs a python script inside a notebook.

%%writefile writes the contents of a cell to a file. Here the code will be written to a file named foo.py and saved in the current directory.

The %%latex function renders the cell contents as LaTeX. It is useful for writing mathematical formulae and equations in a cell.