If you want to install everything at the system level you should do something equivalent to what we do below:
Than start your REPL from the activated conda environment. This is the best way to install requirements for panthera because in the process you get MKL as well with Numpy.
Now require panthera main API namespace and define a little helper to better inspect data-frames
The cool thing is that we can chain operations, the threading first macro is our friend!
What we did is plotting the heatmap of the correlation matrix shown above. Don't worry too much to all the steps we took, we'll be seeing all of them one by one later on!
Now when you see an output as the above one, that means that the data we have is still in Python. That's ok if you keep working within panthera, but what if you want to do something with column names using Clojure?
Plotting is nice to learn how to munge data: you get a fast visual feedback and usually results are nice to look at!
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How to create data-frames? Above we read a csv, but what if we already have some data in the runtime we want to deal with? Nothing easier than this:
What if we don't care about column names, or we'd prefer to add them to an already generated data-frame?
One of the most straightforward ways to filter data-frames is with booleans. We have filter-rows
that takes either booleans or a function that generates booleans
Now we'll have to introduce Numpy in the equation. Let's say we want to filter the data-frame based on 2 conditions at the same time, we can do that using npy
:
But this is pretty ugly and we can't chain it with other functions. It is pretty easy to wrap it into a chainable function:
We can always check what's the shape of the data structure we're interested in. shape
returns rows and columns count
Now we can move to something a little more interesting: some data analysis.
One of the first things we might want to do is to look at some frequencies. value-counts
is our friend
If you need some of these stats only for some columns, chances are that there's a function for that!
Some of the most common operations with rectangular data is to reshape them how we most please to make other operations easier.
There are many dedicated types, but no worries, there are nice ways to deal with them.
One of the most painful operations for data scientists and engineers is dealing with the unknown: NaN
(or nil
, Null
, etc).
But let's say we want to replace missing observations with a flag or value of some kind, we can do that easily with fill-na
Programmers hate time, that's a fact. Panthera tries to make this experience as painless as possible