The numbers in the graphic below form the first five rows of Pascal's Triangle, which in this post I will implement in Python.
The first row consists of a single number 1. In subsequent rows, each of which is has one more number than the previous, values are calculated by adding the two numbers above left and above right. For the first and last values in each row we just take the single value above, therefore these are always 1.
Pascal's Triangle in its conventional centred layout
Soundex is a phonetic algorithm, assigning values to words or names so that they can be compared for similarity of pronounciation. For this post I will write an implementation in Python.
It doesn't take much thought to realise that the whole area of phonetic algorithms is a minefield, and Soundex itself is rather restricted in its usefulness. In fact, after writing this implementation I came to the conclusion that it is rather mediocre but at least coding it up does give a better understanding of how it works and therefore its usefulness and limitations.
Digital photos contain EXIF data which can be read and displayed by suitable software. In this post I will demonstrate reading EXIF data using Python.
Pretty much any smartphone, tablet or digital camera embeds EXIF data into each photograph it takes, with details of the device itself as well as the individual photo. And just about every piece of software which can display or edit digital images can read and display that data. Or at least attempt to...!
Unfortunately EXIF is not easy to deal with. It would be nice if the data consisted of a string of XML or JSON so that it could be handled using ubiquitous techniques and libraries, but the format itself is rather quirky, made worse by inconsistent implementations by different manufacturers and sometimes different devices from the same manufacturer.
You may have noticed that sometimes even popular mainstream software fails to show sensible interpretations of some EXIF data. Despite that I will have a bash at extracting the EXIF data from images using Python and the Pillow library.