Generating Random Words

There is a science fiction book by Stanislaw Lem called “The Futurological Congress” in which the author describes how futurologists in this future work. Instead of studying science, technology and history, they use computers to generate random words and then try to assign meanings to them.

Just for a reference think how meaningless this sentence was in 1980: “To listen to a song, just google the title and then download the mp3.”

Anyway, I thought that generating random words that look like words is an interesting computer problem, so I wrote some code to try it.

My first attempt was a total failure. I generated random sequences of letters and then tried to pick of the ones that could be words. This resulted in mostly useless stuff.

More recently I have been reading a book called “Think Stats” and I decided to try an apply some of statistical methods to generation of new words. The basic idea is to analyze some existing text (more text the better) to see the distribution of letters in a word. Then, once the probabilities of letter occurrences are computed, words can be generated.

My algorithm is very simple. It determines the probability of a word of certain length occurring, and then within each given length the probability of a particular letter happening at each position. Given these it’s easy to generate random text.

I compute the Probability Mass Function (PMF) for distribution of word lengths and the letter distributions (see “Thinks Stats” for gory details). I used text of “Moby Dick” and “War and Peace” as my input texts (you can get lots of such text from

Here is a snippet of such random text generated by my program:

ruloee losy nre letely we wad whlg bhmt oititrs tarr tid hhe tneos daot sacameen bas saeitmcd a ihatminatnes phvvdnn waind see iaise ty klenk st prirpcnry hy taa why yod naahtny shd kple ae waat chne rny torlld bar tet tamd s hil it hre thn hooed ot gnky litsanad sxhlrrnki thd dhte cirdne fvae tle on lrnmcoes wmohity tae a tit i morvh fsth teirk aoae  liciig bt wodhen ie peidgdg thd paoornnw ane fwat of i hiey os aae af yne ty ceviree fawtnad daut held yne to whs wht on thn tne cfurs weee anl herooerkg

As you can see, it almost looks like a language. Here are some words that could be new things in the future:

  • litsanad
  • wodhen
  • sacameen
You can try and assign some meanings to them!
(BTW, all the code in Python so if you are interested you can have a copy…. )

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