The text file contains 1000 datapoints, 2 dimension each with 500 points for each spiral.
There is minimum noise and the spirals do not overlap.

In the twoSPirals.m file, you can change the parameters to generate more data. There are different parameters that control the number of points and the amount of overlap between spirals is controlled by the noise parameter.