Representing and plotting a distance in F1/F2 graph, in terms of the Euclidean distance, is relatively easy in R. This post shows one of the ways of achieving that. First, we provide a sample data, which consists of F1 and F2 values for two diphthong targets. Then, draw the diphthong positions with their starting and ending targets, and, finally, calculate the distance. This R code does most of the F1/F2 calculations and drawing.
Data sample (Formants in a Diphthong)
First, a data sample.
ESLStudents ascii ipa f1 f2 1 aw_l_1 ɑʊl_1 900.96 1600.10 2 aw_l_2 ɑʊl_2 373.61 1082.59 RPSpeaker ascii ipa f1 f2 1 aw_l_1 ɑʊl_1 823.07 1542.39 2 aw_l_2 ɑʊl_2 411.39 1405.78
These are the values for the first two formants in /ɑʊ/, as measured in a group of 15 female ESL student and one RP speaker (also female). Number 1 in the notation marks the first vowel target, 2 the second (thus, aw_l_1 is /ɑ/ and aw_l_2 is /ʊ/), while the “l” marks a long diphthong. The two targets will be the starting and the ending of a line, and the line’s length is expressed by the Euclidean distance.
The Euclidean Distance
Euclidean distance is a metric distance from point A to point B in a Cartesian system, and it is derived from the Pythagorean Theorem. Thus, if a point p has the coordinates (p1, p2) and the point q = (q1, q2), the distance between them is calculated using this formula:
distance <- sqrt((x1-x2)^2+(y1-y2)^2)
Our Cartesian coordinate system is defined by F2 and F1 axes (where F1 is y-axis), and the metric distance refers to the distance from one diphthong target to another. The vowel targets, corresponding to A and B points are defined by the F1/F2 values in Hertz for a particular vowel. In our example above, A and B are rows 1 and 2, while the values are F2 and F1 frequencies.
Plotting in R
The third step in the process is plotting, so we could see the graphical representation of the distance. We can do that by:
- Drawing the F1/F2 “coordinate system”.
- Drawing the vowels in A and B positions, and connecting them with a line.
- Drawing the arrows showing the direction of pronunciation and placing the IPA symbols.
RPSpeaker ESLStudents aw_l ɑʊl 738.86 433.75 aw_s ɑʊs 816.08 471.60